diff --git a/data/text/solomon_islands/st_ldavis.html b/data/text/solomon_islands/st_ldavis.html
new file mode 100644
index 00000000..43ec898c
--- /dev/null
+++ b/data/text/solomon_islands/st_ldavis.html
@@ -0,0 +1,41 @@
+
+<link rel="stylesheet" type="text/css" href="https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v1.0.0.css">
+
+
+<div id="ldavis_el60482131347821284945789364" style="background-color:white;"></div>
+<script type="text/javascript">
+
+var ldavis_el60482131347821284945789364_data = {"mdsDat": {"x": [-0.2835841856168084, 0.10551408910606805, -0.22840969626468086, -0.15579735035356498, 0.044184954651821165, -0.08001232959490052, 0.036827490191750634, 0.23928461927018288, -0.1736550451411132, 0.09184860237743032, 0.15033936276481727, -0.1637439923730303, 0.1516431708527649, -0.03701258280330382, 0.141086882391891, 0.18210455194986053, -0.07158115092138964, 0.050962609512204944], "y": [0.13454972626687148, 0.15710481985174587, 0.11428140287554236, 0.007020922479093654, 0.03170124272334924, -0.1951231526782198, -0.08795097906546276, -0.06239857970990233, -0.06937001399110804, 0.1500275797501548, 0.1769729628068065, -0.09005361212537577, 0.04751610741868754, 0.14670121810472314, 0.009397443177733103, -0.08598114211218934, -0.121598074139385, -0.2627978716330641], "topics": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], "cluster": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], "Freq": [6.954478353343359, 6.106206084046272, 5.921131372541764, 5.873613844352061, 5.743593500628109, 5.648742951013449, 5.586098747859486, 5.554508305963872, 5.474394517920795, 5.431376297196162, 5.421740207830449, 5.330181521075743, 5.265536445500832, 5.217321275157554, 5.1650295489377624, 5.114717669749276, 5.10425567993811, 5.087073676944954]}, "tinfo": {"Term": ["government", "police", "project", "people", "provincial", "country", "officer", "community", "woman", "province", "support", "student", "development", "year", "school", "member", "covid", "health", "team", "court", "issue", "case", "national", "island", "company", "visit", "work", "parliament", "land", "training", "integration", "climate_change_adaptation", "synergy", "commendable", "framework", "strategic", "strategy", "multi_lateral", "gentlemen", "undp", "globalisation", "robust", "formulation", "progression", "underpin", "climate_change_disaster", "institutional", "rapidly_change", "socioeconomic", "integrate", "modernization", "adoption", "roundtable", "treaty", "reaffirmed", "adaptation", "degradation", "spc", "auspex", "inequalitie", "mechanism", "coordination", "sprep", "ffa", "multilateral", "equitable", "millennium", "cop", "virtual", "ambitious", "paris_agreement", "strategically", "developed", "integrated", "articulate", "collaboratively", "comprehensive", "strengthen", "sustainable", "objective", "regional", "reform", "policy", "climate", "collaboration", "implementation", "key", "partner", "broad", "develop", "governance", "region", "priority", "global", "development", "forum", "stakeholder", "effective", "agency", "achieve", "resource", "partnership", "implement", "management", "commitment", "capacity", "ensure", "country", "address", "economic", "level", "system", "challenge", "plan", "security", "support", "include", "provide", "national", "important", "wale", "journalist", "politician", "newspaper", "disagree", "atrocity", "criticize", "publicise", "unsubstantiate", "quote", "sack", "sacking", "political_instability", "undermine", "lash", "misguide", "irresponsible", "slam", "sympathizer", "twitter", "article", "dismay", "common_sense", "conscience", "refute", "headline", "belittle", "mislead", "answerable", "interfered", "opposition", "corruption", "switch", "truth", "opinion", "criticism", "facebook", "misleading", "secret", "critic", "ethical", "rumor", "editor", "credibility", "tsi", "perceive", "tarnish", "instability", "commentator", "referendum", "compromise", "caucus", "freedom", "mere", "blame", "suggestion", "question", "decision", "democracy", "concern", "press", "medium", "fact", "comment", "statement", "power", "interest", "publish", "raise", "political", "claim", "leader", "clear", "call", "issue", "view", "state", "reason", "deal", "action", "citizen", "public", "group", "recent", "matter", "report", "add", "government", "people", "country", "construction", "bahomea", "usable", "watt_solar", "infrastructure", "installation", "feasibility", "stockyard", "complex", "accessory", "software", "environmentally_sustainable_growth", "franchise_shipping_scheme", "ringgi", "upgraded", "walk_long_distance", "beautification", "construct", "tower", "solar_pow", "efficiencie", "ribbon", "city_council_roundabout", "reconstruct", "sial", "grid_connecte", "masite", "cdf", "weighted", "passable", "project", "internet", "upgrade", "cable", "solar", "refurbishment", "rehabilitate", "mrd", "siip", "renovation", "progressing", "aid", "ground_breaking", "gravel", "tina_hydro_project", "submarine_cable", "rdp", "income_generate", "tractor", "dfat", "accessibility", "phase", "ground_breake", "contractor", "generator", "rural", "building", "improvement", "completion", "facility", "rehabilitation", "design", "component", "delivery", "funding", "build", "deliver", "assistance", "support", "equipment", "improve", "access", "development", "provide", "fund", "complete", "australian", "service", "work", "area", "program", "implement", "include", "assist", "community", "plan", "benefit", "ensure", "commodity", "farmer", "fisherie", "hatchery", "ofcf", "peanutfish", "price", "economy", "retail", "bre", "succumbing", "cocoa", "barile", "gukuna", "cattle", "cow", "marketable", "vice_president", "complicit", "agriculture", "earning", "increased", "product", "agrikalsa", "organic_farming", "production", "proxy", "average", "manufacturer", "tuna", "farm", "income", "import", "sicci", "rice", "processing", "agricultural", "tobacco", "fruit", "enterprise", "soltuna", "biosecurity", "consumer", "kava", "mal", "livestock", "pest", "producer", "exporter", "seed", "coconut", "growth", "fishery", "industry", "business", "produce", "increase", "grow", "percent", "market", "investment", "employment", "economic", "food", "sector", "export", "rate", "local", "low", "small", "country", "high", "create", "benefit", "impact", "opportunity", "resource", "year", "good", "diagnose", "viral", "medical", "clinic", "cathnews", "dengue_fever", "disease", "fever", "infection", "inflenza", "emergency", "cancer", "diabete", "diabetes", "non_communicable_disease", "patient", "test", "nurse", "leprosy", "sick_patient", "sufferer", "diarrhoea", "flu", "baggage_allowance", "diseases_ncd", "ncd", "efficacy", "complication", "injection", "sterile", "covid", "health", "hospital", "vaccine", "virus", "vaccination", "transmission", "dose", "lockdown", "quarantine", "vaccinate", "outbreak", "testing", "preparedness", "medicine", "symptom", "isolation", "malaria", "detect", "laboratory", "measle", "treatment", "doctor", "spread", "sick", "care", "drug", "pandemic", "measure", "case", "risk", "response", "positive", "border", "country", "record", "service", "worker", "people", "include", "number", "week", "receive", "continue", "forgive", "joined", "icalrm", "painful", "grandchild", "celebration", "sulufou", "greater_height", "dear", "duidui", "tomperry", "grace", "easy_task", "commemorate", "upsetting", "courage", "token", "birthday", "joy", "adventist_church", "religion", "honor", "fitting", "qiqo", "catholic", "believer", "windspeed", "afar", "greeting", "congratulatory_message", "celebrate", "remember", "prayer", "journey", "canadian", "sacrifice", "dedication", "parade", "pray", "bless", "scout", "legacy", "betterment", "memory", "harmony", "monument", "pastor", "beloved", "spiritual", "memorial", "anniversary", "commemoration", "funeral", "blessing", "humble", "church", "love", "honour", "speech", "serve", "heart", "ceremony", "friend", "peace", "congratulate", "mark", "unity", "gift", "bear", "nation", "independence", "people", "life", "late", "acknowledge", "today", "great", "islander", "family", "achievement", "year", "join", "time", "good", "challenge", "speak", "work", "long", "live", "day", "country", "continue", "leader", "bring", "member", "support", "add", "disaster", "relief", "peanut_fish", "swim", "tank", "captain_tim_harris", "pump", "dust", "mile", "fetch", "meteorological_service", "monsoon", "coral_sea", "heavy_rain", "heavy_rain_alert", "rainfall", "wind", "coastal", "flooding", "gale_force_wind", "guste", "knot", "tropical_depression", "water", "flood", "food_gardens", "swell", "tropical_disturbance_watch", "heavy_rain_shower", "river", "clean", "damage", "waste", "marine", "ndmo", "plastic", "earthquake", "rain", "relocate", "drinking", "reef", "toilet", "crocodile", "beach", "relocation", "metre", "pollution", "turtle", "cyclone", "sea_level_rise", "fisherman", "villager", "conservation", "warning", "rubbish", "village", "sea", "part", "specie", "affect", "destroy", "area", "weather", "fish", "environment", "human", "live", "island", "supply", "find", "people", "assessment", "food", "problem", "home", "small", "report", "resident", "site", "impact", "experience", "accord", "world", "house", "source", "victim", "defilement", "rape", "acquit", "charge", "court", "defendant", "magistrate", "bail_application", "prosecution", "bail", "faces_count", "indecent_assault", "daughter", "assault", "robbery", "juvenile", "remand", "pre_trial_conference", "separate_occasion", "rob", "allege", "steal", "palmer", "pubic", "appearing", "moti", "jail", "sentence", "misusing", "accuse", "allegedly", "trial", "lawyer", "offence", "deceased", "murder", "imprisonment", "complainant", "plea", "prosecute", "prison", "prosecutor", "knife", "convict", "count", "wife", "evidence", "hear", "man", "custody", "adjourn", "case", "file", "matter", "witness", "face", "represent", "high", "year", "appeal", "arrest", "yesterday", "public", "relation", "time", "date", "order", "month", "counselling", "violence", "woman", "reintegration", "youth", "gender", "commercial_sexual_exploitation", "empower", "trafficking", "women", "milner_tozaka_say", "vatukulau", "groom", "awareness", "falls_annually", "comprehension", "pamphlet", "empowerment", "mother_tongue", "savings_clubs", "bible_translation", "language_dictionary", "advocacy", "parisisi", "impaired", "impairment", "disability", "launching", "achieving_gender_equality", "sticker", "disabilitie", "gender_equality", "gender_based", "discrimination", "gender_base", "peacebuilde", "poster", "activism", "networking", "peer", "oxfam", "marriage", "csos", "siwiba", "raise_awareness", "gbv", "hyc", "wellbeing", "prostitution", "child", "young", "girl", "community", "society", "coordinator", "participation", "participant", "organisation", "workshop", "equal", "physical", "launch", "advocate", "family", "activity", "change", "encourage", "vision", "voice", "role", "leadership", "group", "participate", "program", "aim", "work", "programme", "people", "support", "social", "live", "leader", "important", "day", "issue", "include", "cbsi", "shortfall", "bureaucracy", "correspond", "imprest", "borrowing", "dollar", "payment", "retirement", "salary", "counterfeit", "currency_note", "transaction", "sooner", "inefficient", "entitlement", "due", "terming", "budget", "taxpayer", "sichange", "unpaid", "overvalue", "mutilate", "inland_revenue", "supplementary", "bracket", "mower", "repayment", "arrear", "tax", "allowance", "servant", "loan", "expenditure", "debt", "audit", "rental", "banking", "amount", "sore", "soe", "incur", "state_owned_enterprise", "payout", "borrow", "scheme", "documentation", "currency", "pay", "financial", "allocation", "finance", "bank", "money", "account", "quarter", "allocate", "procurement", "cost", "contract", "proposal", "total", "approve", "ministry", "fee", "fund", "reveal", "spend", "delay", "year", "receive", "public", "report", "service", "release", "government", "month", "source", "accord", "term", "note", "explain", "give", "landowner", "unresolved", "log", "customary_land", "permit", "win_win", "issuance", "licence", "pmc", "passport", "kangava", "shareholder", "acquisition", "attorney_generals_chamber", "renbell", "sublease", "bankruptcy", "issuing", "felling", "hauling", "logs_felle", "samlinsan", "axiom", "mining", "nickel", "tribe", "concession", "demarcate", "injunction", "tribal", "company", "land", "dispute", "mine", "foreigner", "letter", "resource_owner", "logger", "suspension", "ripel", "trustee", "customary", "revoke", "royalty", "parcel", "grml", "exploration", "boundary", "lease", "termination", "license", "regulation", "gold", "forest", "investor", "illegally", "firm", "agreement", "immigration", "sign", "legal", "issue", "application", "suspend", "order", "illegal", "notice", "claim", "operation", "operate", "director", "law", "process", "deal", "business", "owner", "document", "chief", "give", "act", "accord", "follow", "explain", "add", "local", "activity", "music", "credence", "persuasion", "bilateral", "artist", "magazine", "handicraft", "string_band", "promotional", "snorkeling", "scenic", "audience", "moses_kouni_mose", "directory", "micronesian", "italian", "symbolic", "extravagant", "diplomatic_relation", "united_arab_emirate", "similarity", "ulmwp", "eminently", "showcasing", "magnificent", "british_colonial", "passport_holder", "natural_beauty", "cordial_relationship", "romantic", "visit", "culture", "delegation", "relationship", "msg", "cultural", "visitor", "art", "melanesian", "festival", "tourist", "diplomatic", "showcase", "band", "tradition", "taiwanese", "song", "dance", "dolphin", "diplomat", "film", "exhibition", "ally", "sivb", "ambassador", "tourism", "traditional", "accompany", "counterpart", "tour", "invite", "summit", "solomon", "official", "chinese", "unique", "island", "event", "cooperation", "host", "mission", "country", "meet", "international", "open", "world", "local", "australian", "include", "hold", "opportunity", "share", "attend", "region", "leader", "meeting", "offer", "peochakuri", "cannabis", "pron", "seized", "ratifie", "commander", "rioting", "apprehend", "roadblock", "sergeant", "patrol", "rock_throwing", "headquarters", "peacefulness", "ramsi", "systematise", "edmund_sikua", "rsipf", "opposition_leader_dr_derek", "inmate", "tetere", "deflate", "dreamstime", "opposing", "tanda", "police_commissioner_juanita", "fingerprint", "limp", "gamble", "matantga", "station", "force", "police", "suspect", "loot", "officer", "disturbance", "raid", "forensic", "constable", "policing", "australian_federal", "crime_prevention", "bougainvillean", "detective", "siaf", "civilian", "anti_social", "intelligence", "mangau", "commissioner_frank_prendergast", "investigate", "ramsi_special_coordinator", "commissioner", "investigation", "bomb", "correctional", "crime", "fire", "incident", "supervise", "unit", "security", "weapon", "burn", "arrest", "operation", "relative", "shortland", "alcohol", "deploy", "search", "information", "medium", "involve", "report", "law", "assist", "duty", "conduct", "act", "continue", "public", "community", "member", "order", "appeal", "area", "leitongo", "malaitan", "bouna", "autonomous", "enhancing", "wikimedia", "assembly", "ngalito", "premier", "premier_thomas_weape", "decentralise", "federal", "vertically", "overheard", "fourere", "wirenew", "moretlawoffice", "aoke_langa_langa", "ndoma", "tenerife", "draft_federal_constitution", "kiri_report", "convening", "deepest_sympathy", "attenuate", "institutional_strengthening_silas_tausinga", "stanley_dick_pirione", "scouring", "george_hemming", "institutional_strengthening_mpgi", "provincial", "province", "mpa", "mpg", "democratic_coalition", "choiseul", "pcdf", "institutional_strengthene", "cip", "second_appointe", "suidani", "mpgi", "premi", "sade", "pgsp", "seleso", "statehood", "townsville_peace_agreement", "pirione", "assured", "premiers_conference", "mara", "redirection", "pga", "executive", "secretary", "western", "government", "guadalcanal", "malaita", "renbel", "national", "assure", "ward", "propose", "resolution", "meeting", "current", "plan", "address", "people", "deputy", "issue", "forward", "add", "meet", "office", "policy", "continue", "discuss", "inform", "speak", "yesterday", "work", "week", "ensure", "lead", "important", "coalition", "proclaim", "aro", "voter", "voter_registration", "martin_sopage", "clerk", "dissolution", "election", "proclamation", "appointment", "parliamentary", "speaker", "elect", "gordon_darcy_lilo", "petition", "flickr", "bill", "hopper", "reintroduce", "vote", "voting", "biometric_voter_registration", "polling", "biometric_voters_registration", "electoral", "candidate", "observer", "nori", "unified_voice", "parliament", "registration", "motion", "nomination", "constitutional", "poll", "nominate", "cast", "amendment", "governor_general", "siec", "polling_station", "political_partie", "appoint", "contest", "general", "member", "constituency", "seat", "list", "party", "constitution", "commission", "register", "lilo", "confidence", "pass", "debate", "process", "independent", "act", "committee", "yesterday", "chief", "political", "office", "day", "today", "number", "hold", "week", "national", "passenger", "simsa", "vessel", "crew", "overload", "airstrip", "flight", "inspect", "scheduled", "travel", "unused", "vehicle", "cone", "traffic_light", "vendor", "sikaiana", "accident", "port", "overnight", "driver", "ports_authority", "samsa", "fare", "aircraft", "cargo", "freighter", "livery", "undercarriage", "panoramio", "destroyer", "ship", "boat", "city", "airline", "bus", "shipping", "hcc", "truck", "load", "repatriation", "charter", "carrier", "inspection", "route", "plane", "taxi", "traveller", "terminal", "road", "traffic", "transport", "check", "drive", "air", "arrive", "honiara", "safety", "fly", "town", "return", "hour", "night", "operate", "market", "week", "day", "yesterday", "time", "leave", "public", "service", "follow", "add", "confirm", "education", "graduand", "graduate", "student", "wiki", "talemaot", "school", "secondary", "teacher", "levelling", "teach", "tit", "training", "study", "brother_george", "san_isidro_care", "academic", "class", "exam", "principal", "panatina_campus", "trainer", "learning", "tessie", "tenakoga", "attache", "scholarship", "university", "excellence", "campus", "mehrd", "recruit", "classroom", "literacy", "tertiary", "teaching", "aptc", "semester", "train", "vocational", "college", "enrol", "primary", "computer", "skill", "parent", "staff", "learn", "human_resource", "certificate", "knowledge", "award", "professional", "form", "program", "year", "week", "complete", "start", "attend", "work", "high", "offer", "conduct", "opportunity", "receive", "add", "sport", "tournament", "solbrew", "sponsoring", "winner", "logo_photo_courtesy", "athlete", "competition", "medal", "soccer", "win", "score", "upset", "minute", "clock", "wellington", "andel", "impressive", "maitaki", "game", "electrify", "soccer_knock", "fitness", "vitally", "championship", "debutant", "football", "football_federation_siff", "match", "pitch", "player", "coach", "club", "compete", "finish", "pool", "warrior", "futsal", "marist", "rugby", "ball", "race", "prize", "siff", "fifa", "sporting", "round", "fan", "tough", "beat", "team", "play", "half", "boy", "final", "draw", "chance", "season", "goal", "stage", "performance", "good", "preparation", "start", "time", "point", "place", "lead", "big", "today", "week", "set", "yesterday", "host", "year", "hold", "end", "group", "give"], "Freq": [68368.0, 29978.0, 19816.0, 43862.0, 18475.0, 39980.0, 16717.0, 22968.0, 15248.0, 15269.0, 25842.0, 13840.0, 19793.0, 35556.0, 12566.0, 19282.0, 11439.0, 11299.0, 12868.0, 10474.0, 20229.0, 13410.0, 16368.0, 17223.0, 9848.0, 9719.0, 28378.0, 9050.0, 9184.0, 8993.0, 291.0155611817944, 157.02278481032073, 39.77910548528126, 36.63864978907484, 1450.8905316473636, 1493.8100928288513, 3076.5997637168844, 21.983189873444903, 12.56182278482566, 66.99638818573685, 12.56182278482566, 368.48013502155266, 170.63142616054856, 38.732286919879115, 124.57140928285446, 81.65184810136678, 251.2364556965132, 17.79591561183635, 45.01319831229195, 417.6806075954532, 15.702278481032074, 135.03959493687583, 93.16685232079031, 351.73103797511845, 42.91956118148767, 475.2556286925708, 64.90275105493258, 677.2916118151834, 19.88955274264063, 11.51500421942352, 926.4344303808924, 678.3384303805857, 269.0323713083495, 242.8619071732961, 188.4273417723849, 172.72506329135282, 165.39733333353786, 149.6950548525058, 235.53417721548112, 235.53417721548112, 138.18005063308226, 127.71186497906086, 114.10322362883306, 110.96276793262665, 105.72867510561596, 99.44776371320313, 584.1247594943932, 3076.5997637168844, 2551.096843885011, 1437.2818902971358, 3825.0750379794135, 2127.135324897145, 6790.712033763672, 1115.9085907186795, 1013.3203713092698, 2244.3790042221844, 3205.3584472613475, 3291.197569624323, 513.9879156124499, 4157.963341777293, 1424.7200675123102, 3688.9886244771355, 2380.4654177244624, 2314.5158481041276, 9792.987679337004, 1129.517232068907, 2209.833991563914, 1599.5387679344672, 1334.693670887726, 2277.8771983150527, 2933.185620256791, 2408.7295189903202, 2150.165333335992, 2814.8951223663494, 2025.5939240531375, 1955.4570801711943, 3559.1831223672702, 7448.114092836214, 3044.1483881894183, 2855.721046417033, 2646.3573333366057, 2669.387341775452, 2545.8627510580004, 3015.8842869235605, 2430.712708863765, 3916.148253169399, 3075.552945151482, 2732.196455699581, 2667.293704644648, 2255.894008441608, 362.17881646152335, 1379.3157321528674, 652.7893638019074, 781.8291217627495, 108.43677139566569, 22.77172199308979, 112.77424225149231, 21.687354279133135, 10.843677139566568, 361.0944487475667, 490.1342067084089, 15.181147995393195, 127.9553902468855, 473.868690999059, 91.08688797235916, 27.109192848916422, 248.3202064960744, 81.32757854674927, 5.421838569783284, 27.109192848916422, 823.0350948931025, 40.1216054163963, 21.687354279133135, 48.79654712804956, 137.7146996724954, 124.70228710501554, 21.687354279133135, 446.7594981501426, 45.54344398617958, 5.421838569783284, 3228.1626844489674, 2449.586665828088, 532.4245475527185, 458.68754300366584, 430.49398244079276, 389.2880093104398, 380.6130675987866, 276.5137670589475, 271.0919284891642, 228.8015876448546, 189.76434994241495, 177.83630508889172, 174.58320194702176, 169.16136337723847, 158.31768623767192, 158.31768623767192, 155.06458309580194, 152.8958476678886, 148.558376812062, 146.3896413841487, 284.1043410566441, 200.60802708198153, 484.71236813862566, 199.52365936802488, 597.486610390118, 259.16388363564096, 3635.8849448966703, 5373.042022655235, 718.9357943532635, 4406.870389519853, 1148.3454090800997, 6455.2410011839775, 1989.8147551104653, 1620.0453646512453, 5122.553080731246, 2081.986010796781, 2950.564549676063, 851.2286554559756, 2812.849850003568, 2373.680925851122, 2616.579293777413, 5195.205717566343, 1921.499589131196, 3948.1828465161875, 6547.412256870294, 1354.3752747318645, 3934.086066234751, 1565.8269789534124, 2072.226701371171, 2205.60393018784, 1483.4150326927065, 3693.356433736373, 2517.901831807357, 1739.3258131864775, 1872.7030420031463, 2736.9441100266017, 2859.477661703704, 4345.061429824324, 3125.147751623085, 1969.2117685452888, 2546.4020027834467, 10.82653912748064, 28.149001731449665, 4.3306156509922555, 5315.830711592995, 349.69721381762474, 41.14084868442643, 4.3306156509922555, 771.9322397893696, 83.36435128160093, 108.2653912748064, 28.149001731449665, 17.322462603969022, 5.41326956374032, 24.901039993205472, 18.405116516717086, 41.14084868442643, 702.6423893734935, 287.98594079098507, 97.43885214732578, 3.247961738244192, 25.983693905953537, 3.247961738244192, 22.735732167709344, 1.0826539127480639, 7.5785773892364485, 1.0826539127480639, 43.30615650992256, 1.0826539127480639, 1.0826539127480639, 19816.897218940565, 572.7239198437259, 1301.350003123173, 361.60640685785336, 313.96963469693856, 185.13381907991896, 178.6378956034306, 163.48074082495768, 156.98481734846928, 298.81247991846567, 134.24908518075995, 1695.4360273634684, 107.18273736205833, 100.68681388556996, 180.80320342892668, 93.10823649633352, 92.02558258358545, 86.61231301984512, 85.52965910709706, 81.19904345610482, 141.8276625699964, 1341.4081978948514, 132.0837773552638, 1093.4804518755448, 155.9021634357212, 4707.3792126285825, 3885.644892852802, 1382.549046579278, 906.1813249701296, 3362.7230529954873, 663.6668485145632, 1653.2125247662939, 751.3618154471565, 1570.9308273974411, 2579.9642740786367, 4627.262823085226, 3076.902420029998, 4403.153463146376, 14841.019835950463, 1872.9912690541507, 4539.567856152633, 3325.9128199620527, 9999.391538141119, 7341.476182344622, 4705.213904803087, 3111.547345237936, 2993.538068748397, 6820.719650312803, 9126.77248446618, 4125.994061482872, 3499.1374460017432, 1884.9004620943795, 3132.1177695801493, 1908.718848174837, 3030.3483017818317, 2155.563940281396, 1881.6525003561353, 1730.0809525714064, 252.8920399090143, 2119.634597658449, 38.82114647726097, 53.24042945452933, 5.545878068180139, 2.218351227272055, 1939.9481482494123, 4093.967189930578, 197.43325922721291, 6.655053681816166, 1.1091756136360276, 986.0571205224286, 4.43670245454411, 1.1091756136360276, 250.67368868174225, 24.401863499992608, 12.200931749996304, 5.545878068180139, 4.43670245454411, 2634.2920823855657, 158.61211274995196, 51.022078227257275, 3021.3943715445394, 1.1091756136360276, 8.87340490908822, 1433.0548928177477, 6.655053681816166, 574.5529678634624, 95.38910277269838, 997.1488766587888, 1123.594896613296, 1275.5519556814318, 1074.7911696133108, 908.4148275679066, 648.8677339770761, 569.0070897952822, 549.0419287498337, 488.0372699998522, 422.5959087953265, 515.7666603407529, 394.86651845442583, 385.9931135453376, 379.3380598635215, 343.84444022716855, 331.64350847717225, 415.94085511351034, 319.44257672717595, 306.13246936354363, 283.94895709082306, 261.7654448181025, 659.9594901134365, 3077.9623278399768, 2545.5580332946834, 3162.259674476315, 8238.956458088413, 1969.8958898175852, 5854.228888770954, 2522.265345408327, 3156.7137964081344, 4265.889410044162, 2659.8031214991943, 1352.0850730223178, 4362.387688430496, 3081.2898546808847, 3527.178451362568, 1813.502128294905, 1474.0943905222807, 4014.106545748784, 1428.6181903632037, 2130.7263537948093, 6296.789958611729, 2973.69982015819, 1671.5276497494938, 1822.3755332039934, 1652.6716643176812, 1850.104923544894, 1698.1478644767583, 2051.974885226651, 1823.4847088176296, 198.36753108747632, 47.69492550737136, 5475.16065313029, 2197.218500078221, 1.0839755797129855, 16.25963369569478, 1313.7784026121383, 176.68801949321661, 763.1188081179417, 1.0839755797129855, 2763.0537526883995, 352.2920634067202, 59.6186568842142, 243.8945054354217, 57.45070572478823, 2171.20308616511, 2753.297972470983, 2058.4696258749595, 89.96997311617778, 126.8251428264193, 5.419877898564927, 66.12251036249212, 200.53548224690232, 2.167951159425971, 27.099389492824635, 189.69572644977242, 48.77890108708434, 148.504654420679, 147.42067884096602, 14.09168253626881, 11439.194292711134, 11298.277467348447, 3444.8743923278676, 2737.038338775288, 1837.3386076135102, 1540.3292987721522, 1401.58042456889, 1143.5942365971996, 1030.860776307049, 997.2575333359466, 939.8068276111583, 888.859975364648, 847.6689033355547, 783.7143441324885, 707.8360535525795, 527.8961073202239, 524.6441805810849, 494.2928643491213, 446.59793884174996, 417.33059818949937, 408.6587935517955, 1401.58042456889, 1677.9941973957013, 1637.887100946321, 711.0879802917184, 2167.9511594259707, 1133.8384563797829, 1653.0627590623026, 1980.4233841356242, 5663.772404000349, 2300.1961801509547, 2484.4720287021623, 1865.5219726860478, 1764.71224377274, 5716.887207406285, 1599.9479556563665, 2488.8079310210146, 1533.8254452938743, 2919.1462361670697, 2196.1345244985087, 1840.5905343526492, 2031.3702363821346, 1701.841660149387, 1756.0404391350362, 57.464107826846956, 14.366026956711739, 1.1050789966701338, 60.77934481685735, 76.25045077023923, 2047.711380829758, 1.1050789966701338, 8.84063197336107, 51.93871284349628, 8.84063197336107, 3.3152369900104013, 215.49040435067607, 41.99300187346508, 333.73385699438035, 11.050789966701338, 251.95801124079048, 111.6129786636835, 120.45361063704456, 176.8126394672214, 15.471105953381873, 102.77234669032244, 422.1401767279911, 154.7110595338187, 1.1050789966701338, 111.6129786636835, 32.047290903433876, 1.1050789966701338, 19.891421940062408, 71.83013478355869, 13.260947960041605, 1707.3470498553565, 744.8232437556701, 522.7023654249733, 407.7741497712793, 300.5814870942763, 391.19796482122734, 383.4624118445364, 274.05959117419314, 271.84943318085294, 248.64277425078006, 203.3345353873046, 198.91421940062406, 197.80914040395393, 181.23295545390192, 181.23295545390192, 176.8126394672214, 169.07708649053046, 159.13137552049926, 236.4869052874086, 152.50090154047845, 230.96151030405795, 222.12087833069688, 218.8056413406865, 276.2697491675334, 272.954512177523, 3244.5119342235125, 781.2908506457844, 762.5045077023923, 994.5710970031203, 3528.517236367737, 1109.4993126568143, 2382.5503168208083, 1621.1508881150862, 2213.4732303302776, 1056.4555208166478, 1173.5938944636819, 661.9423190054101, 608.8985271652438, 685.1489779354829, 3185.9427473999954, 837.6498794759614, 17037.00289166345, 2935.0898151558754, 2454.380451604367, 2085.2840667165424, 4318.648718986882, 2213.4732303302776, 1975.881246046199, 3530.727394361077, 973.5745960663878, 8156.588074422257, 1455.389038614566, 4867.872980331939, 4023.592626875957, 2361.5538158840754, 2390.285869797499, 5036.95006682247, 2010.1386949429732, 2135.0126215666983, 2793.639703582098, 4454.573435577309, 2813.5311255221604, 2320.665893007281, 1685.2454699219538, 2078.6535927365217, 2004.6132999596227, 1762.600999688863, 3631.0827957364118, 1011.1169015819854, 3.3517687345259186, 131.8362368913528, 327.35607973869804, 1.117256244841973, 225.68576145807853, 61.449093466308504, 177.64374292987367, 62.56634971115048, 49.1592747730468, 5.5862812242098645, 24.5796373865234, 64.80086220083442, 17.876099917471567, 191.05081786797737, 431.2609105090015, 664.7674656809738, 459.1923166300508, 21.227868651997483, 7.82079371389381, 146.36056807429844, 22.345124896839458, 8376.070067580271, 1380.9287186246786, 2.234512489683946, 102.7875745254615, 15.64158742778762, 11.172562448419729, 473.7166478129964, 2132.842171403326, 2196.5257773593185, 1322.8313938928957, 784.313883879065, 726.2165591472824, 574.269709848774, 560.8626349106703, 550.8073287070926, 442.4334729574212, 538.5175100138309, 423.4401167951077, 410.03304185700404, 391.0396856946905, 367.577304553009, 346.3494359010116, 331.8251047180659, 312.83174855575237, 312.83174855575237, 308.3627235763845, 303.8936985970166, 301.6591861073327, 814.4798024897982, 1005.5306203577755, 756.3824777580156, 406.6812731224781, 3278.029822366348, 1473.6609869465622, 1135.1323447594443, 596.6148347456135, 3074.689185805109, 964.1921392986225, 6225.351796259472, 835.7076711417956, 1186.5261320221753, 1923.9152536178772, 938.4952456672572, 2873.583061733554, 5007.542489381723, 1906.0391537004057, 2366.3487265752988, 6652.143681789106, 1318.362368913528, 1887.045797538092, 1603.262711348231, 1868.0524413757787, 1654.6564986109615, 2817.7202494914554, 1096.0283761899752, 1336.2384688309994, 1308.3070627099503, 1329.5349313619477, 1405.5083560112018, 1299.3690127512143, 1172.0018008392294, 1244.6234567539577, 4499.820897530032, 48.38517094118314, 1187.0495270903598, 208.5938480575451, 6925.5308007146805, 10474.851895755692, 1206.403595466833, 1095.6553153125692, 66.66401329674122, 3557.9229032083335, 790.291125372658, 41.93381481569206, 15.053164292812534, 734.3793722850685, 516.1084900392868, 355.8998129229249, 178.48751947192002, 605.3522497752468, 173.11138936734412, 21.504520418303617, 225.797464392188, 4854.645484432042, 1063.3985346851139, 447.2940247007153, 7.526582146406267, 5.376130104575904, 36.55768471111615, 377.4043333412285, 1619.2903874982624, 10.752260209151808, 6424.475474968207, 2862.251667676212, 2411.7319649127508, 2181.6335964369023, 1983.7920085885087, 1577.3565726825705, 1184.8990750485293, 798.8929335399794, 603.2017977334165, 577.3963732314521, 555.8918528131485, 475.24990124450994, 412.88679203142954, 384.93091548763476, 405.36020988502327, 2177.3326923532413, 1190.2752051531054, 2016.0487892159645, 2584.843354280095, 6438.453413240103, 1022.5399458903371, 1113.9341576681275, 7747.003480693878, 1263.3905745753375, 3688.025251739071, 1791.3265508446914, 2820.31785286052, 2094.5402887427726, 3363.306993422686, 5438.4932137889855, 1762.2954482799817, 1921.4288993754283, 2783.7601681494034, 2839.671921236993, 1537.5732099087088, 2218.1912811480183, 1520.369593574066, 1592.409736975383, 1570.9052165570795, 142.14098581195609, 2728.6592394452673, 15248.258194504644, 53.722577314755064, 5062.23369155494, 988.2715785193483, 31.338170100273782, 979.3178156335558, 59.318679118375385, 59.318679118375385, 5.596101803620319, 3.3576610821721915, 67.15322164344383, 2907.7344971611174, 13.430644328688766, 6.715322164344383, 42.53037370751443, 446.5689239289014, 7.8345425250684455, 11.192203607240637, 5.596101803620319, 2.2384407214481277, 329.05078605287474, 1.1192203607240638, 15.669085050136891, 59.318679118375385, 771.1428285388799, 73.86854380778821, 14.54986468941283, 26.861288657377532, 270.8513272952234, 259.6591236879828, 251.82458116291434, 231.6786146698812, 203.69810565177963, 186.90980024091866, 166.76383374788549, 119.75657859747483, 118.63735823675077, 92.8952899400973, 86.17996777575291, 157.81007086209297, 79.46464561140853, 155.57163014064486, 69.39166236489196, 61.5571198398235, 61.5571198398235, 175.717596633678, 124.23346004037107, 8511.670843306505, 5243.547389992239, 2389.5354701458764, 16364.120894146537, 1343.0644328688766, 834.9383891001515, 1134.8894457742006, 2139.9493297044096, 1627.3464044927887, 1604.9619972783073, 524.9143491795859, 487.98007727569177, 2288.8056376807103, 549.5371971155153, 4302.283066623301, 3341.9919971220543, 2878.634767782292, 2291.0440784021584, 1035.278833669759, 703.989606895436, 1852.3096969983253, 1726.9570165972302, 2956.980193032977, 1415.8137563159405, 3146.1284339953436, 1482.9669779593844, 5226.7590845813775, 1885.8863078200473, 5724.812145103587, 4098.5849609715215, 1618.3926416069962, 1895.959291066564, 2221.6524160372664, 2041.4579379606923, 1974.3047163172484, 2049.2924804857607, 1742.6261016473672, 494.073313100101, 145.31568032355912, 39.123452394804374, 78.24690478960875, 72.65784016177956, 156.4938095792175, 2151.789881714241, 3514.403837978999, 178.8500680905343, 955.7300513587927, 54.77283335272613, 5.589064627829197, 309.6341803817375, 16.76719388348759, 27.945323139145984, 357.7001361810686, 122.95942181224234, 3.3534387766975184, 4843.483406476782, 236.97634021995796, 1.1178129255658396, 97.24972452422803, 1.1178129255658396, 2.235625851131679, 95.01409867309634, 148.66911910025667, 13.413755106790074, 2.235625851131679, 46.94814287376525, 163.20068713261256, 1459.8636807889864, 1196.0598303554482, 1191.5885786531849, 867.4228302390914, 831.6528166209846, 718.7537111388348, 707.5755818831764, 346.5220069254102, 462.7745511842575, 382.2920205435171, 263.8038504335381, 334.226064744186, 212.3844558575095, 200.08851367628526, 172.14319053713928, 254.86134702901137, 1472.1596229702104, 193.3816361228902, 252.62572117787968, 5419.15706314319, 4042.011538846075, 902.0750309316323, 2376.4702797529744, 1313.4301875398614, 4904.963117382903, 1947.2301163356924, 781.3512349705218, 1246.361412005911, 748.9346601291123, 3095.223990891809, 1689.0153305299832, 1017.2097622649138, 3362.381280102045, 1701.3112727112077, 3246.128735843198, 1330.1973814233488, 4493.607960774674, 2180.853017778953, 1677.8372012743248, 1312.3123746142955, 9238.723829801662, 3837.4517734675264, 5786.917515654351, 4496.961399551372, 4321.464770237535, 1729.2565958503535, 7194.243988941743, 2759.8801132220574, 1776.204738724119, 1854.4516435137277, 1621.946554996033, 1452.0389903100254, 1535.8749597274632, 1465.4527454168156, 2593.5608132729285, 60.786581561084255, 3888.08986503676, 138.45832466691414, 751.9525274593385, 79.92309797846264, 97.93393695952463, 981.5907244678791, 3.377032308949125, 414.249296564426, 1.125677436316375, 209.3760031548458, 325.3207790954324, 9.005419490531, 38.273032834756755, 9.005419490531, 13.5081292357965, 72.043355924248, 38.273032834756755, 4.5027097452655, 6.75406461789825, 18.010838981062, 310.6869724233195, 2243.4751305785353, 242.02064880802067, 762.0836243861859, 85.5514851600445, 39.39871027107313, 76.54606566951351, 557.2103309766056, 9847.426212895649, 9183.27652546899, 1144.8139527337535, 536.9481371229109, 495.298071979205, 1967.6841586810237, 494.17239454288864, 334.32619858596337, 571.8441376487185, 253.27742317118438, 234.14090675380604, 315.189682168585, 216.130067772744, 208.25032571852938, 205.99897084589662, 180.10838981062003, 164.34890570219076, 377.10194116598564, 334.32619858596337, 294.9274883148903, 1420.6049246312655, 1846.1109955588552, 679.9091715350905, 1120.0490491347932, 1100.912532717415, 452.5223293991828, 771.089043876717, 2322.272551120682, 855.514851600445, 2829.953074899367, 1971.0611909899728, 6792.337650733008, 1482.517183628666, 717.0565269335309, 2793.931396937243, 1279.8952450917186, 1158.32208196955, 2011.5855786973623, 2611.57165225399, 1484.7685385012987, 2071.24648282213, 2330.1522931748964, 2489.9984891318218, 1722.2864775640537, 2493.3755214407706, 1192.092405059041, 1202.2235019858886, 1527.5442810813208, 1794.3298334883018, 1448.7468605391748, 1480.2658287560332, 1499.4023451734117, 1311.414213308577, 1423.9819569402146, 1340.6818266528028, 1312.5398907448932, 789.2549533763151, 48.56953559238862, 12.142383898097155, 1435.0090061387548, 536.4725976795652, 143.50090061387547, 51.88109483732421, 12.142383898097155, 68.43889106200214, 12.142383898097155, 12.142383898097155, 273.75556424800857, 12.142383898097155, 12.142383898097155, 55.1926540822598, 24.28476779619431, 51.88109483732421, 12.142383898097155, 263.8208865132018, 48.56953559238862, 45.25797634745303, 45.25797634745303, 12.142383898097155, 12.142383898097155, 48.56953559238862, 12.142383898097155, 24.28476779619431, 12.142383898097155, 12.142383898097155, 24.28476779619431, 9717.21867772266, 2921.899107114834, 2619.4433627440503, 2346.791651577687, 1437.2167123020452, 1320.2082856476543, 1146.9033518293586, 1015.5448351135802, 766.074038661766, 719.7122092326678, 779.3202756415084, 705.3621191712803, 525.4340668631133, 450.37205731124, 450.37205731124, 429.39884875998126, 383.037019330883, 353.2329861264627, 341.0906022283656, 298.0403320442029, 291.41721355433174, 256.09391494168545, 205.31667318600645, 203.10896702271606, 813.5397211725094, 3831.474046390475, 2344.583945414396, 757.2432140086044, 432.7104080049168, 981.3253895825793, 1027.6872190116776, 1139.1763802578423, 1781.6188737753464, 5071.101057078031, 1312.4813140761382, 655.6887304972464, 8604.534771424302, 4109.645022965065, 2176.7982770043263, 2403.088158741592, 1999.0779308594501, 14095.099999527507, 3189.0315528729716, 2546.5890593554673, 2612.8202442541788, 2199.9791917188754, 2990.337998176836, 2024.4665517372894, 3338.051718895073, 2233.0947841682314, 2003.4933431860309, 1666.818153284246, 1718.6992481215702, 1766.1649306323136, 1929.5351867158026, 1616.040911528567, 1463.70918626153, 5.417440355501996, 26.00371370640958, 2.1669761422007987, 2.1669761422007987, 1.0834880711003994, 672.846092153348, 74.76067690592755, 211.28017386457788, 50.923939341718764, 166.85716294946147, 422.56034772915575, 34.67161827521278, 529.8256667680952, 3.2504642133011976, 2941.670113037584, 1.0834880711003994, 4.333952284401597, 6741.462778386684, 5.417440355501996, 317.462004832417, 120.26717589214432, 1.0834880711003994, 2.1669761422007987, 3.2504642133011976, 1.0834880711003994, 53.09091548391957, 42.25603477291557, 2.1669761422007987, 26.00371370640958, 1.0834880711003994, 2756.3936528794156, 5291.75573925435, 28918.296617669657, 3146.4493584755596, 464.8163825020713, 16088.71436776983, 368.3859441741358, 273.0389939173006, 261.12062513519624, 211.28017386457788, 208.02970965127665, 196.11134086917227, 175.52506751826468, 138.68647310085112, 137.6029850297507, 136.5194969586503, 132.18554467424872, 128.93508046094752, 266.5380654906982, 120.26717589214432, 108.34880711003993, 1812.675542950968, 166.85716294946147, 2885.328733340363, 3675.191537172554, 325.04642133011976, 1079.1541188159977, 1434.5382061369287, 1101.907368309106, 3337.1432589892297, 588.3340226075168, 1941.6106234119154, 3544.089480569406, 353.2171111787302, 819.1169817519018, 2667.5476310491827, 4053.3288739865934, 1159.3322360774273, 414.9759312314529, 627.3395931671312, 753.0242094147775, 868.9574330225203, 2795.3992234390303, 3538.672040213904, 2259.0726282443325, 4744.594263348648, 2600.371370640958, 1853.8480896527833, 1253.595698263162, 2025.0392048866465, 1950.2785279807185, 2999.094980805905, 2923.250815828877, 2396.6756132740834, 2143.13940463659, 1574.3081673088802, 1327.2728870979893, 1722.746033049635, 4.437753115670727, 278.4690080083381, 1.1094382789176818, 28.845395251859728, 1.1094382789176818, 11.094382789176818, 1288.0578418234286, 4.437753115670727, 3928.5209456475113, 22.188765578353635, 11.094382789176818, 294.0011439131857, 4.437753115670727, 2.2188765578353635, 1.1094382789176818, 1.1094382789176818, 1.1094382789176818, 18.86045074160059, 7.766067952423772, 1.1094382789176818, 100.95888338150904, 1.1094382789176818, 7.766067952423772, 9.984944510259137, 2.2188765578353635, 9.984944510259137, 7.766067952423772, 1.1094382789176818, 2.2188765578353635, 84.31730919774381, 18475.475658816154, 15050.639691797272, 730.0103875278347, 370.55238515850573, 311.7521563758686, 295.1105821921034, 286.2350759607619, 280.68788456617347, 257.3896807089022, 197.48001364734736, 158.6496738852285, 155.32135904847544, 97.630568544756, 86.53618575557918, 82.09843263990845, 153.10248249064009, 67.6757350139786, 66.56629673506092, 62.12854361939018, 59.90966706155482, 58.800228782637134, 58.800228782637134, 57.690790503719455, 55.47191394588409, 4783.897858693044, 1669.704609771111, 5511.689369663043, 55547.355748850496, 3520.2476590058045, 167.52518011656997, 282.9067611240089, 10204.613289484838, 1759.5691103634435, 492.5905958394507, 1610.904380988474, 559.1568925745116, 2880.101772070302, 2965.5285195469637, 3433.7114732502255, 2592.7572578306226, 8235.360344405952, 1030.6681611145264, 4172.597367009401, 1600.9194364782147, 3216.2615705823596, 1779.5389993839617, 1816.150462588245, 1869.403499976294, 2526.1909610955613, 1017.3549017675142, 992.9472596313252, 1403.4394228308674, 1705.206634696477, 2075.7590198549824, 1600.9194364782147, 1360.171329953078, 1254.7746934558982, 1273.6351441974987, 663.6350610635749, 48.02622152433766, 8.7320402771523, 1873.0226394491685, 361.28816646717644, 5.457525173220188, 396.2163275757856, 92.7779279447432, 8909.955597799279, 82.95438263294686, 1849.0095286869996, 994.3610865607181, 822.9947961216043, 1572.858754922058, 73.13083732115052, 776.0600796319108, 14.18956545037249, 3560.4894230088507, 8.7320402771523, 66.58180711328629, 3054.0310869340174, 457.3406095158518, 106.9674933951157, 391.8503074372095, 16.37257551966056, 1852.2840437909317, 3163.181590398421, 467.1641548276481, 37.111171177897276, 7.640535242508263, 9049.668242233716, 2142.624383006246, 2210.2976951541764, 835.0013515026887, 501.00081090161325, 439.8765289615472, 433.32749875368296, 432.2359937190389, 526.1054266984261, 419.13793330331043, 402.76535778364985, 396.2163275757856, 368.92870170968473, 1460.4337363537225, 1071.8579440204448, 3370.567546980788, 12961.622286397947, 3814.8100960809115, 939.7858348285164, 1666.7281879014454, 2264.872946886378, 653.8115157517785, 796.7986752901475, 1772.604176261917, 780.4260997704869, 1736.584510118664, 1971.2580925671318, 1023.8317224961072, 3374.933567119364, 1160.269851826612, 2638.167668734639, 1380.7538688247075, 2917.592957603513, 1890.486720003473, 1591.4143405110067, 1942.8789616663869, 2300.8926130296313, 1909.0423055924218, 1796.617287024086, 1773.6956812965611, 1965.8005673939117, 1774.7871863312052, 2644.001704974725, 117.01113928398782, 2199.5843971172712, 1055.3504677728902, 114.76092506698805, 196.8937439874795, 2307.5946795332598, 245.27334965297445, 60.755783858993674, 5498.398439238928, 20.251927952997892, 4123.517552652071, 16.876606627498244, 11.251071084998829, 784.1996546244184, 33.75321325499649, 855.081402459911, 1326.501280921362, 198.0188510959794, 1757.4173034768169, 36.003427471996254, 1.125107108499883, 199.14395820447925, 842.7052242664122, 709.9425854634261, 11.251071084998829, 3.3753213254996486, 2.250214216999766, 1.125107108499883, 9.000856867999063, 2993.9100157181883, 2926.403589208195, 1864.302478784306, 1289.372746340866, 1166.7360715143784, 1057.6006819898898, 560.3033400329417, 436.5415580979546, 396.0377021919588, 396.0377021919588, 374.660667130461, 374.660667130461, 357.78406050296275, 355.53384628596297, 424.16537990445585, 317.280204596967, 311.65466905446755, 283.5269913419705, 4705.197927746511, 1450.263062856349, 2534.866315450236, 1397.3830287568546, 1806.922016250812, 721.1936565484249, 2407.7292121897494, 3463.0796799626396, 1803.5466949253123, 786.449868841418, 1019.3470403008939, 2524.740351473737, 1457.0137055073485, 1718.0385546793214, 1578.5252732253357, 2137.7035061497777, 3239.183365371163, 2797.016271730709, 2727.259631003716, 3035.538978732684, 1887.9297280628034, 2362.724927849754, 2180.4575762727727, 1706.7874835943223, 1779.9194456468147, 1494.1422400878446, 6622.591979894301, 64.54988762892873, 1417.8326194985748, 13840.854852645034, 4.529816675714296, 4.529816675714296, 12566.843912600387, 1182.2821523614314, 3504.945652833937, 12.456995858214315, 954.658864406788, 9.059633351428593, 8993.951009630735, 3771.072382532152, 7.927179182500018, 13.589450027142888, 968.2483144339308, 1531.078036391432, 413.34577165892955, 1041.8578354142883, 11.324541689285741, 280.84863389428637, 642.1015137825016, 1.132454168928574, 21.516629209642907, 19.25172087178576, 1802.86703693429, 924.0826018457165, 112.11296272392883, 773.4661973782161, 780.2609223917875, 770.0688348714303, 716.8434889317874, 425.8027675171439, 413.34577165892955, 379.3721465910723, 348.7958840300008, 315.95471313107214, 3216.1698397571504, 225.35837961678624, 220.82856294107197, 211.76892958964334, 1425.759798681075, 372.5774215775009, 2814.1486097875068, 2058.8016791121477, 3980.576403783938, 3017.99036019465, 582.0814428292871, 805.1749141082162, 1884.4037370971473, 1834.57575366429, 921.8176935078593, 2495.9289883185775, 4154.974345798939, 6910.235338802159, 3711.0523115789374, 1835.7082078332185, 2065.5964041257193, 1664.707628325004, 3116.5138728914358, 2164.1199168225053, 1280.8056650582173, 1458.6009695800035, 1478.9851446207178, 1527.6806738846465, 1670.3698991696467, 2061.7903295160363, 1130.476695492053, 227.4532690629656, 24.89538268350867, 489.9863955436025, 22.632166075916977, 1046.73768101116, 2480.4854019205004, 228.58487736676148, 542.0403775182116, 1657.8061650609186, 1047.869289314956, 117.68726359476827, 1456.3798869852576, 160.68837913901055, 7.921258126570942, 14.710907949346034, 226.32166075916976, 15.842516253141884, 3440.0892435393807, 14.710907949346034, 6.789649822775093, 176.53089539215242, 3.3948249113875466, 375.6939568602218, 10.18447473416264, 1069.369847087077, 112.02922207578904, 2374.114221363691, 116.55565529097242, 2394.483170832016, 1055.790547441527, 925.6555925050044, 745.7298722014643, 738.9402223786893, 463.95940455629807, 420.9582890120558, 402.8525561513222, 400.5893395437305, 399.4577312399346, 348.53535756912146, 337.2192745311629, 312.3238918476543, 269.322776303412, 250.0854351388826, 233.11131058194485, 701.5971483534263, 315.7187167590418, 768.3620382773813, 574.8570183282912, 10921.151739933737, 3862.179140855232, 1838.8634936682543, 1537.8556848585586, 2372.982613059895, 1020.7106900238557, 1250.427175694413, 779.6781213153398, 2217.9522754398636, 1850.1795767062129, 1527.6712101243959, 4159.7921247535405, 1273.0593417703299, 2705.6754543758743, 3793.1510343236855, 1632.9107823774098, 2358.2717051105487, 2062.9219378198322, 1503.907435744683, 2091.2121454147286, 1925.9973330605349, 1552.5665928079047, 1727.9658798962612, 1334.1661901753057, 1905.6283835922093, 1494.8545693143164, 1390.746605365098, 1406.58912161824, 1398.667863491669], "Total": [68368.0, 29978.0, 19816.0, 43862.0, 18475.0, 39980.0, 16717.0, 22968.0, 15248.0, 15269.0, 25842.0, 13840.0, 19793.0, 35556.0, 12566.0, 19282.0, 11439.0, 11299.0, 12868.0, 10474.0, 20229.0, 13410.0, 16368.0, 17223.0, 9848.0, 9719.0, 28378.0, 9050.0, 9184.0, 8993.0, 291.0155611817944, 157.02278481032073, 39.77910548528126, 36.63864978907484, 1450.8905316473636, 1493.8100928288513, 3076.5997637168844, 21.983189873444903, 12.56182278482566, 66.99638818573685, 12.56182278482566, 368.48013502155266, 170.63142616054856, 38.732286919879115, 124.57140928285446, 81.65184810136678, 251.2364556965132, 17.79591561183635, 45.01319831229195, 417.6806075954532, 15.702278481032074, 135.03959493687583, 93.16685232079031, 351.73103797511845, 42.91956118148767, 475.2556286925708, 64.90275105493258, 677.2916118151834, 19.88955274264063, 11.51500421942352, 927.5522433064583, 678.3384303805857, 269.0323713083495, 242.8619071732961, 188.4273417723849, 172.72506329135282, 165.39733333353786, 149.6950548525058, 236.64335282911716, 236.6514334603231, 138.18005063308226, 127.71186497906086, 114.10322362883306, 110.96276793262665, 105.72867510561596, 99.44776371320313, 616.6435393771702, 3477.4540453543423, 2880.522001134911, 1613.066167695146, 4580.1105458247275, 2502.613056814694, 8660.115533739965, 1324.8355085041285, 1194.3484096547054, 2862.574388401329, 4416.24728918596, 4833.177188210607, 596.0669110215159, 6478.8085995847705, 1931.9027846293548, 5985.985948923946, 3599.7662999818767, 3486.629774574556, 19793.48865575704, 1504.7419063095197, 3457.498921550259, 2352.851668801094, 1923.4708627933667, 3896.846846855749, 5508.236207624005, 4231.827926186495, 4035.0657954303715, 6157.977932804906, 3725.90649525121, 3572.0668736175467, 10281.5258460579, 39980.676462504336, 8089.10450615317, 7543.987562584696, 6616.540600280065, 6903.772998930425, 6264.658098489756, 9945.383964964505, 5975.886557147127, 25842.208056498614, 17635.447706005754, 15641.824455072765, 16368.781559051617, 10799.64988169641, 362.17881646152335, 1379.3157321528674, 652.7893638019074, 781.8291217627495, 108.43677139566569, 22.77172199308979, 112.77424225149231, 21.687354279133135, 10.843677139566568, 361.0944487475667, 490.1342067084089, 15.181147995393195, 127.9553902468855, 473.868690999059, 91.08688797235916, 27.109192848916422, 248.3202064960744, 81.32757854674927, 5.421838569783284, 27.109192848916422, 823.0350948931025, 40.1216054163963, 21.687354279133135, 48.79654712804956, 137.7146996724954, 124.70228710501554, 21.687354279133135, 446.7594981501426, 45.54344398617958, 5.421838569783284, 3233.6202096221878, 2467.80869327262, 532.4245475527185, 458.68754300366584, 430.49398244079276, 389.2880093104398, 380.6130675987866, 276.5137670589475, 271.0919284891642, 228.8015876448546, 189.76434994241495, 177.83630508889172, 174.58320194702176, 169.16136337723847, 158.31768623767192, 158.31768623767192, 155.06458309580194, 152.8958476678886, 148.558376812062, 146.3896413841487, 287.3523027948883, 201.71188016362672, 499.0201346640694, 200.63309764694256, 624.4891809941153, 264.63029008897115, 4382.214737733269, 6766.723827804094, 818.2627525058709, 6070.842554088677, 1403.9366852841124, 10079.892839796206, 2660.166437791378, 2168.25027613732, 8689.585571547139, 3299.8451388377744, 5128.2264966789335, 1116.4643788744768, 5023.895150377119, 4136.773511088079, 4956.108808853905, 12586.783546549452, 3318.2040188730944, 9223.870102187522, 20229.50999982503, 2176.636600212571, 10457.225338847229, 2927.6984397393235, 4717.645015512765, 5667.665674317169, 3270.5014655303257, 19242.893265280927, 9302.925957476698, 5157.755626055327, 6248.5172073315225, 16201.965030040006, 18803.308678833513, 68368.52340031027, 43862.796331122074, 39980.676462504336, 2546.4020027834467, 10.82653912748064, 28.149001731449665, 4.3306156509922555, 5315.830711592995, 349.69721381762474, 41.14084868442643, 4.3306156509922555, 771.9322397893696, 83.36435128160093, 108.2653912748064, 28.149001731449665, 17.322462603969022, 5.41326956374032, 24.901039993205472, 18.405116516717086, 41.14084868442643, 702.6423893734935, 287.98594079098507, 97.43885214732578, 3.247961738244192, 25.983693905953537, 3.247961738244192, 22.735732167709344, 1.0826539127480639, 7.5785773892364485, 1.0826539127480639, 43.30615650992256, 1.0826539127480639, 1.0826539127480639, 19816.897218940565, 573.8417327692918, 1315.9763955336716, 361.60640685785336, 313.96963469693856, 185.13381907991896, 178.6378956034306, 163.48074082495768, 156.98481734846928, 301.02263791180593, 134.24908518075995, 1740.5739397722282, 107.18273736205833, 100.68681388556996, 181.92831053742657, 93.10823649633352, 92.02558258358545, 86.61231301984512, 85.52965910709706, 81.19904345610482, 142.93274156666652, 1409.0994432870552, 133.21538565905965, 1159.8789187955306, 158.12103999355656, 5415.030878918848, 4452.570446256411, 1564.1134807091012, 1016.0293793562013, 4268.926637635543, 755.7644632431771, 2022.8651006446814, 871.7459504684024, 1950.3795775756882, 3391.496458039436, 6628.419398762981, 4267.720783206389, 6570.295550215183, 25842.208056498614, 2560.231786592183, 7088.08189274957, 5164.588734784632, 19793.48865575704, 15641.824455072765, 9198.82186557776, 5639.57266066494, 5387.1846795564015, 16545.164121201826, 28378.437951028875, 14032.712772835224, 10800.240225796026, 4035.0657954303715, 17635.447706005754, 4505.762572824556, 22968.33353921196, 9945.383964964505, 5239.517998651082, 10281.5258460579, 252.8920399090143, 2119.634597658449, 38.82114647726097, 53.24042945452933, 5.545878068180139, 2.218351227272055, 1939.9481482494123, 4093.967189930578, 197.43325922721291, 6.655053681816166, 1.1091756136360276, 986.0571205224286, 4.43670245454411, 1.1091756136360276, 250.67368868174225, 24.401863499992608, 12.200931749996304, 5.545878068180139, 4.43670245454411, 2634.2920823855657, 158.61211274995196, 51.022078227257275, 3021.3943715445394, 1.1091756136360276, 8.87340490908822, 1433.0548928177477, 6.655053681816166, 574.5529678634624, 95.38910277269838, 997.1488766587888, 1123.594896613296, 1278.799917419676, 1075.9006078922284, 908.4148275679066, 648.8677339770761, 569.0070897952822, 549.0419287498337, 488.0372699998522, 422.5959087953265, 516.8858807014769, 394.86651845442583, 385.9931135453376, 379.3380598635215, 343.84444022716855, 331.64350847717225, 416.9876736789125, 319.44257672717595, 306.13246936354363, 283.94895709082306, 261.7654448181025, 667.7802838273303, 3299.88786370523, 2730.844919370862, 3436.0152387243234, 10732.331979529183, 2333.080870396031, 8174.253226798855, 3188.994060566672, 4275.927038790579, 6403.59291619394, 3734.641990717827, 1738.6300717282331, 7543.987562584696, 4969.467260522772, 6356.482712625339, 2676.896721949565, 2143.099722668515, 10742.099819580533, 2289.6628110407287, 4758.292301067891, 39980.676462504336, 12167.592689376359, 3724.961724331289, 5239.517998651082, 4428.11443932447, 8131.488960168595, 5508.236207624005, 35556.61385864388, 13998.528205789626, 198.36753108747632, 47.69492550737136, 5475.16065313029, 2197.218500078221, 1.0839755797129855, 16.25963369569478, 1313.7784026121383, 176.68801949321661, 763.1188081179417, 1.0839755797129855, 2763.0537526883995, 352.2920634067202, 59.6186568842142, 243.8945054354217, 57.45070572478823, 2171.20308616511, 2753.297972470983, 2058.4696258749595, 89.96997311617778, 126.8251428264193, 5.419877898564927, 66.12251036249212, 200.53548224690232, 2.167951159425971, 27.099389492824635, 189.69572644977242, 48.77890108708434, 148.504654420679, 147.42067884096602, 14.09168253626881, 11439.194292711134, 11299.381320430093, 3445.9916485727094, 2737.038338775288, 1837.3386076135102, 1540.3292987721522, 1401.58042456889, 1143.5942365971996, 1030.860776307049, 997.2575333359466, 939.8068276111583, 888.859975364648, 847.6689033355547, 783.7143441324885, 707.8360535525795, 527.8961073202239, 524.6441805810849, 494.2928643491213, 446.59793884174996, 417.33059818949937, 408.6587935517955, 1423.0849449871937, 1769.3884091734917, 1795.3964443747234, 762.6988292956471, 2872.7126103821734, 1339.7011898888588, 2230.943253766673, 3103.635901639464, 13410.775884694227, 3907.1021686472163, 4994.2174804296865, 3210.572447691275, 3173.967449046193, 39980.676462504336, 3171.083203953602, 16545.164121201826, 3936.715870770226, 43862.796331122074, 17635.447706005754, 8888.060958403676, 15926.710120263862, 9895.507131988206, 15223.597345609582, 57.464107826846956, 14.366026956711739, 1.1050789966701338, 60.77934481685735, 76.25045077023923, 2047.711380829758, 1.1050789966701338, 8.84063197336107, 51.93871284349628, 8.84063197336107, 3.3152369900104013, 215.49040435067607, 41.99300187346508, 333.73385699438035, 11.050789966701338, 251.95801124079048, 111.6129786636835, 120.45361063704456, 176.8126394672214, 15.471105953381873, 102.77234669032244, 422.1401767279911, 154.7110595338187, 1.1050789966701338, 111.6129786636835, 32.047290903433876, 1.1050789966701338, 19.891421940062408, 71.83013478355869, 13.260947960041605, 1720.7776941840452, 747.0799591679657, 522.7023654249733, 407.7741497712793, 300.5814870942763, 392.28194040094036, 384.5718501234541, 274.05959117419314, 271.84943318085294, 248.64277425078006, 203.3345353873046, 198.91421940062406, 197.80914040395393, 181.23295545390192, 181.23295545390192, 176.8126394672214, 169.07708649053046, 159.13137552049926, 237.53372385281074, 152.50090154047845, 232.0458780180146, 223.22473141234207, 219.92345426625232, 278.4618413591992, 276.34933708891054, 3622.808416148246, 857.1086070001063, 851.9378613425079, 1166.9855635222286, 4703.098025305518, 1326.2559499181357, 3131.7999478562, 2052.200926597662, 3017.073449330155, 1315.7536908959823, 1488.457311376478, 780.1383998266857, 723.6992476563441, 838.0098429807632, 5248.096955327284, 1069.7045702626858, 43862.796331122074, 5306.946909704236, 4247.214905315153, 3975.9398799457767, 10678.222519706263, 4473.9498127677725, 3935.9710647138277, 9216.29626023047, 1462.864142725396, 35556.61385864388, 2682.9248020873365, 18772.590152412817, 13998.528205789626, 6264.658098489756, 7022.355731973828, 28378.437951028875, 5593.97971712575, 6904.554974366817, 13587.059647773985, 39980.676462504336, 15223.597345609582, 12586.783546549452, 6729.312680339077, 19282.246896514902, 25842.208056498614, 18803.308678833513, 3631.0827957364118, 1011.1169015819854, 3.3517687345259186, 131.8362368913528, 327.35607973869804, 1.117256244841973, 225.68576145807853, 61.449093466308504, 177.64374292987367, 62.56634971115048, 49.1592747730468, 5.5862812242098645, 24.5796373865234, 64.80086220083442, 17.876099917471567, 191.05081786797737, 431.2609105090015, 664.7674656809738, 459.1923166300508, 21.227868651997483, 7.82079371389381, 146.36056807429844, 22.345124896839458, 8376.070067580271, 1380.9287186246786, 2.234512489683946, 102.7875745254615, 15.64158742778762, 11.172562448419729, 473.7166478129964, 2133.8889899687283, 2204.052359505725, 1323.9228989275398, 784.313883879065, 726.2165591472824, 574.269709848774, 560.8626349106703, 550.8073287070926, 442.4334729574212, 539.6009980849313, 423.4401167951077, 410.03304185700404, 391.0396856946905, 367.577304553009, 346.3494359010116, 331.8251047180659, 312.83174855575237, 312.83174855575237, 308.3627235763845, 303.8936985970166, 301.6591861073327, 857.8193253338142, 1125.9147553790215, 853.1416890890056, 423.55787974997634, 5050.759875774802, 1952.9566151675124, 1441.800851662864, 669.0568419608824, 4994.437014408249, 1255.65043042463, 14032.712772835224, 1050.6031288652732, 1725.5854802492847, 3568.3349795349286, 1313.4251554059929, 6904.554974366817, 17223.1783782503, 4134.060045743341, 6255.364829601256, 43862.796331122074, 2559.587687900517, 4969.467260522772, 3997.8240869239035, 5565.967488086293, 4758.292301067891, 16201.965030040006, 2018.6162051598792, 3850.965204934036, 4428.11443932447, 5424.431408462125, 7599.35701545311, 5397.402424203028, 3299.355660214052, 5868.672047293153, 4499.820897530032, 48.38517094118314, 1187.0495270903598, 208.5938480575451, 6925.5308007146805, 10474.851895755692, 1206.403595466833, 1095.6553153125692, 66.66401329674122, 3557.9229032083335, 790.291125372658, 41.93381481569206, 15.053164292812534, 734.3793722850685, 516.1084900392868, 355.8998129229249, 178.48751947192002, 605.3522497752468, 173.11138936734412, 21.504520418303617, 225.797464392188, 4854.645484432042, 1063.3985346851139, 447.2940247007153, 7.526582146406267, 5.376130104575904, 36.55768471111615, 377.4043333412285, 1619.2903874982624, 10.752260209151808, 6424.475474968207, 2862.251667676212, 2411.7319649127508, 2181.6335964369023, 1983.7920085885087, 1577.3565726825705, 1184.8990750485293, 798.8929335399794, 603.2017977334165, 577.3963732314521, 555.8918528131485, 475.24990124450994, 412.88679203142954, 384.93091548763476, 406.44457759897995, 2350.881992861643, 1252.159628966633, 2322.901324211078, 3122.59374043102, 8792.090962597144, 1114.636431933871, 1232.9082064443276, 13410.775884694227, 1484.9660966080771, 6248.5172073315225, 2869.313099181745, 6642.434611477231, 4329.829730422895, 12167.592689376359, 35556.61385864388, 3387.4558374357766, 4588.976530424611, 12912.439286750174, 19242.893265280927, 2827.305764554551, 18772.590152412817, 3769.875588003213, 6888.940402972793, 9726.751900227755, 142.14098581195609, 2728.6592394452673, 15248.258194504644, 53.722577314755064, 5062.23369155494, 988.2715785193483, 31.338170100273782, 979.3178156335558, 59.318679118375385, 59.318679118375385, 5.596101803620319, 3.3576610821721915, 67.15322164344383, 2907.7344971611174, 13.430644328688766, 6.715322164344383, 42.53037370751443, 446.5689239289014, 7.8345425250684455, 11.192203607240637, 5.596101803620319, 2.2384407214481277, 329.05078605287474, 1.1192203607240638, 15.669085050136891, 59.318679118375385, 771.1428285388799, 73.86854380778821, 14.54986468941283, 26.861288657377532, 270.8513272952234, 259.6591236879828, 251.82458116291434, 231.6786146698812, 203.69810565177963, 186.90980024091866, 166.76383374788549, 119.75657859747483, 118.63735823675077, 92.8952899400973, 86.17996777575291, 158.89355893319336, 79.46464561140853, 156.69673724914475, 69.39166236489196, 61.5571198398235, 61.5571198398235, 177.98165910640242, 125.31694811147148, 9733.46937587907, 5990.0617462715245, 2815.324974428288, 22968.33353921196, 1662.364179801403, 1005.8817664337994, 1425.9050069559948, 3001.8162979409185, 2260.6716365610823, 2228.8658622579815, 637.9202782775385, 598.508118208422, 3789.9341167968246, 701.2644635840894, 9216.29626023047, 7568.582102952144, 6236.297410587883, 4838.639721216266, 1863.3126575607603, 1074.8433650686127, 4428.854919954733, 4023.1674022210427, 9302.925957476698, 3071.953304054462, 10800.240225796026, 3410.290310700916, 28378.437951028875, 5139.102108753904, 43862.796331122074, 25842.208056498614, 4062.1472676695676, 6904.554974366817, 12586.783546549452, 10799.64988169641, 13587.059647773985, 20229.50999982503, 17635.447706005754, 494.073313100101, 145.31568032355912, 39.123452394804374, 78.24690478960875, 72.65784016177956, 156.4938095792175, 2151.789881714241, 3514.403837978999, 178.8500680905343, 955.7300513587927, 54.77283335272613, 5.589064627829197, 309.6341803817375, 16.76719388348759, 27.945323139145984, 357.7001361810686, 122.95942181224234, 3.3534387766975184, 4843.483406476782, 236.97634021995796, 1.1178129255658396, 97.24972452422803, 1.1178129255658396, 2.235625851131679, 95.01409867309634, 148.66911910025667, 13.413755106790074, 2.235625851131679, 46.94814287376525, 163.20068713261256, 1460.948048502943, 1196.0598303554482, 1191.5885786531849, 867.4228302390914, 831.6528166209846, 718.7537111388348, 708.6590699542768, 346.5220069254102, 464.93985900975366, 383.41769797983346, 263.8038504335381, 335.32991782583116, 212.3844558575095, 200.08851367628526, 172.14319053713928, 255.96520011065655, 1527.6498772477105, 194.42845468829233, 255.95324801878778, 6104.098526126676, 4546.578087369906, 973.5301891730046, 2764.8399675171677, 1494.068159053612, 6183.424259994279, 2295.603347112211, 886.5908072235358, 1554.5454133129526, 876.8054501932619, 4540.369942173876, 2296.7646609616204, 1271.5133604471923, 5390.704608277504, 2464.54437354535, 5682.535700397308, 1851.126299130493, 9198.82186557776, 3636.2095422645702, 2561.163568275661, 1839.9292432505194, 35556.61385864388, 9895.507131988206, 19242.893265280927, 16201.965030040006, 16545.164121201826, 3275.362361173344, 68368.52340031027, 9726.751900227755, 5868.672047293153, 7599.35701545311, 5251.974780181459, 3079.4843032673725, 5536.677966159569, 9761.139152138256, 2593.5608132729285, 60.786581561084255, 3888.08986503676, 138.45832466691414, 751.9525274593385, 79.92309797846264, 97.93393695952463, 981.5907244678791, 3.377032308949125, 414.249296564426, 1.125677436316375, 209.3760031548458, 325.3207790954324, 9.005419490531, 38.273032834756755, 9.005419490531, 13.5081292357965, 72.043355924248, 38.273032834756755, 4.5027097452655, 6.75406461789825, 18.010838981062, 310.6869724233195, 2243.4751305785353, 242.02064880802067, 762.0836243861859, 85.5514851600445, 39.39871027107313, 76.54606566951351, 557.2103309766056, 9848.501438916564, 9184.395745829714, 1145.8983204477101, 536.9481371229109, 495.298071979205, 1999.1308223857668, 495.29020746845447, 334.32619858596337, 575.0873148290597, 253.27742317118438, 234.14090675380604, 316.3089025293091, 216.130067772744, 208.25032571852938, 205.99897084589662, 180.10838981062003, 164.34890570219076, 380.4967660773732, 337.68585108188086, 298.324850821676, 1547.7420278917523, 2268.4039529003153, 797.5964351298588, 1411.7622355210685, 1427.010163126407, 508.86370909640357, 995.1122422191576, 3905.062222008715, 1142.639190442051, 5320.813170717032, 3478.087117787478, 20229.50999982503, 2639.509971742151, 972.0758395806104, 6888.940402972793, 2259.3601993162943, 1962.3116010648484, 4956.108808853905, 7717.124997825669, 3163.0939294113414, 5827.652423318755, 7202.547212200968, 8488.445933479272, 4717.645015512765, 10732.331979529183, 2433.069614239548, 2629.9789832707115, 5472.271607013633, 9761.139152138256, 6255.776770034663, 7599.35701545311, 11045.335934173141, 5536.677966159569, 18803.308678833513, 10742.099819580533, 7568.582102952144, 789.2549533763151, 48.56953559238862, 12.142383898097155, 1435.0090061387548, 536.4725976795652, 143.50090061387547, 51.88109483732421, 12.142383898097155, 68.43889106200214, 12.142383898097155, 12.142383898097155, 273.75556424800857, 12.142383898097155, 12.142383898097155, 55.1926540822598, 24.28476779619431, 51.88109483732421, 12.142383898097155, 263.8208865132018, 48.56953559238862, 45.25797634745303, 45.25797634745303, 12.142383898097155, 12.142383898097155, 48.56953559238862, 12.142383898097155, 24.28476779619431, 12.142383898097155, 12.142383898097155, 24.28476779619431, 9719.383985548156, 2921.899107114834, 2621.6452370175225, 2346.791651577687, 1437.2167123020452, 1320.2082856476543, 1146.9033518293586, 1015.5448351135802, 766.074038661766, 719.7122092326678, 780.4453827500082, 706.4799320968461, 525.4340668631133, 450.37205731124, 450.37205731124, 429.39884875998126, 383.037019330883, 353.2329861264627, 341.0906022283656, 298.0403320442029, 291.41721355433174, 256.09391494168545, 205.31667318600645, 203.10896702271606, 825.4489142127381, 4155.353325572195, 2519.18232168735, 793.8008987197205, 442.89488273907943, 1094.4862199621641, 1155.169166830108, 1326.5569034648252, 2294.1843767806145, 8053.513675480802, 1699.3264871432518, 732.1064857716025, 17223.1783782503, 7099.7611430055285, 3297.4241121642376, 3737.2543489168975, 2981.9251552782043, 39980.676462504336, 7655.348457511775, 5483.102627897351, 6569.168763408506, 5397.402424203028, 10742.099819580533, 5387.1846795564015, 17635.447706005754, 8987.277814365752, 8131.488960168595, 4896.472055722203, 5442.905915541331, 5985.985948923946, 12586.783546549452, 7242.56609435593, 3401.153290156275, 5.417440355501996, 26.00371370640958, 2.1669761422007987, 2.1669761422007987, 1.0834880711003994, 672.846092153348, 74.76067690592755, 211.28017386457788, 50.923939341718764, 166.85716294946147, 422.56034772915575, 34.67161827521278, 529.8256667680952, 3.2504642133011976, 2941.670113037584, 1.0834880711003994, 4.333952284401597, 6741.462778386684, 5.417440355501996, 317.462004832417, 120.26717589214432, 1.0834880711003994, 2.1669761422007987, 3.2504642133011976, 1.0834880711003994, 53.09091548391957, 42.25603477291557, 2.1669761422007987, 26.00371370640958, 1.0834880711003994, 2757.5187599879155, 5367.729163903605, 29978.469474292026, 3214.188597793216, 465.89903641481936, 16717.43484168682, 369.47031188809245, 273.0389939173006, 261.12062513519624, 211.28017386457788, 208.02970965127665, 196.11134086917227, 175.52506751826468, 138.68647310085112, 137.6029850297507, 136.5194969586503, 132.18554467424872, 128.93508046094752, 268.6317026215025, 120.26717589214432, 108.34880711003993, 1908.099901779154, 167.93981686220954, 3229.786028853174, 4155.81756852164, 336.2189837785395, 1181.30059080294, 1602.273465399697, 1353.585637454792, 4796.22496937113, 683.6075669293464, 2715.267625518568, 5975.886557147127, 393.0568562354726, 1086.4630783228768, 4588.976530424611, 7717.124997825669, 1737.5917511370887, 479.3420080164418, 826.4835513716105, 1076.048932169247, 1310.1981247513409, 6979.757542455471, 10079.892839796206, 5406.560481205554, 16201.965030040006, 7202.547212200968, 4505.762572824556, 2525.667980543889, 6160.446607025509, 6255.776770034663, 15223.597345609582, 19242.893265280927, 22968.33353921196, 19282.246896514902, 6888.940402972793, 3387.4558374357766, 14032.712772835224, 4.437753115670727, 278.4690080083381, 1.1094382789176818, 28.845395251859728, 1.1094382789176818, 11.094382789176818, 1288.0578418234286, 4.437753115670727, 3928.5209456475113, 22.188765578353635, 11.094382789176818, 294.0011439131857, 4.437753115670727, 2.2188765578353635, 1.1094382789176818, 1.1094382789176818, 1.1094382789176818, 18.86045074160059, 7.766067952423772, 1.1094382789176818, 100.95888338150904, 1.1094382789176818, 7.766067952423772, 9.984944510259137, 2.2188765578353635, 9.984944510259137, 7.766067952423772, 1.1094382789176818, 2.2188765578353635, 84.31730919774381, 18475.475658816154, 15269.602758899295, 730.0103875278347, 370.55238515850573, 311.7521563758686, 295.1105821921034, 286.2350759607619, 280.68788456617347, 257.3896807089022, 197.48001364734736, 158.6496738852285, 155.32135904847544, 97.630568544756, 86.53618575557918, 82.09843263990845, 154.19398752528411, 67.6757350139786, 66.56629673506092, 62.12854361939018, 59.90966706155482, 58.800228782637134, 58.800228782637134, 57.690790503719455, 55.47191394588409, 5107.955999318503, 1763.5740427504984, 5971.998942537936, 68368.52340031027, 4220.718590429337, 177.2022143048066, 310.49373146250514, 16368.781559051617, 2474.334983303477, 629.4199908960117, 3042.649372389798, 849.0781248703031, 7242.56609435593, 7681.762562656297, 9945.383964964505, 8089.10450615317, 43862.796331122074, 2317.2653795313804, 20229.50999982503, 4689.296945099526, 18803.308678833513, 7655.348457511775, 8198.204097817365, 8660.115533739965, 15223.597345609582, 3042.603179091186, 3223.6502362559336, 7022.355731973828, 12912.439286750174, 28378.437951028875, 15926.710120263862, 10281.5258460579, 7305.444515540886, 10799.64988169641, 663.6350610635749, 48.02622152433766, 8.7320402771523, 1873.0226394491685, 361.28816646717644, 5.457525173220188, 396.2163275757856, 92.7779279447432, 8909.955597799279, 82.95438263294686, 1849.0095286869996, 994.3610865607181, 822.9947961216043, 1572.858754922058, 73.13083732115052, 776.0600796319108, 14.18956545037249, 3560.4894230088507, 8.7320402771523, 66.58180711328629, 3054.0310869340174, 457.3406095158518, 106.9674933951157, 391.8503074372095, 16.37257551966056, 1852.2840437909317, 3163.181590398421, 467.1641548276481, 37.111171177897276, 7.640535242508263, 9050.752609947673, 2144.8757378788787, 2213.550798296046, 835.0013515026887, 501.00081090161325, 439.8765289615472, 433.32749875368296, 432.2359937190389, 527.2246470591501, 419.13793330331043, 402.76535778364985, 396.2163275757856, 368.92870170968473, 1562.8703830585125, 1166.913041539296, 4107.45008024269, 19282.246896514902, 5055.531480090193, 1050.046331461505, 2249.746727290929, 3480.58141733505, 726.4641525868745, 950.5766753942066, 2763.200320220327, 930.5501188742335, 2760.82914468707, 3358.086698467431, 1377.3355972459774, 8488.445933479272, 1704.6224442328537, 6255.776770034663, 2361.9045686680374, 12912.439286750174, 5472.271607013633, 4136.773511088079, 8198.204097817365, 13587.059647773985, 10678.222519706263, 8888.060958403676, 8987.277814365752, 15926.710120263862, 16368.781559051617, 2644.001704974725, 117.01113928398782, 2199.5843971172712, 1055.3504677728902, 114.76092506698805, 196.8937439874795, 2307.5946795332598, 245.27334965297445, 60.755783858993674, 5498.398439238928, 20.251927952997892, 4123.517552652071, 16.876606627498244, 11.251071084998829, 784.1996546244184, 33.75321325499649, 855.081402459911, 1326.501280921362, 198.0188510959794, 1757.4173034768169, 36.003427471996254, 1.125107108499883, 199.14395820447925, 842.7052242664122, 709.9425854634261, 11.251071084998829, 3.3753213254996486, 2.250214216999766, 1.125107108499883, 9.000856867999063, 2993.9100157181883, 2927.4788152291103, 1864.302478784306, 1290.419564906268, 1166.7360715143784, 1057.6006819898898, 560.3033400329417, 436.5415580979546, 396.0377021919588, 396.0377021919588, 374.660667130461, 374.660667130461, 357.78406050296275, 355.53384628596297, 425.2480338172039, 317.280204596967, 311.65466905446755, 283.5269913419705, 5388.352546690539, 1570.5561889563107, 2884.5635292678608, 1780.9504165581425, 2464.1765897960095, 826.0883003920019, 3670.92198289494, 5959.837919475133, 2674.85148227669, 965.1082485620839, 1388.0416010987449, 5885.034923950081, 2514.537601296102, 3314.2142581995986, 3163.0939294113414, 6403.59291619394, 15926.710120263862, 13587.059647773985, 12912.439286750174, 18772.590152412817, 6784.567504173786, 19242.893265280927, 16545.164121201826, 11045.335934173141, 18803.308678833513, 6693.016218324264, 6622.591979894301, 64.54988762892873, 1417.8326194985748, 13840.854852645034, 4.529816675714296, 4.529816675714296, 12566.843912600387, 1182.2821523614314, 3504.945652833937, 12.456995858214315, 954.658864406788, 9.059633351428593, 8993.951009630735, 3771.072382532152, 7.927179182500018, 13.589450027142888, 968.2483144339308, 1531.078036391432, 413.34577165892955, 1041.8578354142883, 11.324541689285741, 280.84863389428637, 642.1015137825016, 1.132454168928574, 21.516629209642907, 19.25172087178576, 1802.86703693429, 924.0826018457165, 112.11296272392883, 773.4661973782161, 780.2609223917875, 770.0688348714303, 716.8434889317874, 425.8027675171439, 413.34577165892955, 379.3721465910723, 348.7958840300008, 315.95471313107214, 3298.7772459342473, 225.35837961678624, 220.82856294107197, 211.76892958964334, 1477.8910525219683, 375.80309964024644, 2960.7307447527355, 2306.149378832166, 4993.946865782473, 3794.72929053715, 633.3755525339918, 939.1221078383904, 2690.7506609368193, 2673.2508050932847, 1167.4729252625536, 4560.836582148084, 10800.240225796026, 35556.61385864388, 15926.710120263862, 5639.57266066494, 8316.083618565162, 5442.905915541331, 28378.437951028875, 12167.592689376359, 3401.153290156275, 6160.446607025509, 8131.488960168595, 9895.507131988206, 18803.308678833513, 2061.7903295160363, 1130.476695492053, 227.4532690629656, 24.89538268350867, 489.9863955436025, 22.632166075916977, 1046.73768101116, 2480.4854019205004, 228.58487736676148, 542.0403775182116, 1657.8061650609186, 1047.869289314956, 117.68726359476827, 1456.3798869852576, 160.68837913901055, 7.921258126570942, 14.710907949346034, 226.32166075916976, 15.842516253141884, 3440.0892435393807, 14.710907949346034, 6.789649822775093, 176.53089539215242, 3.3948249113875466, 375.6939568602218, 10.18447473416264, 1069.369847087077, 112.02922207578904, 2374.114221363691, 116.55565529097242, 2394.483170832016, 1056.9230016104555, 926.7382464177524, 745.7298722014643, 738.9402223786893, 463.95940455629807, 420.9582890120558, 402.8525561513222, 400.5893395437305, 399.4577312399346, 348.53535756912146, 337.2192745311629, 312.3238918476543, 269.322776303412, 250.0854351388826, 233.11131058194485, 710.6567817048549, 316.8359730038838, 795.3646088813786, 593.1358606838493, 12868.837940328147, 4522.127070038162, 2084.7823372927387, 1803.4365120246082, 2953.663291490523, 1177.0507749462745, 1492.1314917146522, 875.7621583717495, 3079.4839547658235, 2730.7977515895086, 2154.5975352132127, 13998.528205789626, 2111.966863484243, 8316.083618565162, 18772.590152412817, 3647.4144581347523, 8533.269756272643, 7305.444515540886, 3603.168804352855, 10678.222519706263, 15926.710120263862, 6066.822943962079, 12912.439286750174, 3737.2543489168975, 35556.61385864388, 8987.277814365752, 6492.730498313384, 9302.925957476698, 9761.139152138256], "Category": ["Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Default", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic1", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic2", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic3", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic4", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic5", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic6", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic7", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic8", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic9", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic10", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic11", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic12", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic13", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic14", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic15", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic16", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic17", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18", "Topic18"], "logprob": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -7.027, -7.644, -9.017, -9.0993, -5.4204, -5.3913, -4.6688, -9.6101, -10.1697, -8.4957, -10.1697, -6.791, -7.5609, -9.0437, -7.8755, -8.2979, -7.174, -9.8214, -8.8934, -6.6657, -9.9466, -7.7948, -8.166, -6.8375, -8.941, -6.5365, -8.5275, -6.1823, -9.7102, -10.2567, -5.869, -6.1807, -7.1055, -7.2079, -7.4617, -7.5487, -7.592, -7.6918, -7.2385, -7.2385, -7.7718, -7.8506, -7.9633, -7.9912, -8.0395, -8.1007, -6.3303, -4.6688, -4.8561, -5.4299, -4.451, -5.0378, -3.8771, -5.6829, -5.7794, -4.9842, -4.6278, -4.6014, -6.4582, -4.3676, -5.4386, -4.4873, -4.9253, -4.9534, -3.511, -5.6708, -4.9997, -5.3229, -5.5039, -4.9694, -4.7165, -4.9135, -5.0271, -4.7577, -5.0868, -5.122, -4.5231, -3.7847, -4.6794, -4.7433, -4.8194, -4.8108, -4.8581, -4.6887, -4.9044, -4.4275, -4.6691, -4.7875, -4.8116, -4.9791, -6.6782, -5.3409, -6.089, -5.9087, -7.8841, -9.4448, -7.8449, -9.4936, -10.1867, -6.6812, -6.3756, -9.8502, -7.7186, -6.4094, -8.0585, -9.2704, -7.0556, -8.1718, -10.8799, -9.2704, -5.8573, -8.8784, -9.4936, -8.6826, -7.6451, -7.7444, -9.4936, -6.4683, -8.7516, -10.8799, -4.4906, -4.7666, -6.2929, -6.4419, -6.5054, -6.606, -6.6285, -6.948, -6.9678, -7.1374, -7.3245, -7.3894, -7.4079, -7.4394, -7.5057, -7.5057, -7.5265, -7.5405, -7.5693, -7.584, -6.921, -7.2689, -6.3867, -7.2744, -6.1776, -7.0128, -4.3717, -3.9811, -5.9925, -4.1794, -5.5242, -3.7976, -4.9745, -5.1801, -4.0289, -4.9292, -4.5805, -5.8236, -4.6283, -4.7981, -4.7007, -4.0148, -5.0094, -4.2893, -3.7835, -5.3592, -4.2929, -5.2141, -4.9339, -4.8715, -5.2682, -4.356, -4.7391, -5.109, -5.0352, -4.6557, -4.6119, -4.1935, -4.5231, -4.9849, -4.6971, -10.1575, -9.202, -11.0738, -3.9611, -6.6824, -8.8225, -11.0738, -5.8906, -8.1163, -7.8549, -9.202, -9.6875, -10.8507, -9.3246, -9.6269, -8.8225, -5.9847, -6.8766, -7.9603, -11.3615, -9.282, -11.3615, -9.4156, -12.4601, -10.5142, -12.4601, -8.7712, -12.4601, -12.4601, -2.6452, -6.1891, -5.3684, -6.649, -6.7902, -7.3184, -7.3542, -7.4428, -7.4834, -6.8397, -7.6398, -5.1038, -7.865, -7.9275, -7.3421, -8.0058, -8.0174, -8.0781, -8.0907, -8.1426, -7.5849, -5.338, -7.6561, -5.5424, -7.4903, -4.0826, -4.2745, -5.3078, -5.7303, -4.419, -6.0417, -5.129, -5.9176, -5.1801, -4.684, -4.0998, -4.5078, -4.1494, -2.9344, -5.0042, -4.1189, -4.43, -3.3292, -3.6382, -4.0831, -4.4966, -4.5353, -3.7118, -3.4205, -4.2145, -4.3792, -4.9979, -4.49, -4.9853, -4.5231, -4.8637, -4.9996, -5.0836, -6.9985, -4.8725, -8.8725, -8.5566, -10.8184, -11.7347, -4.961, -4.2142, -7.2461, -10.6361, -12.4278, -5.6377, -11.0415, -12.4278, -7.0073, -9.3368, -10.0299, -10.8184, -11.0415, -4.6551, -7.465, -8.5992, -4.518, -12.4278, -10.3484, -5.2639, -10.6361, -6.1779, -7.9735, -5.6266, -5.5072, -5.3803, -5.5516, -5.7198, -6.0562, -6.1876, -6.2233, -6.3411, -6.485, -6.2858, -6.5529, -6.5756, -6.593, -6.6913, -6.7274, -6.5009, -6.7649, -6.8074, -6.8827, -6.964, -6.0393, -4.4994, -4.6894, -4.4724, -3.5148, -4.9457, -3.8565, -4.6985, -4.4742, -4.1731, -4.6454, -5.3221, -4.1507, -4.4984, -4.3632, -5.0284, -5.2357, -4.2339, -5.267, -4.8672, -3.7837, -4.5339, -5.11, -5.0236, -5.1213, -5.0085, -5.0942, -4.9049, -5.023, -7.2189, -8.6442, -3.9011, -4.8141, -12.4284, -9.7204, -5.3284, -7.3347, -5.8717, -12.4284, -4.585, -6.6446, -8.4211, -7.0123, -8.4581, -4.826, -4.5885, -4.8794, -8.0096, -7.6663, -10.819, -8.3176, -7.2081, -11.7353, -9.2096, -7.2636, -8.6218, -7.5085, -7.5158, -9.8635, -3.1643, -3.1767, -4.3644, -4.5944, -4.993, -5.1693, -5.2637, -5.4671, -5.5709, -5.6041, -5.6634, -5.7191, -5.7666, -5.845, -5.9469, -6.2402, -6.2464, -6.3059, -6.4074, -6.4752, -6.4962, -5.2637, -5.0837, -5.1079, -5.9423, -4.8275, -5.4757, -5.0987, -4.918, -3.8672, -4.7683, -4.6913, -4.9778, -5.0333, -3.8579, -5.1313, -4.6895, -5.1736, -4.53, -4.8146, -4.9912, -4.8926, -5.0696, -5.0383, -8.4413, -9.8276, -12.3925, -8.3852, -8.1584, -4.8679, -12.3925, -10.3131, -8.5424, -10.3131, -11.2939, -7.1195, -8.7549, -6.6821, -10.0899, -6.9632, -7.7774, -7.7012, -7.3173, -9.7534, -7.8599, -6.4471, -7.4509, -12.3925, -7.7774, -9.0252, -12.3925, -9.5021, -8.2181, -9.9076, -5.0497, -5.8793, -6.2334, -6.4817, -6.7867, -6.5232, -6.5432, -6.8791, -6.8872, -6.9764, -7.1776, -7.1995, -7.2051, -7.2926, -7.2926, -7.3173, -7.3621, -7.4227, -7.0265, -7.4652, -7.0502, -7.0892, -7.1042, -6.871, -6.8831, -4.4077, -5.8315, -5.8558, -5.5901, -4.3238, -5.4808, -4.7165, -5.1015, -4.7901, -5.5297, -5.4246, -5.9972, -6.0808, -5.9628, -4.4259, -5.7618, -2.7493, -4.5079, -4.6868, -4.8498, -4.1217, -4.7901, -4.9036, -4.3232, -5.6114, -3.4858, -5.2094, -4.002, -4.1925, -4.7253, -4.7133, -3.9679, -4.8865, -4.8262, -4.5573, -4.0907, -4.5502, -4.7428, -5.0628, -4.8529, -4.8892, -5.0179, -4.284, -5.5625, -11.2718, -7.5997, -6.6902, -12.3704, -7.0621, -8.3631, -7.3015, -8.345, -8.5862, -10.761, -9.2793, -8.3099, -9.5978, -7.2287, -6.4146, -5.9818, -6.3518, -9.426, -10.4245, -7.4952, -9.3747, -3.4481, -5.2508, -11.6772, -7.8486, -9.7313, -10.0678, -6.3207, -4.8161, -4.7866, -5.2937, -5.8165, -5.8934, -6.1282, -6.1518, -6.1699, -6.389, -6.1924, -6.4329, -6.465, -6.5125, -6.5743, -6.6338, -6.6767, -6.7356, -6.7356, -6.75, -6.7646, -6.772, -5.7787, -5.568, -5.8527, -6.4732, -4.3863, -5.1858, -5.4468, -6.09, -4.4503, -5.61, -3.7449, -5.753, -5.4025, -4.9191, -5.637, -4.518, -3.9626, -4.9285, -4.7122, -3.6786, -5.2971, -4.9385, -5.1015, -4.9486, -5.0699, -4.5376, -5.4818, -5.2837, -5.3048, -5.2887, -5.2331, -5.3116, -5.4148, -5.3547, -4.0638, -8.5964, -5.3964, -7.1352, -3.6326, -3.2189, -5.3802, -5.4765, -8.2759, -4.2987, -5.8032, -8.7395, -9.764, -5.8766, -6.2293, -6.6009, -7.2911, -6.0698, -7.3217, -9.4073, -7.056, -3.9879, -5.5064, -6.3724, -10.4572, -10.7936, -8.8767, -6.5423, -5.0859, -10.1005, -3.7077, -4.5162, -4.6875, -4.7878, -4.8828, -5.1121, -5.3982, -5.7924, -6.0733, -6.1171, -6.155, -6.3118, -6.4524, -6.5225, -6.4708, -4.7897, -5.3937, -4.8667, -4.6182, -3.7056, -5.5456, -5.4599, -3.5205, -5.334, -4.2627, -4.9849, -4.531, -4.8285, -4.3549, -3.8743, -5.0012, -4.9148, -4.544, -4.5242, -5.1376, -4.7711, -5.1489, -5.1026, -5.1162, -7.5042, -4.5495, -2.8288, -8.4772, -3.9315, -5.5651, -9.0162, -5.5742, -8.3781, -8.3781, -10.739, -11.2498, -8.2541, -4.4859, -9.8635, -10.5567, -8.7108, -6.3595, -10.4025, -10.0459, -10.739, -11.6553, -6.6649, -12.3484, -9.7094, -8.3781, -5.8132, -8.1588, -9.7835, -9.1704, -6.8595, -6.9017, -6.9323, -7.0157, -7.1444, -7.2304, -7.3445, -7.6756, -7.685, -7.9296, -8.0046, -7.3997, -8.0858, -7.414, -8.2213, -8.3411, -8.3411, -7.2922, -7.6389, -3.4119, -3.8963, -4.6822, -2.7582, -5.2584, -5.7337, -5.4268, -4.7925, -5.0664, -5.0802, -6.1978, -6.2708, -4.7253, -6.152, -4.0942, -4.3467, -4.496, -4.7243, -5.5186, -5.9043, -4.9369, -5.007, -4.4691, -5.2056, -4.4071, -5.1593, -3.8995, -4.9189, -3.8085, -4.1427, -5.0719, -4.9136, -4.7551, -4.8396, -4.8731, -4.8358, -4.9979, -6.2505, -7.4743, -8.7865, -8.0933, -8.1674, -7.4002, -4.7791, -4.2886, -7.2666, -5.5907, -8.45, -10.7324, -6.7178, -9.6338, -9.1229, -6.5735, -7.6413, -11.2432, -3.9678, -6.9852, -12.3418, -7.8759, -12.3418, -11.6487, -7.8992, -7.4515, -9.8569, -11.6487, -8.6041, -7.3582, -5.1671, -5.3664, -5.3701, -5.6877, -5.7298, -5.8757, -5.8913, -6.6052, -6.3159, -6.507, -6.878, -6.6414, -7.0948, -7.1544, -7.3049, -6.9125, -5.1587, -7.1885, -6.9213, -3.8555, -4.1487, -5.6485, -4.6798, -5.2728, -3.9552, -4.879, -5.7922, -5.3252, -5.8345, -4.4156, -5.0213, -5.5284, -4.3328, -5.014, -4.368, -5.2601, -4.0428, -4.7657, -5.0279, -5.2736, -3.322, -4.2006, -3.7898, -4.042, -4.0818, -4.9977, -3.5721, -4.5302, -4.9709, -4.9278, -5.0618, -5.1725, -5.1163, -5.1633, -4.5906, -8.344, -4.1857, -7.5208, -5.8287, -8.0703, -7.8671, -5.5622, -11.2344, -6.4249, -12.333, -7.1073, -6.6666, -10.2536, -8.8067, -10.2536, -9.8481, -8.1741, -8.8067, -10.9467, -10.5413, -9.5604, -6.7126, -4.7356, -6.9624, -5.8153, -8.0023, -8.7777, -8.1135, -6.1285, -3.2564, -3.3263, -5.4084, -6.1655, -6.2462, -4.8668, -6.2485, -6.6393, -6.1025, -6.9169, -6.9955, -6.6982, -7.0755, -7.1127, -7.1235, -7.2578, -7.3494, -6.5189, -6.6393, -6.7647, -5.1926, -4.9306, -5.9294, -5.4303, -5.4475, -6.3366, -5.8036, -4.7011, -5.6997, -4.5034, -4.8651, -3.6279, -5.1499, -5.8762, -4.5162, -5.2969, -5.3967, -4.8447, -4.5837, -5.1484, -4.8155, -4.6977, -4.6314, -5.0, -4.63, -5.3679, -5.3595, -5.12, -4.959, -5.1729, -5.1514, -5.1386, -5.2725, -5.1902, -5.2505, -5.2717, -5.7633, -8.5514, -9.9377, -5.1654, -6.1494, -7.468, -8.4854, -9.9377, -8.2084, -9.9377, -9.9377, -6.8221, -9.9377, -9.9377, -8.4235, -9.2445, -8.4854, -9.9377, -6.8591, -8.5514, -8.622, -8.622, -9.9377, -9.9377, -8.5514, -9.9377, -9.2445, -9.9377, -9.9377, -9.2445, -3.2527, -4.4544, -4.5637, -4.6736, -5.1639, -5.2488, -5.3896, -5.5112, -5.7931, -5.8555, -5.7759, -5.8757, -6.1701, -6.3243, -6.3243, -6.372, -6.4862, -6.5672, -6.6022, -6.7371, -6.7596, -6.8888, -7.1098, -7.1206, -5.733, -4.1834, -4.6745, -5.8047, -6.3643, -5.5455, -5.4993, -5.3963, -4.9491, -3.9031, -5.2547, -5.9487, -3.3743, -4.1133, -4.7488, -4.6499, -4.8339, -2.8808, -4.3669, -4.5919, -4.5662, -4.7382, -4.4312, -4.8213, -4.3212, -4.7232, -4.8317, -5.0157, -4.985, -4.9578, -4.8693, -5.0466, -5.1456, -10.7325, -9.1639, -11.6488, -11.6488, -12.342, -5.9107, -8.1079, -7.069, -8.4918, -7.305, -6.3758, -8.8762, -6.1496, -11.2434, -4.4354, -12.342, -10.9557, -3.6061, -10.7325, -6.6618, -7.6325, -12.342, -11.6488, -11.2434, -12.342, -8.4502, -8.6784, -11.6488, -9.1639, -12.342, -4.5005, -3.8483, -2.1499, -4.3681, -6.2805, -2.7363, -6.513, -6.8126, -6.8572, -7.069, -7.0845, -7.1435, -7.2544, -7.49, -7.4978, -7.5057, -7.538, -7.5629, -6.8367, -7.6325, -7.7368, -4.9196, -7.305, -4.4548, -4.2128, -6.6382, -5.4382, -5.1536, -5.4174, -4.3093, -6.0449, -4.8509, -4.2491, -6.5551, -5.7139, -4.5333, -4.1149, -5.3666, -6.3939, -5.9807, -5.7981, -5.6549, -4.4864, -4.2507, -4.6995, -3.9574, -4.5588, -4.8972, -5.2884, -4.8088, -4.8464, -4.4161, -4.4417, -4.6403, -4.7521, -5.0606, -5.2313, -4.9705, -10.9228, -6.7837, -12.3091, -9.051, -12.3091, -10.0065, -5.2521, -10.9228, -4.137, -9.3134, -10.0065, -6.7294, -10.9228, -11.616, -12.3091, -12.3091, -12.3091, -9.4759, -10.3632, -12.3091, -7.7983, -12.3091, -10.3632, -10.1119, -11.616, -10.1119, -10.3632, -12.3091, -11.616, -7.9784, -2.5888, -2.7938, -5.8199, -6.498, -6.6708, -6.7256, -6.7562, -6.7757, -6.8624, -7.1273, -7.3463, -7.3675, -7.8318, -7.9524, -8.0051, -7.3819, -8.1982, -8.2148, -8.2838, -8.3201, -8.3388, -8.3388, -8.3579, -8.3971, -3.94, -4.9926, -3.7983, -1.488, -4.2467, -7.2918, -6.7679, -3.1824, -4.9401, -6.2133, -5.0284, -6.0865, -4.4474, -4.4182, -4.2716, -4.5525, -3.3968, -5.475, -4.0767, -5.0346, -4.337, -4.9289, -4.9085, -4.8796, -4.5785, -5.488, -5.5123, -5.1663, -4.9715, -4.7749, -5.0346, -5.1976, -5.2783, -5.2633, -5.9052, -8.5311, -10.2359, -4.8676, -6.5132, -10.7059, -6.4209, -7.8727, -3.308, -7.9846, -4.8805, -5.5008, -5.6899, -5.0422, -8.1106, -5.7487, -9.7504, -4.2252, -10.2359, -8.2045, -4.3787, -6.2775, -7.7304, -6.432, -9.6073, -4.8787, -4.3436, -6.2562, -8.789, -10.3694, -3.2924, -4.7331, -4.702, -5.6755, -6.1863, -6.3164, -6.3314, -6.3339, -6.1374, -6.3647, -6.4045, -6.4209, -6.4923, -5.1164, -5.4257, -4.2801, -2.9331, -4.1563, -5.5572, -4.9843, -4.6776, -5.9201, -5.7223, -4.9227, -5.7431, -4.9432, -4.8165, -5.4716, -4.2788, -5.3465, -4.5251, -5.1725, -4.4244, -4.8583, -5.0305, -4.831, -4.6618, -4.8485, -4.9092, -4.9221, -4.8192, -4.9215, -4.5131, -7.6308, -4.6971, -5.4315, -7.6503, -7.1104, -4.6491, -6.8907, -8.2862, -3.7809, -9.3849, -4.0686, -9.5672, -9.9726, -5.7284, -8.874, -5.6419, -5.2028, -7.1047, -4.9215, -8.8095, -12.2752, -7.0991, -5.6565, -5.8279, -9.9726, -11.1766, -11.5821, -12.2752, -10.1958, -4.3888, -4.4116, -4.8625, -5.2312, -5.3311, -5.4294, -6.0646, -6.3142, -6.4116, -6.4116, -6.4671, -6.4671, -6.5132, -6.5195, -6.343, -6.6333, -6.6512, -6.7458, -3.9367, -5.1136, -4.5552, -5.1508, -4.8937, -5.8122, -4.6067, -4.2432, -4.8956, -5.7256, -5.4662, -4.5592, -5.109, -4.9442, -5.0289, -4.7256, -4.31, -4.4568, -4.4821, -4.375, -4.8499, -4.6255, -4.7058, -4.9507, -4.9088, -5.0838, -3.5928, -8.2236, -5.1342, -2.8557, -10.8804, -10.8804, -2.9522, -5.3159, -4.2291, -9.8688, -5.5297, -10.1872, -3.2868, -4.1559, -10.3208, -9.7818, -5.5156, -5.0573, -6.3668, -5.4423, -9.9641, -6.7532, -5.9263, -12.2667, -9.3222, -9.4335, -4.8939, -5.5623, -7.6716, -5.7402, -5.7314, -5.7446, -5.8162, -6.3371, -6.3668, -6.4525, -6.5366, -6.6355, -4.3151, -6.9734, -6.9937, -7.0356, -5.1286, -6.4706, -4.4486, -4.7612, -4.1019, -4.3787, -6.0245, -5.7, -4.8497, -4.8765, -5.5647, -4.5686, -4.059, -3.5503, -4.172, -4.8759, -4.7579, -4.9737, -4.3466, -4.7113, -5.2358, -5.1058, -5.0919, -5.0596, -4.9703, -4.7564, -5.3573, -6.9607, -9.173, -6.1933, -9.2683, -5.4343, -4.5715, -6.9558, -6.0923, -4.9744, -5.4332, -7.6197, -5.104, -7.3082, -10.3181, -9.6991, -6.9657, -9.625, -4.2444, -9.6991, -10.4723, -7.2142, -11.1654, -6.4589, -10.0668, -5.4129, -7.6689, -4.6153, -7.6293, -4.6068, -5.4256, -5.5572, -5.7733, -5.7825, -6.2479, -6.3452, -6.3891, -6.3948, -6.3976, -6.5339, -6.567, -6.6436, -6.7918, -6.8659, -6.9362, -5.8343, -6.6328, -5.7434, -6.0336, -3.0892, -4.1287, -4.8708, -5.0495, -4.6158, -5.4594, -5.2564, -5.7288, -4.6833, -4.8647, -5.0562, -4.0545, -5.2385, -4.4846, -4.1467, -4.9896, -4.622, -4.7558, -5.0719, -4.7422, -4.8245, -5.04, -4.933, -5.1916, -4.8351, -5.0779, -5.1501, -5.1388, -5.1444], "loglift": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6646, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6611, 2.6611, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6116, 2.5433, 2.5443, 2.5504, 2.4856, 2.5032, 2.4226, 2.4942, 2.5014, 2.4225, 2.3453, 2.2815, 2.5176, 2.2223, 2.3613, 2.1817, 2.2522, 2.256, 1.9621, 2.379, 2.2182, 2.2799, 2.3004, 2.1289, 2.0356, 2.1022, 2.0363, 1.883, 2.0563, 2.0633, 1.605, 0.9853, 1.6885, 1.6944, 1.7494, 1.7156, 1.7653, 1.4726, 1.7662, 0.7789, 0.9194, 0.9209, 0.8515, 1.0998, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7942, 2.7885, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7845, 2.7904, 2.7668, 2.7903, 2.7517, 2.775, 2.6092, 2.5652, 2.6665, 2.4755, 2.5949, 2.3502, 2.5055, 2.5044, 2.2674, 2.3353, 2.2431, 2.5246, 2.2159, 2.2404, 2.1571, 1.911, 2.2495, 1.9473, 1.6678, 2.3214, 1.8182, 2.1701, 1.9732, 1.8521, 2.0053, 1.1453, 1.489, 1.7089, 1.5909, 1.0176, 0.9125, 0.04, 0.1543, -0.2149, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8247, 2.8155, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8193, 2.8266, 2.8004, 2.8266, 2.8266, 2.8204, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8189, 2.7774, 2.8181, 2.7677, 2.8125, 2.6866, 2.6905, 2.7033, 2.7122, 2.588, 2.6967, 2.6248, 2.678, 2.6103, 2.5531, 2.4672, 2.4995, 2.4264, 2.272, 2.5141, 2.3811, 2.3866, 2.1438, 2.0702, 2.1562, 2.232, 2.2391, 1.9405, 1.6922, 1.6026, 1.6996, 2.0655, 1.0984, 1.9677, 0.8012, 1.2976, 1.8026, 1.0445, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8322, 2.8337, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8325, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8322, 2.8347, 2.8347, 2.8347, 2.8347, 2.8229, 2.7651, 2.7644, 2.7517, 2.5703, 2.6655, 2.5009, 2.6002, 2.5312, 2.4285, 2.4953, 2.5833, 2.287, 2.3567, 2.2457, 2.4453, 2.4605, 1.8503, 2.363, 2.0313, 0.9863, 1.4257, 2.0334, 1.7786, 1.8491, 1.3542, 1.658, -0.0176, 0.7965, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.857, 2.8568, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8419, 2.8041, 2.7653, 2.787, 2.5756, 2.6902, 2.5573, 2.4078, 1.9951, 2.3273, 2.1589, 2.3142, 2.2701, 0.9121, 2.173, 0.9628, 1.9145, 0.1473, 0.7739, 1.2825, 0.7978, 1.0967, 0.6973, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8659, 2.8707, 2.8737, 2.8737, 2.8737, 2.871, 2.8708, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8693, 2.8737, 2.8691, 2.8688, 2.8686, 2.8658, 2.8614, 2.7635, 2.7811, 2.7628, 2.7139, 2.5864, 2.6953, 2.6003, 2.638, 2.564, 2.6542, 2.6361, 2.7094, 2.701, 2.6723, 2.3746, 2.6292, 1.9281, 2.2815, 2.3253, 2.2284, 1.9685, 2.17, 2.1846, 1.9143, 2.4666, 1.4014, 2.2621, 1.524, 1.627, 1.8981, 1.7961, 1.1449, 1.8502, 1.7, 1.292, 0.6793, 1.1853, 1.1829, 1.4892, 0.6463, 0.3172, 0.5065, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8844, 2.8815, 2.8841, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8829, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.833, 2.7718, 2.7645, 2.8442, 2.4526, 2.6033, 2.6457, 2.7703, 2.3998, 2.6208, 2.0721, 2.656, 2.5104, 2.2672, 2.5488, 2.0083, 1.6496, 2.1107, 1.9128, 0.9988, 2.2214, 1.9166, 1.9712, 1.7931, 1.8286, 1.1357, 2.2742, 1.8264, 1.6656, 1.4788, 1.1972, 1.4609, 1.8499, 1.3341, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8879, 2.8139, 2.8399, 2.7489, 2.7016, 2.579, 2.8043, 2.7891, 2.3418, 2.729, 2.3633, 2.4194, 2.0339, 2.1644, 1.6047, 1.0129, 2.2371, 2.02, 1.3562, 0.9771, 2.2814, 0.7549, 1.9825, 1.4259, 1.0673, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.8982, 2.9051, 2.8979, 2.9051, 2.9051, 2.9051, 2.8923, 2.8964, 2.771, 2.772, 2.7411, 2.5661, 2.6918, 2.7188, 2.6768, 2.5667, 2.5764, 2.5767, 2.7101, 2.7009, 2.4008, 2.6613, 2.1433, 2.0876, 2.132, 2.1575, 2.3174, 2.4819, 2.0334, 2.0594, 1.7589, 2.1305, 1.6717, 2.0723, 1.2133, 1.9026, 0.8688, 1.0637, 1.9848, 1.6126, 1.1707, 1.2392, 0.9762, 0.6154, 0.5906, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.9122, 2.913, 2.913, 2.913, 2.913, 2.913, 2.9114, 2.913, 2.9083, 2.91, 2.913, 2.9097, 2.913, 2.913, 2.913, 2.9087, 2.876, 2.9076, 2.8999, 2.794, 2.7953, 2.8367, 2.7616, 2.7841, 2.6814, 2.7484, 2.7866, 2.692, 2.7553, 2.5298, 2.6056, 2.6898, 2.441, 2.5424, 2.353, 2.5825, 2.1966, 2.4018, 2.49, 2.575, 1.5653, 1.9657, 1.7114, 1.6312, 1.5705, 2.2742, 0.6613, 1.6533, 1.7178, 1.5025, 1.738, 2.1612, 1.6307, 1.0167, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9146, 2.9146, 2.9138, 2.9148, 2.9148, 2.8989, 2.9125, 2.9148, 2.9091, 2.9148, 2.9148, 2.9112, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9058, 2.9048, 2.9033, 2.829, 2.7088, 2.7551, 2.6833, 2.6553, 2.7974, 2.6597, 2.395, 2.6254, 2.2834, 2.3468, 1.8234, 2.3379, 2.6105, 2.0123, 2.3464, 2.3876, 2.0131, 1.8313, 2.1585, 1.8803, 1.7863, 1.6883, 1.9071, 1.4551, 2.2013, 2.132, 1.6387, 1.221, 1.4519, 1.2789, 0.9178, 1.4745, 0.3342, 0.8338, 1.1627, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9316, 2.9318, 2.9309, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9303, 2.9302, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9173, 2.8506, 2.86, 2.8846, 2.9085, 2.8226, 2.8148, 2.7795, 2.6789, 2.4692, 2.6735, 2.8215, 2.2378, 2.3851, 2.5165, 2.4902, 2.5319, 1.8892, 2.0561, 2.1649, 2.0098, 2.0343, 1.653, 1.9531, 1.2673, 1.5394, 1.5309, 1.8542, 1.779, 1.7112, 1.0564, 1.4318, 2.0886, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.9436, 2.9297, 2.908, 2.9227, 2.9417, 2.9057, 2.941, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.9362, 2.944, 2.944, 2.8927, 2.9375, 2.8312, 2.8211, 2.9102, 2.8535, 2.8334, 2.7383, 2.5813, 2.7939, 2.6086, 2.4215, 2.8371, 2.6615, 2.4015, 2.3001, 2.5393, 2.7998, 2.6683, 2.587, 2.5333, 2.0289, 1.8972, 2.0713, 1.7159, 1.9252, 2.0559, 2.2435, 1.8314, 1.7785, 1.3195, 1.0595, 0.684, 0.7471, 1.4679, 2.007, 0.8465, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9387, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9461, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.8876, 2.8985, 2.873, 2.7455, 2.7717, 2.897, 2.8601, 2.4807, 2.6123, 2.7081, 2.3173, 2.5355, 2.031, 2.0014, 1.8897, 1.8154, 1.2806, 2.143, 1.3746, 1.8785, 1.1874, 1.4941, 1.446, 1.4201, 1.1571, 1.8577, 1.7756, 1.343, 0.9287, 0.3379, 0.6558, 0.9304, 1.1915, 0.8155, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9631, 2.9622, 2.9618, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9611, 2.9633, 2.9633, 2.9633, 2.9633, 2.8955, 2.8783, 2.7655, 2.5661, 2.6817, 2.8523, 2.6633, 2.5336, 2.8579, 2.7868, 2.5193, 2.7873, 2.4996, 2.4306, 2.6667, 2.0409, 2.5786, 2.0998, 2.4264, 1.4758, 1.9004, 2.008, 1.5235, 1.1874, 1.2417, 1.3645, 1.3405, 0.8712, 0.7416, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.9727, 2.973, 2.9722, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.9705, 2.973, 2.973, 2.973, 2.8375, 2.8934, 2.8438, 2.7305, 2.6628, 2.8373, 2.5513, 2.4302, 2.5789, 2.7683, 2.6643, 2.1268, 2.4273, 2.316, 2.278, 1.8759, 1.3804, 1.3925, 1.4182, 1.151, 1.6939, 0.8757, 0.9465, 1.1057, 0.6156, 1.4735, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9497, 2.9751, 2.9751, 2.9751, 2.9392, 2.9665, 2.9243, 2.8616, 2.7483, 2.7461, 2.8906, 2.8212, 2.6189, 2.5986, 2.7388, 2.3723, 2.0198, 1.337, 1.5184, 1.8527, 1.5823, 1.7904, 0.7662, 1.2483, 1.9985, 1.5344, 1.2707, 1.1068, 0.5541, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9774, 2.9773, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9656, 2.9749, 2.9439, 2.9472, 2.8144, 2.8207, 2.853, 2.8192, 2.7596, 2.836, 2.8017, 2.8623, 2.6503, 2.5892, 2.6346, 1.765, 2.4723, 1.8556, 1.3793, 2.1748, 1.6924, 1.714, 2.1047, 1.348, 0.8659, 1.6155, 0.9672, 1.9484, 0.0522, 1.1847, 1.4376, 1.0893, 1.0356]}, "token.table": {"Topic": [17, 1, 3, 4, 9, 3, 6, 3, 16, 8, 12, 5, 7, 8, 10, 11, 15, 16, 17, 18, 8, 10, 8, 1, 4, 6, 17, 1, 6, 17, 9, 1, 3, 6, 14, 11, 8, 8, 11, 13, 14, 15, 1, 2, 3, 7, 9, 11, 13, 9, 1, 3, 4, 9, 11, 13, 1, 2, 4, 5, 6, 7, 9, 10, 11, 13, 14, 15, 16, 17, 18, 1, 2, 5, 9, 14, 8, 15, 1, 6, 9, 1, 2, 9, 6, 5, 7, 9, 10, 14, 1, 5, 7, 13, 1, 11, 4, 4, 4, 1, 3, 4, 1, 3, 4, 9, 17, 12, 16, 17, 16, 1, 16, 16, 13, 16, 8, 8, 3, 8, 10, 14, 3, 10, 10, 12, 3, 12, 1, 7, 9, 15, 10, 11, 18, 2, 6, 2, 13, 14, 5, 8, 11, 13, 8, 8, 11, 17, 11, 15, 15, 13, 3, 5, 10, 11, 17, 1, 3, 7, 11, 13, 16, 15, 10, 8, 13, 5, 12, 16, 18, 12, 2, 1, 12, 8, 14, 1, 5, 7, 10, 17, 1, 3, 5, 7, 9, 13, 17, 1, 3, 12, 13, 5, 6, 10, 12, 14, 14, 18, 2, 17, 6, 8, 9, 12, 13, 14, 17, 14, 11, 12, 10, 13, 1, 3, 12, 17, 13, 14, 4, 10, 17, 18, 9, 11, 5, 3, 8, 8, 18, 12, 8, 10, 3, 10, 11, 4, 7, 6, 7, 8, 8, 18, 3, 6, 2, 6, 1, 3, 4, 10, 11, 12, 6, 9, 4, 6, 7, 12, 14, 18, 12, 15, 15, 15, 4, 6, 2, 16, 6, 3, 6, 14, 8, 16, 7, 13, 5, 12, 13, 10, 12, 10, 13, 14, 11, 18, 8, 18, 10, 4, 2, 4, 5, 6, 7, 8, 9, 11, 12, 14, 16, 18, 12, 1, 4, 17, 10, 1, 3, 6, 9, 12, 18, 3, 6, 16, 10, 7, 8, 13, 16, 4, 11, 3, 2, 5, 7, 8, 9, 11, 13, 14, 15, 16, 17, 6, 5, 15, 13, 1, 3, 5, 7, 5, 6, 9, 16, 16, 5, 8, 15, 5, 6, 4, 2, 12, 10, 3, 6, 9, 6, 3, 6, 12, 7, 11, 17, 1, 4, 6, 9, 18, 18, 9, 17, 18, 1, 2, 4, 9, 10, 14, 15, 17, 18, 8, 16, 5, 11, 15, 16, 6, 8, 9, 11, 12, 13, 15, 5, 9, 16, 17, 8, 11, 12, 14, 6, 9, 14, 2, 5, 6, 9, 13, 15, 16, 16, 3, 13, 2, 8, 11, 17, 17, 1, 7, 2, 5, 10, 11, 16, 18, 15, 1, 7, 1, 1, 5, 18, 3, 18, 17, 18, 15, 7, 4, 4, 7, 1, 3, 9, 12, 1, 17, 13, 6, 6, 12, 1, 2, 11, 2, 9, 3, 6, 10, 15, 11, 13, 13, 1, 3, 6, 11, 9, 10, 13, 14, 15, 4, 2, 3, 5, 8, 9, 13, 8, 11, 18, 18, 8, 3, 8, 14, 15, 17, 3, 17, 3, 5, 4, 1, 3, 9, 1, 5, 13, 2, 3, 8, 17, 2, 5, 7, 10, 11, 14, 16, 11, 5, 7, 8, 9, 13, 15, 17, 16, 2, 13, 14, 15, 18, 5, 8, 10, 11, 15, 16, 17, 18, 6, 17, 18, 6, 2, 1, 7, 13, 3, 15, 2, 15, 15, 3, 3, 4, 15, 18, 2, 3, 4, 5, 6, 7, 11, 13, 14, 16, 17, 18, 3, 10, 11, 17, 3, 4, 11, 14, 2, 8, 1, 12, 13, 1, 9, 12, 17, 1, 7, 12, 8, 13, 10, 1, 2, 8, 3, 4, 10, 9, 8, 15, 10, 12, 18, 1, 2, 4, 5, 6, 12, 6, 8, 5, 4, 1, 2, 4, 9, 12, 18, 12, 2, 16, 8, 13, 13, 2, 2, 2, 7, 9, 12, 12, 4, 10, 10, 2, 4, 5, 7, 10, 14, 15, 16, 8, 13, 9, 11, 11, 7, 7, 8, 12, 5, 8, 10, 11, 15, 8, 5, 6, 7, 8, 9, 12, 15, 16, 17, 18, 2, 11, 13, 6, 2, 15, 10, 18, 8, 14, 2, 9, 11, 15, 6, 14, 14, 8, 8, 13, 1, 8, 10, 14, 15, 16, 3, 9, 12, 1, 3, 6, 8, 14, 17, 1, 3, 14, 15, 17, 11, 2, 15, 14, 5, 5, 13, 8, 12, 13, 14, 15, 17, 18, 1, 3, 12, 14, 7, 13, 16, 5, 13, 1, 3, 4, 11, 12, 17, 1, 1, 3, 14, 3, 5, 5, 5, 5, 12, 10, 12, 12, 1, 5, 7, 8, 11, 12, 16, 17, 12, 9, 9, 2, 7, 9, 1, 12, 14, 5, 5, 2, 2, 11, 15, 2, 13, 5, 8, 1, 8, 10, 11, 15, 1, 10, 10, 12, 5, 14, 1, 15, 18, 13, 7, 13, 1, 4, 9, 16, 16, 5, 13, 10, 6, 7, 2, 6, 8, 10, 11, 13, 4, 7, 6, 1, 3, 4, 4, 2, 13, 17, 1, 4, 5, 9, 14, 15, 5, 3, 15, 15, 15, 18, 5, 12, 4, 9, 17, 9, 9, 4, 5, 6, 9, 12, 17, 3, 4, 6, 9, 10, 11, 12, 15, 16, 17, 18, 14, 17, 1, 3, 4, 5, 13, 14, 15, 16, 17, 4, 9, 10, 1, 7, 9, 17, 3, 1, 2, 9, 18, 3, 5, 1, 2, 6, 9, 12, 18, 2, 5, 8, 17, 17, 8, 10, 11, 14, 12, 10, 4, 6, 7, 9, 12, 17, 18, 2, 3, 4, 5, 10, 11, 13, 14, 15, 17, 11, 4, 11, 4, 12, 1, 2, 4, 5, 6, 7, 8, 9, 11, 14, 17, 18, 2, 8, 3, 5, 2, 8, 11, 9, 6, 7, 8, 9, 13, 7, 18, 16, 4, 4, 3, 14, 10, 17, 11, 12, 7, 5, 1, 18, 8, 15, 12, 15, 18, 1, 10, 1, 10, 7, 8, 9, 10, 11, 16, 17, 18, 13, 18, 7, 8, 13, 18, 3, 8, 10, 11, 4, 7, 4, 7, 1, 4, 18, 6, 15, 16, 7, 7, 5, 5, 12, 16, 18, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18, 4, 7, 18, 7, 18, 18, 7, 13, 11, 13, 4, 11, 6, 9, 11, 15, 17, 18, 1, 1, 2, 10, 1, 2, 6, 10, 13, 14, 18, 14, 1, 3, 1, 2, 6, 16, 6, 8, 12, 4, 3, 10, 3, 10, 6, 10, 18, 7, 13, 18, 9, 9, 9, 9, 9, 4, 13, 15, 16, 3, 14, 1, 14, 6, 12, 8, 9, 2, 5, 6, 8, 9, 10, 11, 12, 14, 15, 17, 18, 1, 4, 5, 12, 1, 1, 18, 11, 18, 3, 4, 6, 9, 10, 13, 14, 16, 17, 18, 15, 1, 2, 14, 2, 3, 10, 14, 15, 6, 17, 17, 6, 3, 1, 4, 6, 9, 12, 18, 6, 6, 3, 11, 9, 3, 18, 3, 2, 8, 9, 11, 12, 15, 18, 4, 9, 11, 12, 1, 4, 6, 7, 14, 4, 7, 10, 18, 12, 6, 4, 11, 16, 2, 13, 5, 12, 6, 8, 9, 17, 1, 3, 5, 6, 7, 7, 7, 4, 5, 7, 8, 11, 12, 15, 17, 18, 1, 6, 7, 9, 11, 12, 14, 15, 17, 18, 5, 6, 7, 8, 9, 16, 17, 18, 5, 6, 7, 9, 12, 13, 16, 17, 18, 6, 6, 12, 16, 15, 5, 7, 12, 18, 5, 7, 8, 13, 16, 18, 3, 7, 8, 10, 13, 14, 15, 1, 7, 9, 1, 17, 6, 18, 9, 6, 8, 11, 13, 11, 13, 11, 13, 1, 4, 7, 9, 9, 9, 1, 3, 1, 3, 4, 14, 1, 3, 4, 5, 6, 9, 12, 14, 15, 17, 18, 10, 8, 1, 3, 4, 17, 18, 3, 4, 17, 18, 8, 13, 1, 3, 4, 5, 9, 10, 11, 12, 13, 15, 16, 3, 4, 3, 4, 5, 7, 9, 10, 4, 10, 8, 2, 6, 2, 15, 4, 12, 10, 1, 5, 5, 1, 5, 8, 9, 10, 11, 13, 14, 15, 16, 1, 2, 5, 7, 9, 10, 13, 17, 3, 5, 11, 10, 13, 16, 16, 2, 3, 1, 14, 14, 14, 1, 1, 1, 1, 13, 2, 4, 11, 12, 2, 1, 4, 12, 16, 18, 3, 10, 2, 13, 8, 13, 1, 3, 4, 11, 4, 11, 6, 8, 9, 10, 12, 4, 8, 9, 11, 13, 2, 1, 4, 7, 9, 12, 18, 2, 4, 6, 12, 17, 18, 5, 11, 1, 2, 9, 11, 14, 11, 12, 8, 6, 9, 12, 15, 17, 18, 6, 2, 6, 6, 8, 11, 4, 1, 3, 4, 9, 18, 14, 8, 7, 1, 8, 9, 17, 5, 9, 11, 11, 9, 2, 5, 6, 7, 11, 15, 16, 18, 1, 3, 4, 9, 12, 18, 9, 2, 8, 11, 13, 15, 17, 8, 1, 2, 4, 6, 7, 9, 12, 13, 14, 15, 18, 2, 6, 9, 12, 14, 2, 6, 9, 9, 17, 17, 11, 14, 16, 2, 6, 7, 8, 11, 13, 16, 18, 6, 2, 8, 11, 13, 14, 15, 14, 5, 2, 11, 1, 4, 5, 7, 9, 10, 14, 17, 18, 17, 11, 11, 16, 6, 7, 9, 12, 15, 13, 8, 10, 11, 15, 17, 6, 7, 9, 16, 1, 4, 16, 10, 3, 4, 7, 11, 12, 16, 17, 18, 5, 11, 11, 18, 11, 2, 6, 7, 8, 10, 11, 16, 18, 3, 13, 6, 18, 4, 5, 7, 14, 12, 8, 12, 18, 4, 8, 14, 14, 5, 8, 9, 13, 18, 1, 3, 4, 5, 7, 10, 17, 13, 4, 14, 7, 18, 6, 12, 14, 17, 18, 4, 16, 4, 9, 13, 15, 3, 13, 18, 2, 8, 11, 5, 1, 4, 5, 10, 16, 1, 10, 18, 5, 5, 2, 4, 13, 18, 1, 10, 11, 12, 14, 15, 16, 17, 1, 12, 14, 15, 17, 12, 2, 3, 6, 9, 13, 14, 15, 6, 6, 2, 14, 7, 7, 12, 7, 1, 9, 11, 11, 1, 3, 5, 10, 11, 18, 2, 2, 2, 6, 12, 13, 8, 1, 2, 8, 10, 13, 7, 4, 5, 7, 8, 10, 11, 15, 16, 17, 18, 6, 14, 12, 9, 8, 2, 15, 10, 14, 14, 14, 3, 12, 1, 1, 8, 12, 10, 1, 2, 6, 12, 18, 1, 4, 5, 14, 15, 17, 18, 12, 5, 7, 14, 9, 2, 14, 11, 7, 8, 13, 16, 18, 15, 15, 5, 15, 1, 3, 4, 5, 10, 12, 11, 15, 16, 4, 5, 6, 7, 10, 12, 13, 15, 16, 17, 18, 5, 1, 3, 9, 15, 4, 8, 4, 10, 12, 17, 2, 3, 6, 7, 8, 10, 11, 14, 15, 6, 13, 15, 2, 10, 11, 12, 14, 15, 18, 1, 3, 4, 6, 12, 15, 16, 17, 18, 4, 11, 13, 16, 5, 11, 13, 16, 2, 1, 4, 9, 12, 17, 18, 13, 2, 15, 13, 8, 11, 13, 14, 15, 4, 1, 9, 5, 14, 16, 16, 10, 4, 11, 16, 9, 6, 8, 9, 17, 4, 5, 16, 6, 11, 9, 17, 1, 9, 2, 15, 15, 7, 14, 16, 1, 9, 17, 1, 9, 12, 13, 18, 1, 9, 1, 3, 9, 12, 1, 3, 12, 1, 11, 13, 15, 4, 6, 10, 14, 15, 16, 18, 3, 16, 11, 12, 6, 5, 13, 8, 10, 11, 10, 10, 14, 6, 9, 9, 13, 7, 4, 9, 13, 2, 5, 6, 7, 9, 14, 15, 2, 4, 5, 10, 10, 17, 18, 11, 12, 4, 15, 14, 14, 3, 14, 15, 2, 5, 8, 9, 17, 14, 18, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 18, 1, 3, 5, 7, 14, 17, 18, 3, 16, 7, 1, 9, 18, 18, 8, 11, 2, 4, 10, 11, 16, 18, 8, 13, 13, 13, 1, 14, 1, 2, 15, 2, 15, 2, 15, 15, 15, 7, 18, 16, 16, 3, 4, 5, 6, 9, 12, 18, 9, 2, 3, 11, 14, 6, 6, 8, 14, 14, 14, 14, 3, 5, 12, 14, 15, 18, 5, 1, 2, 12, 4, 4, 17, 17, 1, 3, 14, 8, 18, 2, 7, 9, 10, 16, 17, 1, 10, 11, 15, 4, 15, 15, 3, 5, 10, 4, 11, 17, 18, 4, 4, 4, 2, 5, 13, 17, 18, 3, 9, 17, 1, 3, 9, 17, 3, 1, 3, 12, 13, 1, 10, 14, 1, 10, 11, 14, 15, 8, 8, 8, 9, 13, 1, 3, 4, 5, 7, 10, 12, 13, 15, 17, 5, 14, 14, 4, 8, 2, 4, 5, 8, 10, 13, 15, 16, 2, 2, 15, 7, 6, 5, 10, 18, 2, 8, 10, 11, 2, 18, 13, 7, 7, 2, 9, 10, 11, 12, 14, 9, 13, 3, 13, 8, 1, 4, 5, 10, 13, 3, 1, 2, 8, 10, 11, 15, 16, 3, 5, 6, 7, 8, 10, 11, 13, 15, 17, 2, 4, 5, 7, 10, 12, 13, 14, 15, 17, 3, 4, 5, 7, 10, 11, 18, 17, 14, 7, 2, 1, 15, 3, 2, 1, 4, 7, 12, 1, 12, 11, 15, 11, 15, 5, 11, 16, 3, 2, 3, 9, 9, 15, 8, 12, 13, 12, 6, 8, 13, 5, 8, 10, 13, 7, 6, 7, 7, 8, 6, 16, 18, 8, 11, 14, 11, 3, 6, 10, 16, 10, 2, 5, 7, 8, 10, 11, 12, 13, 6, 8, 12, 15, 18, 7, 16, 2, 9, 11, 14, 1, 4, 11, 10, 11, 1, 2, 5, 7, 13, 14, 4, 10, 5, 8, 10, 11, 15, 16, 17, 18, 10, 11, 13, 15, 16, 11, 3, 4, 3, 13, 11, 1, 4, 5, 7, 7, 3, 16, 13, 8, 8, 1, 13, 1, 2, 6, 9, 17, 12, 17, 18, 1, 16, 11, 13, 7, 16, 18, 2, 2, 3, 4, 18, 2, 2, 5, 6, 14, 5, 13, 16, 10, 11, 16, 17, 9, 12, 16, 10, 17, 17, 17, 18, 14, 6, 7, 16, 7, 7, 13, 16, 7, 18, 15, 16, 14, 17, 2, 14, 15, 1, 3, 4, 1, 2, 13, 4, 13, 14, 15, 17, 8, 8, 13, 10, 6, 8, 11, 15, 1, 3, 5, 6, 10, 16, 1, 3, 4, 8, 9, 10, 11, 12, 14, 15, 17, 18, 1, 6, 9, 11, 12, 11, 16, 16, 10, 6, 13, 14, 17, 12, 12, 13, 3, 4, 10, 5, 8, 5, 15, 18, 1, 3, 11, 12, 3, 16, 12, 16, 3, 7, 11, 14, 12, 9, 16, 9, 13, 17, 2, 1, 3, 4, 7, 12, 12, 18, 18, 1, 2, 3, 4, 9, 2, 6, 9, 1, 10, 12, 3, 3, 3, 18, 6, 12, 18, 4, 12, 10, 10, 2, 4, 5, 7, 10, 11, 13, 15, 18, 1, 2, 6, 7, 9, 12, 14, 17, 15, 4, 7, 8, 11, 2, 6, 6, 7, 8, 10, 16, 17, 1, 6, 18, 18, 18, 5, 7, 9, 15, 1, 3, 5, 17, 11, 12, 13, 15, 18, 1, 9, 14, 14, 3, 7, 8, 9, 11, 15, 16, 17, 18, 1, 2, 5, 8, 10, 11, 12, 14, 10, 14, 1, 2, 3, 5, 10, 11, 14, 15, 13, 16, 8, 5, 9, 3, 1, 1, 1, 1, 3, 9, 17, 12, 17, 17, 11, 3, 4, 5, 2, 13, 17, 14, 6, 1, 12, 3, 13, 10, 3, 4, 5, 7, 1, 3, 6, 9, 12, 14, 8, 13, 2, 4, 8, 11, 16, 5, 8, 11, 1, 4, 7, 7, 2, 12, 2, 5, 1, 1, 3, 5, 7, 10, 11, 14, 15, 17, 13, 12, 17, 13, 7, 2, 2, 10, 16, 10, 17, 17, 17, 5, 13, 18, 17, 14, 1, 4, 6, 7, 10, 12, 14, 15, 17, 16, 11, 17, 10, 17, 17, 5, 5, 13, 5, 6, 7, 8, 10, 11, 15, 16, 17, 18, 3, 16, 17, 4, 5, 6, 8, 12, 13, 15, 16, 18, 7, 6, 6, 4, 5, 8, 10, 15, 16, 17, 16, 18, 12, 18, 4, 12, 12, 16, 18, 3, 7, 16, 14, 3, 12, 9, 12, 13, 14, 16, 16, 9, 17, 18, 17, 17, 10, 5, 3, 16, 16, 16, 5, 8, 1, 8, 11, 11, 7, 7, 16, 11, 2, 2, 4, 7, 2, 12, 16, 2, 1, 1, 15, 1, 12, 3, 5, 13, 17, 12, 2, 6, 17, 10, 11, 2, 16, 3, 16, 3, 18, 6, 3, 5, 5, 5, 9, 16, 16, 14, 16, 4, 8, 1, 2, 8, 12, 14, 7, 8, 9, 13, 7, 13, 9, 5, 1, 4, 5, 1, 3, 6, 7, 9, 3, 12, 12, 18, 17, 2, 9, 15, 15, 15, 15, 2, 3, 5, 14, 15, 7, 16, 18, 7, 15, 7, 3, 8, 13, 18, 7, 16, 5, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 3, 9, 17, 18, 18, 7, 14, 6, 8, 17, 14, 18, 11, 7, 6, 18, 14, 3, 6, 8, 9, 9, 1, 3, 6, 9, 11, 13, 14, 16, 17, 18, 3, 4, 5, 11, 14, 17, 1, 9, 1, 4, 7, 9, 12, 4, 6, 7, 8, 10, 12, 15, 17, 18, 5, 6, 8, 13, 14, 15, 16, 17, 18, 8, 9, 18, 9], "Freq": [0.9997435426117153, 0.10649444287705427, 0.6440009400165136, 0.14889859376809952, 0.1006856550837604, 0.9934742623947259, 0.00699629762249807, 0.9956294114210741, 0.9999048015081642, 0.04661118431545661, 0.9536396358594772, 0.030660488713216145, 0.1850156529218107, 0.013159008031423237, 0.24396800890258682, 0.19475331886506392, 0.1775150183438995, 0.08184902995545254, 0.05421511308946374, 0.018817381484935232, 0.15159413338448555, 0.8481430393666476, 0.9999259900718651, 0.5845751936178993, 0.043625014449096965, 0.3194890764066219, 0.05235001733891636, 0.15996017207998903, 0.66581712652098, 0.1743155721384496, 1.030937422456905, 0.10991111867766967, 0.2515128573859718, 0.5244043076497512, 0.1141868372532312, 0.9990139606319512, 1.0019470945391584, 0.02221946292358348, 0.2316259120595141, 0.3117118899351639, 0.01278818009990416, 0.42169023879433964, 0.31917902430226625, 0.38922549895566577, 0.00017643948275415493, 0.05152032896421324, 0.0606951820674293, 0.13532908327243684, 0.044109870688538735, 1.0020326349113844, 0.039241167759038305, 0.10015085912912806, 0.1833896998301184, 0.4415622311471583, 0.17348031403238146, 0.06223094280978802, 0.9994621237979359, 0.15204770866833217, 0.06376537344992315, 0.02185785528600368, 0.09376009457232236, 0.015795092505944266, 0.051905758538052536, 0.06424401261676994, 0.07573135262109304, 0.03435565575367002, 0.17103372895325508, 0.034142927235071445, 0.09466419077636631, 0.08881415651490547, 0.03786567631054652, 0.3763086504426428, 0.07182500851089864, 0.056742992954393244, 0.17455578660480014, 0.32055464211490564, 0.9035546962678953, 0.09651975660312347, 0.9997067901685107, 0.96954930340459, 0.9998456589224906, 0.08983771925075681, 0.12691360338598978, 0.7842975490145436, 1.0054585368640192, 0.10071205193877023, 0.6156850093672335, 0.1293439076589375, 0.05746393420760845, 0.09690781936056618, 0.6940578231901272, 0.09306093659253392, 0.06238722006203391, 0.15076911514991528, 0.40537126171211807, 0.5946128046086785, 0.9999236328818654, 0.9998891230067012, 0.901570488663977, 0.024704494889557515, 0.9738167171581392, 0.0011490462739329077, 0.29264370744873075, 0.12608897214724873, 0.05659342238236978, 0.43486033882411596, 0.0900216615097799, 0.12589453203809944, 0.8727880538410548, 0.001210524346520187, 1.0003497969694497, 0.000774941753206165, 0.9988999198827466, 1.000539661699598, 0.7586357876807678, 0.2407791415446137, 1.0000730260467205, 0.9999120735332067, 0.05081871479819943, 0.07719298450359408, 0.8015204890956518, 0.07011696092409796, 0.0729304553568217, 0.926524939885256, 0.999949977121604, 0.9984576353147921, 0.01453754410888632, 0.986130075386122, 0.9972472870719699, 0.004225624097762584, 0.001896724680035318, 0.9976771816985773, 0.9963024712022864, 0.0026081216523620066, 1.0196515437150035, 0.004309492625084968, 0.9954927963946276, 1.010024626463448, 1.000503505631054, 1.0073990415346545, 0.003247274806784415, 0.52015438268674, 0.08472435177701156, 0.39173942441844717, 0.9300370159837166, 0.2526984202146284, 0.5618467124112353, 0.18564051859845265, 0.06526452935936224, 0.9341785574967536, 0.9999948465992999, 0.9986739225955131, 0.032866115485467244, 0.060863176824939344, 0.6901884251948122, 0.21586140047245153, 1.000585201773716, 0.046747910444650195, 0.2940272538027846, 0.4436063148139443, 0.07268729977674268, 0.12278452697581141, 0.020095900526511213, 1.0306869545195325, 0.9987703046099954, 0.41861185980444593, 0.5813932545331919, 0.1503709429326213, 0.16290185484367306, 0.6559659974307103, 0.030782457520627183, 1.0004481977266606, 0.9999573591778524, 1.002566237533129, 0.999119064642613, 0.9997897921824952, 0.9999550937686567, 0.11603431341850691, 0.10275092400359366, 0.5149266837898724, 0.13752214923674894, 0.12814563906151605, 0.06857884653391651, 0.4236796700105068, 0.005548450366821724, 0.058813573888310273, 0.005548450366821724, 0.411473079203499, 0.026632561760744276, 0.06361966471756512, 0.6701372817020078, 0.14002414244057396, 0.12632612850616998, 0.06264309442574342, 0.033544366692494866, 0.07193852134053116, 0.12084054989224054, 0.7113022334794092, 1.0015078190695397, 1.0002506062345884, 1.010024626463448, 0.9869247599493992, 0.07587858515443852, 0.05217801013041293, 0.1499199164310456, 0.3158239415992247, 0.08065544523680027, 0.019842341880579564, 0.30590277065893495, 0.9013570371625858, 0.9993981967706558, 1.0008928978399503, 0.999069975983911, 0.0014111157852880099, 1.0055530287075076, 0.5557633862751733, 0.3757064441619742, 0.06849588828842317, 0.9994322568563409, 1.005359772219807, 1.0007780520883913, 0.1324230406385857, 0.6864301682819344, 0.1810529708165974, 1.0000913091752848, 1.001007533641462, 0.922530007792961, 1.0160218210525902, 0.9996316226219537, 1.0050400011436935, 1.0013331285357079, 0.9991738889986621, 0.12114574485989374, 0.8788086353648645, 0.004301631622334284, 0.9958277205703868, 1.0364129447991985, 0.901570488663977, 1.0011499497976486, 0.8174128331995313, 0.10739730655176323, 0.07398481118010355, 0.030347178771566945, 0.9694237663139441, 0.9965764273482344, 0.9985243400580607, 1.0144160378828542, 0.9991744210086192, 0.061265177461484376, 0.35919334573991774, 0.34774191070038796, 0.04466059665416618, 0.14390636699675768, 0.04313373864889554, 1.000964867425521, 1.0721749193551813, 0.18594743582110218, 0.10740545919815901, 0.13932181012267655, 0.14986808260208234, 0.0002775334863001525, 0.41741036339542936, 0.9999937239845073, 0.9998625405244325, 1.000303892368163, 0.9772439272481496, 1.0000178408744114, 0.9962341466175605, 0.9559813334950725, 0.04323533669073192, 1.0014367027165634, 0.0035911563146997206, 0.9911591428571229, 0.0035911563146997206, 0.000341590857907451, 0.9994948502372016, 0.032716772492672436, 0.966631914556231, 0.5560863582675994, 0.06773856488812117, 0.3761853324484497, 0.9962291744727827, 0.003906781076363853, 0.9968445424100464, 1.0022606883868255, 0.9013570371625858, 0.9908099979050489, 0.007884429691552113, 0.14749618199832165, 0.8528162703511981, 0.9691544162319894, 1.0518322367746398, 0.08678449460466643, 0.09362025959065043, 0.07073530724626921, 0.2503970435083269, 0.015454773011789913, 0.03640787872969739, 0.0906481878576139, 0.03447603210322365, 0.12883930962713322, 0.06583138888675895, 0.07771967581890504, 0.049039183595102606, 0.9882738102095859, 0.8623192975418265, 0.1375684482459723, 1.0091862207001376, 0.999900194460017, 0.03424647511627939, 0.6980548033613424, 0.11148962603934127, 0.08388123420551251, 0.062458329066694566, 0.009806259394529341, 0.8727542993210211, 0.12711758451253163, 0.00022458937193026792, 0.9968445424100464, 0.0432596384890978, 0.20249192484258546, 0.7538222111185341, 1.0002262109589866, 0.7676803154910827, 0.2322887518532916, 1.0010884573245444, 0.42801990447195226, 0.002710359070871025, 0.09171855095827548, 0.07860041305525972, 0.01398545280569449, 0.0735049380020222, 0.04444988876228481, 0.10722180484365776, 0.004987060690402686, 0.15503253885382265, 0.9993972621172117, 1.0013923442517016, 0.9991709622865304, 0.9999425924837916, 0.9998571855369771, 0.5473021836290844, 0.404807650909287, 0.047591494228616034, 0.8950498192484412, 0.754687396213845, 0.10094988233487778, 0.14446276265163543, 1.0000808720842354, 1.0009057072153797, 0.4223469282239178, 0.5776697833599383, 0.9994540165037892, 0.922530007792961, 1.0034675298603282, 1.0013017374099922, 0.9964708069596633, 0.004957566203779419, 0.99985161493617, 0.9929304160286676, 0.9919933328804693, 0.007554723683331049, 1.000140947192531, 0.11239542942101181, 0.7609042849723612, 0.12676416329585707, 0.0010648242562426033, 0.14162162608026624, 0.8571835262752957, 0.4064068557250991, 0.11971922301407083, 0.37703573967898035, 0.05235720686482031, 0.04469517659191977, 1.0008146075660516, 0.10052733343737058, 0.061656764508253956, 0.8377277786447549, 0.08306210655068312, 0.057726560537154296, 0.11914120688640456, 0.4616521327401867, 0.018119725946384543, 0.0586886698794402, 0.1725382753832723, 0.007376171624191938, 0.02164746020143286, 1.0000677492164602, 1.0009057072153797, 0.024705909603611662, 0.0746792267563716, 0.1156685767805455, 0.7844126299146702, 0.1111055962976593, 0.054456361343260644, 0.00036547893518966873, 0.2792259064849069, 0.00036547893518966873, 0.20905395092849052, 0.345377593754237, 0.04962259409753146, 0.874508324965192, 0.0002054765801140019, 0.0756153814819527, 0.01883098994931539, 0.20890629475021757, 0.772070587921931, 0.9996252855750479, 0.8957139399190392, 0.10433894277023015, 0.9984860282361402, 0.45344728190162276, 0.14890682824416068, 0.14003968652120244, 0.034857039876456504, 0.09662126842947592, 0.07277171482979515, 0.0532028503377494, 0.9998377523026718, 0.9236562009569, 0.9985963315829581, 0.5280352189453198, 0.06618095216433507, 0.40596364559342124, 0.9999490317347794, 1.0002183336678496, 0.00046862793927000617, 0.9995833944629231, 0.5789276334649238, 0.028328577587560043, 0.10306780356325036, 0.15128665903143768, 0.11843756374373507, 0.019890277880627263, 0.9994540165037893, 0.8423687264089679, 0.15775543352999488, 0.9998548948781653, 1.0042638581578829, 0.9999005560538411, 1.0019392868523485, 0.001079053339889053, 0.9992033927372631, 0.0009461427166182204, 0.9991267087488407, 1.000549909065745, 1.000349797983552, 0.9999420717915425, 0.9883490363286286, 0.011979988319134893, 0.8481612164517935, 0.06698212963094125, 0.02846740509315003, 0.05609753356591329, 0.9954974984204327, 1.0007763355276365, 1.0002287415330888, 1.000797470799087, 0.9945134600248225, 0.004479790360472174, 1.0098625416876827, 0.7471462210008278, 0.2527383513015146, 1.0029727249140363, 0.9892090029765067, 0.07995146732217324, 0.023143845803786995, 0.05891160750054871, 0.8384384138917379, 0.10650860364336484, 0.8932480276485685, 0.996780701889171, 0.5437602909740766, 0.16291337444287488, 0.2930830393601637, 0.0002683910616851316, 0.004657258445544772, 0.14437501181188794, 0.0004233871314131611, 0.26588711852746516, 0.5846976284815755, 1.0004269018946763, 1.0144160378828542, 0.13192075928482702, 0.05120092835609128, 4.353820438443136e-05, 0.7124591765468348, 0.10436107590948197, 0.000101538290490417, 0.9998475464591363, 1.0003622327716848, 0.999804311720551, 0.9996654556830322, 0.5518148603183484, 0.02305139197987959, 0.0010639103990713657, 0.0987663487137918, 0.32555658211583793, 0.8917064982649218, 0.10826458588205451, 1.0000877799982144, 1.0033355559208117, 0.901570488663977, 0.1376547834096874, 0.8614895195056269, 1.0423922827064263, 0.9470625453886353, 0.0502721556627529, 0.0016216824407339647, 0.9883338231074446, 0.010440146018740612, 0.00798290382083564, 0.9925410417238979, 0.7259288905511, 0.034756295871631974, 0.021413831579678466, 0.0006588871255285682, 0.11859968259514228, 0.057982067046514, 0.04052155822000694, 1.0052426306698994, 0.09788251379572473, 0.009901879505040146, 0.09528529949932076, 0.07207269672521024, 0.32870993438862783, 0.15924170154826858, 0.23683347865333726, 1.007311503741558, 0.08946587675493282, 0.05034719380135896, 0.14198633072037922, 0.629158817503313, 0.08946587675493282, 0.2133567219051995, 0.07470473456064408, 0.09173741404047094, 0.1528458869110778, 0.19647345189449394, 0.22321774686720453, 0.00014940946912128818, 0.04751221118056964, 0.8025818261477958, 0.16264442310192076, 0.03420093009152539, 0.9803220734424188, 1.0041694112375728, 0.10658000477096856, 0.8934957066632864, 0.9986739225955131, 0.2454736964624459, 0.7546189782467616, 0.10048672014999427, 0.9002508901109076, 0.9999983814365254, 1.0005089511135605, 0.9998421290970525, 0.9991088163849334, 0.9186631409876999, 0.0814113790987234, 0.013465936818088603, 0.07619749614137941, 0.08572218315905183, 0.11534724415884677, 0.18484461563951868, 0.024961248735969117, 0.0007225624634096323, 0.19699680252413523, 0.16592661659752103, 0.05557162218586809, 0.049462684995223015, 0.03074174844324618, 0.16153156930090867, 0.7353822656313606, 0.10231784039275886, 0.00043539506550110155, 0.9423397410610923, 0.0008621589579698923, 0.056040332268043, 1.0301223281858123, 0.0024603600468909533, 0.9964458189908361, 0.32570878463525543, 0.6602123129897124, 0.014253550165602426, 0.999501089182879, 0.8301174430871388, 0.0019883052529033264, 0.16801179387033108, 1.0020371090267122, 1.0171020673277742, 0.9882738102095859, 0.08634550832711405, 0.9134000341662359, 0.9968445424100464, 0.0008104355922937252, 0.9927836005598134, 0.006483484738349802, 0.12069501097472776, 0.19756099424147958, 0.6816625163627417, 0.9990081269582399, 0.9260354227095922, 0.07401477425423474, 1.0041474328306326, 0.9776586203076346, 0.022578721023271006, 0.18628999454236517, 0.04924879152173966, 0.15750108695398407, 0.142994078786077, 0.1114288299793551, 0.3525453105631897, 1.000166649827893, 1.0000141390299149, 0.9999830151751808, 0.983531442178884, 0.06738324272179197, 0.0722155071400878, 0.44886367263281346, 0.2977211799938936, 0.0628194374378459, 0.05100723552645607, 1.0088628479222856, 0.9990460979149322, 0.9996679133770322, 0.1048510155275469, 0.8956024242977964, 1.0027057815071678, 1.00086718084952, 0.9992601639311984, 1.002001855601071, 0.9998985123604015, 0.9941528008105555, 0.9998422327371229, 1.0000345299004063, 0.011720890526772259, 0.9884617677577938, 1.0735248918262037, 0.06717208398349285, 0.08630831721134836, 0.1080481195858509, 0.042568355547678606, 0.13981166317494442, 0.38610930444775154, 0.1485336198162119, 0.02134926700250548, 0.9177880524011908, 0.08253812396960855, 0.003161466503167233, 0.9958619484976785, 0.9966898005734454, 0.9988237113352171, 0.9968002758757935, 0.0036296778365982464, 0.9993404179801619, 0.10398221130889636, 0.4031963295651083, 0.08541395928945057, 0.042706979644725286, 0.3644682610674071, 0.9994834110278887, 0.07146505757476984, 0.20563683920072806, 0.034297339680579554, 0.05299159778973665, 0.14528529727352799, 0.027526191074113207, 0.16935231460303338, 0.20585763752485198, 0.013836694978431237, 0.07367304081600888, 0.4392021852400424, 0.36501262692246766, 0.19564846379177564, 1.0011799898986404, 0.2570179705714666, 0.7434644120485362, 1.0003426609940906, 0.9818866717255589, 0.9997739428809277, 0.9914927408788443, 0.794032701308518, 0.027783016535641428, 0.135959442621224, 0.042265652814858765, 0.9959127270419051, 0.00260029432648017, 1.0015078190695397, 0.9996654556830322, 0.9920394837159643, 0.9229450943418249, 1.001498379398203, 0.08043787582751559, 0.7130708992277057, 0.0054349916099672695, 0.09565585233542394, 0.10543883723336503, 0.0003814398629837635, 0.0003814398629837635, 0.9989910011544766, 0.0871659649018819, 0.720993747320136, 0.048737958869869445, 0.009372684398051816, 0.0665460592261679, 0.06748332766597308, 0.09485333118077151, 0.80548423397293, 0.09741693472619777, 0.0010254414181705028, 0.0010254414181705028, 0.9898801187061734, 0.8786908579158884, 0.12098803189662441, 1.000795002116465, 0.9840320083124919, 0.30017222297581975, 0.6997823030984281, 0.1579447926995811, 0.0647314724178611, 0.03452345195619259, 0.444920987085432, 0.2222447219679898, 0.07422542170581407, 0.001294629448357222, 0.07118616063627159, 0.8171578023038677, 0.11073402765642248, 0.0004943483377518861, 0.7677295978578998, 0.23175239935337016, 0.9999048015081642, 1.0009002754452758, 1.0028852206234005, 0.6417846639683857, 0.10866195368776903, 0.1469405964641422, 0.0018521923924051538, 0.029172030180381173, 0.07161810583966595, 0.999095348706634, 0.49475866383724404, 0.5051661267955277, 5.0521664846037375e-05, 0.997548697033452, 1.0063963721377758, 1.0004325417843667, 0.9981472215464826, 0.9981472215464824, 0.9998646758848836, 0.0014154683729401636, 0.9979052029228153, 1.000678920797991, 0.11050762008782472, 0.05062072659302529, 0.02951445753898424, 0.18841206033607383, 0.3553746602513742, 0.07962039708191097, 0.04564445177540586, 0.1405368646769075, 0.9882738102095859, 1.0005489089023902, 0.9998147832883948, 0.9959721099213478, 0.9999771980587969, 1.0013872032624882, 0.32833726292838405, 0.3375399089363868, 0.3342532496478144, 1.000168671815141, 0.996332408416398, 0.9969690790003481, 0.0008726777779107778, 0.9992160557078404, 1.002393587140565, 0.002706577410481864, 0.996020487057326, 0.9483502838044584, 0.051430200134806744, 0.0836508585807793, 0.15399362602370734, 0.30456517146911005, 0.45703787279134866, 0.0003802311753671786, 0.0051432800903715445, 0.9926530574417082, 1.000097648142853, 0.9997343748910885, 1.0003548141375807, 1.0004072610266062, 0.08155977808551364, 0.05097486130344602, 0.8674222231803065, 0.9229450943418249, 0.9988862176180839, 0.0018532211829649051, 0.07913393902347825, 0.18667493308102562, 0.0008116301438305462, 0.7333078349508985, 0.9997625473039379, 0.846457410472313, 0.15376563188474118, 1.0003300128380535, 1.0180267685748194, 0.9926916177119076, 0.19004873312628948, 0.12630322055684653, 0.06572518687284178, 0.09502436656314474, 0.0261317008048648, 0.4965023152924312, 1.0024455083746318, 1.0002449175266446, 1.000166649827893, 0.37857962732662387, 0.0432132207662743, 0.5782088005597806, 1.0000080142482584, 1.0023873892123065, 0.9229450943418249, 1.0000616103342825, 0.6800258687005488, 0.0484518431449141, 0.1997575989307862, 0.06460245752655214, 0.000850032335875686, 0.005950226351129803, 1.0045326751523356, 0.9236562009569, 1.0000898015015651, 1.0000049834368123, 0.9998466521417793, 1.0196515437150035, 0.9999805459128881, 0.9882738102095859, 0.7776237291559583, 0.03681059072927614, 0.18577845008681548, 0.9996754724273548, 1.0009653069168047, 0.14652878512347312, 0.04836069918038464, 0.1390886775572601, 0.473480178727612, 0.020460295807085808, 0.1719491526413676, 0.015401840570154113, 0.020022392741200348, 0.11566782268185738, 0.10026598211170328, 0.1988377617606896, 0.001232147245612329, 0.07885742371918905, 0.06961631937709659, 0.03742647258547449, 0.14847374309628564, 0.21423960233084371, 0.9013570371625858, 1.0010911440635055, 0.3461548464000192, 0.16826296270638752, 0.051743292577918015, 0.1278993040224853, 0.06574899583209132, 0.13227608628941448, 0.03812663663636064, 0.06701339959809306, 0.0027233311883114743, 0.998286119364927, 0.0019346630220250522, 1.0008383106088043, 0.366837756967146, 0.5391870469096935, 0.03727228546725013, 0.056889277818434406, 0.9947066779535847, 0.11129917392140055, 0.0015675939988929657, 0.822986849418807, 0.06427135395461159, 0.7315743870569904, 0.268335079502484, 1.0015917592004782, 1.0012418036246353, 0.16155473077146967, 0.09084812671978897, 0.5788927144470274, 0.16873807102373206, 0.10418006028826468, 0.027982247598087623, 0.86788017165761, 0.9991634808370198, 0.9989924204910453, 0.00019577302547896236, 0.0023492763057475483, 0.0608854109239573, 0.936578153891356, 0.9996332792924547, 1.0004174619168922, 0.038713734986564594, 0.09051639942096769, 0.24518698824824242, 0.2298858453726002, 0.039635490581482795, 0.21937783159053267, 0.13678853028586155, 0.05201675115660858, 0.00036122743858755954, 0.024021624666072713, 0.06736891729657986, 0.27742267283524574, 0.23678458599414529, 0.08832010873465831, 0.060866823402003785, 0.11938566845318843, 0.07314855631398082, 0.9978770427420856, 0.6776503497971624, 0.3223882314635894, 1.0001797608615997, 0.9882738102095859, 0.06548803645705126, 0.040497199556199515, 0.06533748924680516, 0.025291931321343934, 0.07963947422018418, 0.08626355147101235, 0.4245431328939875, 0.11260931326407894, 0.0022582081536914227, 0.055551920580809, 0.008280096563535217, 0.03402366951561744, 1.0010166030390246, 1.0015783249055408, 0.7877858500427841, 0.21223133515871614, 0.7480734933458568, 0.12179689037389829, 0.13044296592513183, 0.9679356910845386, 0.38312570476241403, 0.07041874324293591, 0.021592187835661397, 0.4667818696935444, 0.05804934920642637, 0.0031562072656053544, 0.9973614959312921, 0.9992771148782157, 1.0003605422095856, 1.0001723893080225, 0.9965764273482344, 0.999996109153963, 0.7184814999520696, 0.2814502717857355, 0.9928661824126777, 1.0003998692305625, 1.0069310466544963, 1.0017657139837677, 1.0005686063669317, 0.9996583761911798, 0.8505244684608715, 0.14949836262732658, 0.9985683290659357, 0.19670488564957817, 0.8034091112675542, 0.140333619507253, 0.8593625771887453, 0.11107254517476708, 0.8890202526661556, 0.3782353331021972, 0.23979416722455443, 0.057390737355743356, 0.03453036008033584, 0.07321715239256395, 0.09096192076718097, 0.031173241739192076, 0.09463876466462415, 0.9939408708296578, 1.0000808964236894, 0.02364091278345051, 0.11524944981932124, 0.8141339339800769, 0.04654304704241819, 0.1748546471621834, 0.0432112059078959, 0.007034382357099333, 0.7747869710462265, 0.3123577511339131, 0.6878824686381352, 1.0046071159398602, 1.0011297978260343, 0.06774460119933164, 0.9323121873162072, 1.0026573513197534, 1.0018676135180764, 0.9866405034716892, 1.0001756462997315, 1.0000516184321175, 0.9995811850000841, 1.0023163868453253, 0.002072306399805206, 0.09532609439103948, 0.814416415123446, 0.08807302199172126, 0.0908075594963862, 0.00796716374444864, 0.08048646100925956, 0.06581963684334274, 0.13571339151055126, 0.0360333087533018, 0.09524382112681783, 0.0689883951507939, 0.14186983622217067, 0.15454486945197532, 0.12240460661925638, 0.6199859740450103, 0.37971877086106276, 0.0002012288133868907, 0.8950498192484412, 0.9996541448329739, 0.9997391566660235, 0.014158687534214204, 0.9858917688297575, 0.9993981967706559, 0.9995380482291133, 0.2068336952590501, 0.793334721541562, 0.9919235180985421, 0.08923801426980953, 0.0725744047255699, 0.27494955747995364, 0.54726801871608, 0.015786577462963847, 1.002160058365243, 0.7509593474215128, 0.24854760702269538, 0.0006645657941783299, 0.15631341085490646, 0.00021325158370382876, 0.21900937646383212, 0.0004265031674076575, 0.1603651909452792, 0.3414157855098298, 0.1224064090459977, 0.9013570371625858, 1.000075449077824, 0.9813847135167064, 0.0020039271575147573, 0.9719046713946573, 0.026051053047691845, 0.9776846948079828, 0.7898836702541847, 0.030211466721628284, 0.17980695516581996, 1.0009562118237856, 0.5114785424431619, 0.48854082247387237, 0.760726137243691, 0.2394223346673942, 0.9958010196350666, 0.004547036619338204, 1.0003659995361243, 0.9892655896956456, 0.9998571855369771, 0.9999740577836612, 1.0071946212124432, 0.9997251984927512, 1.0014820675295648, 1.0006965913981691, 1.0013127838805573, 0.030189046142387547, 0.0674384337213012, 0.8207038269837775, 0.08155911659435346, 0.9865859724066892, 0.012648538107778067, 1.0348816587114766, 0.9013570371625858, 0.8415097873491085, 0.15890578907249175, 0.15131468085190003, 0.8489250874085471, 0.09742715324283394, 0.012498541215169023, 0.11955571801723155, 0.10306174149557408, 0.03821275305949218, 0.150084941641169, 0.18379002409846906, 0.005224800016177215, 0.0001024470591407297, 0.07468390611359195, 0.07191783551679225, 0.14332343573788084, 0.6639649603412453, 0.20564271125903796, 0.09120555394752311, 0.039579768694208144, 1.0348816587114766, 0.2799170291717107, 0.7202505460589957, 0.8525614835393382, 0.14794449273182633, 7.143608137221253e-05, 0.13022797634154346, 0.2874587914417832, 0.045861964240960444, 0.040575694219416716, 0.017716148180308706, 0.08443744818195521, 0.04150436327725548, 0.05500578265660365, 0.29717409850840415, 0.9982109144932123, 0.7376147554305603, 0.07091454139928896, 0.19203864860683362, 0.06355263773299924, 0.018751319119379755, 0.10522386095539621, 0.8124645266179307, 0.9996709119066762, 0.9977242404266038, 1.0069730930231635, 1.0001180537809071, 0.9967154191521582, 1.0031104978134076, 0.09946468302573658, 0.07666603657938798, 0.49464122142911243, 0.08158339169526709, 0.13969758851929295, 0.10795829640770958, 1.0180267685748194, 1.002364818289053, 1.0556070868078857, 0.9993981967706558, 0.9977183277332937, 0.9908765368726237, 0.007506640430853209, 0.9982950858827102, 0.2706675310015018, 0.010534320110463532, 0.31785698537388435, 0.028593154585543876, 0.0988936173635352, 0.12232710495619899, 0.15124273872879787, 0.790844997545041, 0.10034512260682518, 0.0003135785081463287, 0.10849816381862973, 0.06727501332446206, 0.9327589685256498, 0.09713985692618617, 0.06870867928925363, 0.8339812106833544, 0.901570488663977, 1.0229140791410758, 0.11799792985557007, 0.8821064756276152, 1.002291878439509, 0.9987146076533461, 0.9954840812331412, 1.1104424408562843, 0.9994586146266344, 1.0023873892123065, 1.0003290388571928, 0.9998777525608773, 8.850042065506083e-05, 0.04387378294721411, 0.8278374373616677, 0.12713789656966423, 0.0009607397725667323, 0.0007540022723831896, 0.0007540022723831896, 0.16211048856238577, 0.8361885200729573, 1.003073073295667, 1.0069310466544963, 0.9845548011732853, 0.2444197530212059, 0.07766532165603213, 0.06706338885854203, 0.27638992246480004, 0.056379270535489995, 0.024820028719705508, 0.010355376220804284, 0.17784947731603548, 0.0650909362450555, 0.03271290885545504, 0.0739934843159102, 0.00022253679493506828, 0.05496658834896186, 0.10793034554350811, 0.24846233154500372, 0.06631596489065035, 0.19739013710740555, 0.05162853642493584, 0.16634625421396354, 0.07725521230952138, 0.07509925289623241, 0.3356110153353161, 0.08318410069606605, 0.06413979254534682, 0.16834449752098032, 0.04491582111018685, 0.15127648549910933, 0.11191579519644737, 0.022316043120131183, 0.04228302906972224, 0.06560581097722777, 0.00016778979789572318, 0.12131202387860787, 0.5810560701128894, 0.03959839230339067, 0.015940030800093704, 0.9996679379606139, 0.8956052250074236, 0.10329391848054165, 0.0011737945281879733, 1.0306869545195325, 0.9997122312896144, 0.00029019222969219575, 0.6429854046986176, 0.35694653760630707, 0.21912577474124495, 0.11532935512697103, 0.02266818359392189, 0.031814994517785106, 0.5794305876551613, 0.031417307086312796, 0.18518767387458926, 0.3552208736186884, 0.1515447413049012, 0.1670023049180011, 0.020610084817466564, 0.0021216263782686167, 0.11850798770043273, 0.1850124455130344, 0.7141632670420834, 0.10050058768609277, 0.08052094811042292, 0.9188861137307086, 0.9878800610698301, 0.010855824846921209, 1.0071946212124432, 0.9049126831776173, 0.00044260317602417285, 0.5665320653109412, 0.43286590615164106, 0.8902187204593514, 0.11004911334596838, 0.7491428678101271, 0.2511729007727879, 0.28567464037649887, 0.3732965854089744, 0.29538531985174743, 0.045843440313382826, 1.0211189708144586, 0.9946276767603096, 0.5328289819796322, 0.46715471210772413, 0.7839097593733498, 0.2158895861375803, 0.9991629264956056, 0.0009294538851121912, 0.20889566094392933, 0.09315116795637984, 0.05231651083037238, 0.038704958455036555, 0.10926280138024673, 0.18898760815007082, 0.08833619704809778, 0.11796678725291046, 0.029075016638472437, 0.07333571075691137, 0.9985787451448934, 1.0047091936322163, 1.0001340185343062, 0.1368494346816474, 0.6405117870666795, 0.1781864288689904, 0.03301316259330463, 0.011286551313950302, 0.8842069434584809, 0.05626190240372113, 0.014065475600930282, 0.04603246560304456, 0.30419757399146785, 0.6957555205000193, 0.17442142957065204, 0.1775968522156314, 0.03175422644979361, 0.12452193086383352, 0.09883502982498261, 0.06339504494798082, 0.04048663872348685, 0.18927787123109122, 0.019336055748892182, 0.055229672432319604, 0.02517656525662208, 0.0023459494789875414, 0.9978105117293677, 1.0044761185406288, 0.7161510461662689, 0.12135665148564038, 0.00036700600247673503, 0.0220203601486041, 0.14007395761195388, 0.9995672809100614, 0.998189811698049, 0.9964682314111247, 0.21688231166762997, 0.783393867144284, 0.3191322523298238, 0.6805025968797712, 0.9202520304228755, 0.07974353457807334, 1.001956565704457, 1.0421185933877808, 0.9998443124233372, 0.922530007792961, 0.040947370318099294, 0.10143780374256417, 0.08220494798709328, 0.025126795422470025, 0.058939396669991415, 0.12718501386682357, 0.047151517335993126, 0.3080358994384288, 0.1150869271819306, 0.09430303467198625, 0.10602087472219972, 0.20645416280363485, 0.04269489279353448, 0.018911831707203192, 0.1110353755536551, 0.033668791296914774, 0.4004437092547949, 0.08080509911259545, 1.000031846086941, 0.9971464054820977, 1.005930211128634, 0.9998516149361701, 0.998544692513169, 0.9988855305586147, 1.0006035470018806, 1.0006811979115198, 1.0008658524300773, 0.9990588320637718, 1.0011119661766268, 0.9962367252849632, 1.0015078190695397, 1.0007646809517576, 1.0003355365774218, 0.9999465280078798, 0.007445137638195914, 0.9939258746991545, 0.5754426022156165, 0.03782984236863084, 0.1548293548489324, 0.23204903308593142, 0.922196398075322, 0.2533237282360791, 0.12821208131746842, 0.46451802434650363, 0.10760331148976723, 0.0465065159828655, 0.9985331621573955, 0.0017426407716533952, 0.04978774953628996, 0.950159893782039, 0.11574136546400601, 0.8843025323913141, 0.11513821165957347, 0.06345989805423004, 0.71225033259178, 0.10897965615220094, 0.22844966940233513, 0.7715432086256778, 0.06492555562732599, 0.0051940444501860795, 0.038089659301364584, 0.0017313481500620266, 0.8899129491318817, 0.03514249043555207, 0.07028498087110414, 0.27392646492132955, 0.20308660262229566, 0.41782571523111645, 0.9987105097060256, 0.08529203888726347, 0.080008461257079, 0.2907709535380636, 0.0007547968043120661, 0.49961742316194835, 0.04360403077218166, 0.042683240612749467, 0.22942241829352839, 0.5020362110166247, 0.07520380488913, 0.11864924622710714, 0.03226649736797132, 1.0006782109324475, 1.0006745673923296, 0.03302106674881288, 0.3236361137791586, 0.10128767330586466, 0.33574713376936693, 0.2062828017107727, 0.9993981967706558, 0.9882738102095859, 0.9989286467973252, 0.542318591586316, 0.018263650163387962, 0.07491823842532613, 0.13194555424161916, 0.11219099386081177, 0.12039100005661861, 0.9745213511143571, 0.9997710950832304, 1.0005538610744387, 1.0010596557652391, 0.9972686075006117, 0.8883539526850274, 1.0004524132271229, 0.7257292878159395, 0.09012176491442868, 0.12476656398957338, 0.05026892414824916, 0.009057463810495344, 0.9013570371625858, 1.000179472496455, 0.9975364397730719, 0.1233856428318817, 0.0003716435025056678, 0.17578737668518085, 0.7001763587206781, 0.999207826622506, 0.00010888032568218352, 0.9998480307394912, 1.0001693373545837, 0.893479099462651, 0.9990460979149323, 0.03249188069746616, 0.5777904002288548, 0.03625905527108542, 0.01860042445724512, 0.14244628856497846, 0.11890144747985805, 0.07345990418557567, 0.21372403187963476, 0.10791744325774151, 0.06675577785870074, 0.603968282682079, 0.006860277566506795, 0.0005277136589620612, 1.0017795963672147, 0.20228954522253903, 0.04706668210737181, 0.32349666463178856, 0.3609834025934121, 0.06594889085841182, 0.00013883977022823542, 1.0001679491751942, 0.06337738915339912, 0.02162770515385974, 0.050236505009281805, 0.071727325953307, 0.026418652498069177, 0.11046555733648615, 0.07405435752049443, 0.05447991551415302, 0.17178968334236694, 0.07350682068115622, 0.28239212488868765, 0.4127345148017708, 0.18439977071316843, 0.17653437764957358, 0.15333544053270792, 0.07309254160108357, 0.246323332072363, 0.32437128996411074, 0.42926376840461244, 0.20475768902345454, 0.7953136492571246, 0.9998419038418028, 0.989084970335381, 0.0029613322465131165, 0.005922664493026233, 0.03360567933913799, 0.1404658439043794, 0.09123647153915095, 0.170386689982647, 0.08003457842610495, 0.02535165283478831, 0.2782786078609321, 0.18085161644351894, 1.0004312441796992, 0.1158682880422964, 0.14289463810675265, 0.5666908082664174, 0.0002875143623878323, 0.0002875143623878323, 0.17394618924463853, 0.9013570371625858, 1.000333743389958, 0.01550673905522828, 0.9844278213125566, 0.39990686369974066, 0.08418296412726967, 0.034459094831270166, 0.11546819496092285, 0.0606056887164006, 0.05138636948522744, 0.00015113638083890426, 0.12680342352384066, 0.1271056962855185, 0.9633141197592222, 1.0004169513035515, 0.9181116583980128, 0.08205501802712711, 0.5530486831577466, 0.2153780732024887, 0.23158324756418075, 0.16119497161686241, 0.8382138524076845, 0.9229450943418249, 0.06178473261627065, 0.16312947388612467, 0.03467056938179216, 0.740972296915994, 1.000463201505256, 0.3092161635219351, 0.41624695735927, 0.27460133303868334, 0.8888042680072571, 0.002398152423013868, 0.997631407973769, 0.9999048015081643, 0.9995125442582888, 0.04673201780204669, 0.37366995907851674, 0.07950028526483639, 0.12483592803295739, 0.27834409009585576, 0.0411465176663439, 0.031185709091007253, 0.02457620059709228, 1.0001350557671325, 0.9999768870988379, 0.9990243104269333, 1.0162527052359533, 1.0364129447991985, 0.06471242626993287, 0.35931485304575983, 0.17483080909390702, 0.024848141578786377, 0.028959704573837362, 0.09492347610313358, 0.14908884947271828, 0.10332536570171602, 0.0021463877832742216, 0.9980703192225131, 0.9112030769747049, 0.08867020979523377, 0.6241093636623601, 0.2118215824886247, 0.16377957408914282, 0.0004367455309043808, 1.0034780226743487, 1.0003145922651162, 1.0088628479222856, 1.0099405766320033, 1.0010749238676935, 0.05643270339048326, 0.9480694169601187, 0.9983157622756926, 0.9994075084423746, 0.7322490210108387, 0.12079037904838624, 0.07165530960497489, 0.07529494437856091, 0.45713057609444724, 0.08216983001910845, 0.05050359117775243, 0.00048717290525163116, 0.06836659770364557, 0.13267342119686087, 0.20867239441611535, 0.9977784803695405, 0.9959208886404397, 1.0033974564640105, 0.9995997981350112, 1.001025140750718, 0.7887360900624837, 0.054418759195111736, 0.002015509599818953, 0.09540078772476378, 0.05979345146129561, 0.6661885063324033, 0.33387506482388146, 0.983531442178884, 0.9943763678075267, 0.00629352131523751, 0.9161661817951401, 0.9236562009569003, 0.9229450943418249, 0.9999518888507288, 0.2997511150009106, 0.5902200278288084, 0.11010612232815083, 1.0008349421414353, 0.14241361229470184, 0.1395137876099681, 0.6379614306414245, 0.044141775756502605, 0.035764504445049555, 0.9983265165734223, 0.001078106389388145, 1.0018160546665231, 0.9999706578234928, 1.0002316164125826, 0.6403837920295298, 9.920740387754141e-05, 0.35109500232261903, 0.00843262932959102, 0.07210644989756836, 0.14081658150285994, 0.03696761833516638, 0.4165715013104085, 0.23251717539433273, 0.0009143933863822074, 0.05525548606281053, 0.04506653118598022, 0.21829279559244338, 0.22312533692434441, 0.3976491153107128, 0.16099266265704554, 0.9996655959765515, 0.9999033531251165, 0.0020225858640493246, 0.00010372235200252947, 0.10781938490662937, 0.056995432425389944, 0.11113850017071032, 0.049734867785212876, 0.6722245633283934, 1.003272757436054, 0.9987146076533461, 0.9968445004619495, 0.004984222502309748, 0.9967600259812187, 1.0005270706750253, 0.9965094252946657, 1.002005458026557, 0.9975977041133027, 1.0721749193551813, 1.0000965882428925, 0.9997882166946898, 0.11420957724112911, 0.20677388791729845, 0.03959499981395077, 0.5712238639825964, 0.06810339967999532, 0.9997391566660234, 0.9959721099213478, 1.0005383250962838, 1.0017584402622124, 0.13246475998930554, 0.6703722916927134, 0.1971880477815485, 1.0230407175820881, 1.0189604024236079, 0.00016172268923383322, 0.20635815146237121, 0.793249790691952, 0.00016172268923383322, 1.0740597830981293, 0.048217534980923925, 0.09098618008127435, 0.026421975458629954, 0.16151332079964068, 0.28375351076194033, 0.031048391394965937, 0.07155523314866322, 0.106613185021787, 0.05716193912450682, 0.1227542361774481, 1.0010596557652391, 0.9013570371625858, 0.9882738102095859, 1.0211189708144586, 1.0120991056293385, 0.0013552885266104348, 0.9983958812696869, 0.8946040765218363, 0.999985770712291, 1.0012079664290996, 0.9979310054300056, 0.9970593427547993, 0.9998492139005968, 1.0007646809517576, 0.9977320607064494, 1.0000851759897496, 0.999676969558158, 0.8946040765218363, 0.09241445120553307, 0.17796927304323276, 0.6070771990532544, 0.10327553103793592, 0.019435616542194584, 0.1629321028189298, 6.109190206934e-05, 0.024436760827736003, 0.6234428606176148, 0.1084381261730785, 0.033050719019512946, 0.04765168361408521, 0.9882738102095859, 1.0016040084609295, 0.9997017981144127, 1.0301223281858123, 1.0030567248684479, 1.0002185621288513, 0.9013570371625858, 0.9999146816268679, 0.023534990173620346, 0.172288197296631, 0.10862303157055545, 0.5183732451061507, 0.17711588758865568, 0.9992442234692585, 0.9999983814365254, 0.9921549140414865, 0.997004374306476, 0.2815406459711783, 0.003247296954684871, 0.04676107614746214, 0.04578688706105668, 0.47150751782024325, 0.151324038088315, 0.5901203455004859, 0.28690652376232606, 0.12281433788049836, 0.05040469480313536, 0.20713179270663434, 0.00011251047947128428, 0.03634088486922482, 0.10035934768838557, 0.04039126213019106, 0.054117540625687736, 0.20218133160989785, 0.1395129945443925, 0.1325373448171729, 0.037015947746052526, 0.9997718567866845, 0.8908500027951607, 0.060133925032102006, 0.048355114974267595, 0.9996486142484355, 1.0818845863967723, 1.0001048453721917, 0.06615403094332799, 0.12672172149588604, 0.4304422280045874, 0.376636949504014, 0.07111313563847649, 0.09111751684724174, 0.00024395586839957628, 0.05074282062711187, 0.10246146472782204, 0.14649549897394556, 0.07940763516406207, 0.22151192850681525, 0.23700312615018837, 5.981778959929825e-05, 0.9624084168631095, 0.0375655718683593, 0.012292771079710076, 0.06146385539855038, 0.05103362539152365, 0.6296630519718162, 0.07412913469279712, 0.17135377868686774, 0.0001241694048455563, 0.03348977746247608, 0.024508428052084766, 0.006545729231302142, 0.016135983686465745, 0.3977672204974999, 0.05069134497729333, 0.1316757159320082, 0.14963841475279083, 0.18952169518537598, 0.031298469855564524, 0.46947704783346783, 0.0003161461601572174, 0.49919478688824626, 0.010625718777796632, 0.3384680176537171, 0.5251955878830457, 0.12569447822515528, 0.9988525218448072, 0.14167147070394778, 0.22751060833533282, 0.16589827602398052, 0.24632635053820087, 0.18188550796105796, 0.03677063345527811, 0.922945094341825, 0.9982619450467733, 0.0015462545617205288, 0.922945094341825, 0.2310950460992524, 0.40557761231238143, 0.22848216241220054, 0.043838381860536575, 0.09101544843230606, 1.014266799746974, 0.28000528239603834, 0.7196976215771791, 1.0001575328389543, 0.9013570371625858, 1.0020832433415154, 0.9999048015081643, 0.8946040765218363, 0.00041100344772196265, 0.4899161096845795, 0.5096442751752337, 0.9979117214777661, 1.0036304304333574, 0.9993426590017338, 1.0110421388656314, 0.9713417374238824, 0.25908323711242687, 0.7409421988699681, 0.8888042680072571, 0.9997825612526903, 1.0000049959186648, 0.10710494396728143, 0.8928302818972974, 0.9986969853299565, 0.893479099462651, 0.00011048804923702158, 0.9999168455950452, 0.9996368657567172, 0.787209966404845, 0.02358162013899976, 0.18865296111199809, 0.07795280482703461, 0.7129017193583507, 0.20887354113910556, 0.03776099065272232, 0.4609445065884035, 0.19661757201934726, 0.06412857895333016, 0.24056355252036032, 0.20408091603607126, 0.7959857034396594, 0.6809185494021648, 0.2104205909273782, 0.06558832578562329, 0.04324277630660968, 0.5692575506421563, 0.37855981574459713, 0.052223295430434434, 0.13331106052829164, 0.1996792824723334, 0.01637657424593238, 0.650753345035734, 0.0002977886188752606, 0.19862500878979883, 0.11077736622159695, 0.008040292709632036, 0.5869413678031387, 0.043774926974663314, 0.051219642446544825, 0.9236562009569003, 0.9999993551536969, 0.9993981967706559, 0.9882738102095859, 0.9995440748824662, 0.9999064637636137, 1.001040448478441, 0.029652208139381492, 0.8877641762834714, 0.08256747459805676, 0.9998850906163274, 0.999168189362051, 0.9991787311182152, 0.7334922523982059, 0.2664834030402881, 1.000482584428238, 0.922945094341825, 0.8950498192484412, 0.901570488663977, 1.0011271837352596, 0.922945094341825, 0.07124488772693024, 0.066548424727971, 0.38841572870518737, 0.1516547178110528, 0.1305206343157362, 0.18774452813800657, 0.0038529235282723875, 0.9979933623006908, 0.7383194267255175, 0.0816197275664256, 0.1800779089574433, 0.1364523978121541, 0.15455322609335823, 0.7091811695815355, 1.000063132363983, 0.9882738102095859, 0.9986145343187801, 0.9999225837876634, 0.9914927408788442, 0.9988010411801626, 0.9516716555304306, 0.0007096731212009176, 0.047548099120461484, 0.0033416422253165295, 0.10024926675949589, 0.033416422253165295, 0.8153607029772332, 0.046782991154431415, 0.9979310054300056, 1.0038122964339937, 0.016875125727057717, 0.050976942300486855, 0.07347710993656381, 0.01851576295052166, 0.07289116807104097, 0.12164153128254104, 0.04089874221349405, 0.03199242585754692, 0.0962116543188499, 0.04839879809218637, 0.15175894317041488, 0.2763301837805701, 0.30325626548203, 0.2167839881894087, 0.03428726343812077, 0.03277902604348202, 0.34528581421262966, 0.0481630474687972, 0.01950653697066108, 0.0023515687798097086, 0.9970651626393165, 0.9995303428961192, 0.036929523963728575, 0.108798358024877, 0.8540228835204776, 0.999798214981044, 0.9993135162432113, 0.8883539526850274, 0.36052935993253604, 0.02494918004095877, 0.07238003880014411, 0.06854170340922738, 0.026045847295506405, 0.44771440666907325, 0.03535870972028778, 0.9646256298974359, 0.9982875510227903, 0.9998571855369771, 0.7841696768988985, 0.21581698220056564, 0.04157829756426755, 0.5738772001021579, 0.3845992524694748, 1.0003486352003492, 1.0001932576402564, 1.000322671001969, 1.0002806947639244, 1.0003820146621027, 0.9994540165037893, 1.0005378336598647, 1.0000874978355936, 1.000375965772375, 0.9999048015081642, 0.0006229418686496863, 0.09780187337800074, 0.5812047634501573, 0.05481888444117239, 0.18221049658003324, 0.031147093432484313, 0.0520156460322488, 1.001416171880958, 0.6309386993637202, 0.18485715975594108, 0.10061078203110235, 0.08364028867645858, 1.0005538610744384, 1.0005694150145747, 0.99935654512536, 1.0037839732037885, 1.0001219426748937, 0.9914927408788443, 1.0033974564640105, 0.036458905360365515, 0.05350462734702991, 0.07954670260443385, 0.06865638022406492, 0.1590934052088677, 0.6027556691395494, 1.0003644897782593, 0.13675830399797928, 0.8177006926545844, 0.04558610133265976, 1.000026728420878, 0.03518527290036966, 0.964888445306291, 1.0001364529601635, 0.6611540310302872, 0.14917635069885052, 0.18945674334565374, 0.9994741687607813, 0.998962961668612, 0.09605225033687413, 0.40096811794273235, 0.27940198861012605, 0.024013062584218533, 0.11731381616665094, 0.08204463049607998, 0.15915751959631647, 0.1498507512409434, 0.293339913985809, 0.39759928100486164, 0.9999875400580952, 0.9994540165037891, 1.000549909065745, 0.03535561964534676, 0.10948837051462222, 0.8542373907859588, 0.844377074535612, 0.01885918339064311, 0.09772485938787794, 0.03943283799861741, 0.9995672809100614, 0.999869473661481, 0.9999616952441789, 0.0736633785153171, 0.03940134199656496, 0.06252821664672266, 0.7897399417572368, 0.035975138344689746, 0.323974275279799, 0.29128981709924195, 0.3847136649864432, 0.3033603861157793, 0.08950979962364239, 0.3669901784569338, 0.24011976681646677, 0.9981446042598758, 1.006911884151707, 1.000005186536434, 0.9935871102644762, 0.9229450943418249, 0.055052508434029306, 0.7998343011058258, 0.14470945074087704, 0.06277423936297406, 0.07920728631663221, 0.1531559976080938, 0.529472772846865, 0.17550494146506887, 1.000194547170109, 1.0000216690450479, 1.0002741864616533, 0.9894910614141351, 0.00797976662430754, 0.17465993227624999, 0.4693186540409777, 0.05881666826286603, 0.08924790097278366, 0.002365452962745699, 0.08573168710924277, 0.0002557246446211566, 0.021672663631643024, 0.014192717776474194, 0.08368588995227351, 0.014342219863733153, 0.9856837952924551, 0.9999742545834847, 1.0518322367746398, 1.062899446838533, 0.19191500722311394, 5.196723726593933e-05, 0.07576823193373955, 0.1475869538352677, 0.3007344020579909, 0.15190023452834067, 0.009250168233337202, 0.12279858165941464, 1.0144160378828542, 0.7622276322491407, 0.2373564307238805, 1.001392372030434, 0.9049126831776173, 0.9997417584451981, 0.8809024339489759, 0.118431185101975, 0.829717441432536, 0.00022819511590553795, 0.034685657617641766, 0.13531970373198401, 0.999738437553127, 0.9993497568267182, 0.9998571855369771, 1.000349797983552, 0.9997340086342238, 0.5599241058581491, 0.11704065916978021, 0.2125840544104171, 0.07822615485327146, 0.0001990487400846602, 0.03224589589371495, 0.9943557719826278, 1.0001121427453588, 0.005954514055594542, 0.9944038472842885, 0.9999582771491589, 1.0114680465234342, 0.6877888062831837, 0.1586487070124033, 0.1535159547267079, 0.9229450943418249, 0.999722005741586, 1.0018741761634558, 0.5348911550260051, 0.0351812190087347, 0.12877009287663088, 0.14892244162920706, 0.11647374448522846, 0.03620591470801823, 0.027386165901893564, 0.17199724857942011, 0.023444983355126594, 0.008993980683647701, 0.05628817124485135, 0.38775172902422733, 0.018089017330033017, 0.07922787478628987, 0.07235606932013207, 0.15441351106307516, 0.33716215464244365, 0.08278794711461956, 0.03586831432366422, 0.16596365978949498, 0.053899412875560285, 0.12195226870045833, 0.025786409757012654, 0.14870809235811056, 0.022878168055093934, 0.004847069503197867, 1.0116234581908905, 0.03563451121658218, 0.504559450854261, 0.03973405675477305, 0.24628808194823615, 0.10942633090401785, 0.06433132998391827, 0.9999106120539967, 1.005359772219807, 0.9989606162060439, 0.9973383268073852, 0.8499116530252697, 0.1498433802935948, 0.9992771764738392, 1.0020716766487752, 0.6162727462905493, 0.0736720740347336, 0.014868060292724014, 0.29502240985337763, 0.8351326811286043, 0.16484318281100555, 0.3586421124621835, 0.6416472910145826, 0.0009324549505034963, 0.9991254794644964, 0.1132955176133454, 0.8137880370203721, 0.07273836733930736, 1.0020270301290006, 0.07938981378209392, 0.8785806058551727, 0.04234123401711676, 1.0051639868954825, 1.0062808882012195, 0.5439807817327871, 0.339545871562728, 0.11636519973347657, 1.0000887801105705, 0.13294262006529003, 0.19970168468682098, 0.6670151370375375, 0.15326548474476787, 0.26867256289919467, 0.527880524150804, 0.050376105543599, 0.9998843837128996, 1.0022151222289741, 0.9990202527975027, 0.9989910885805182, 0.9994181077622531, 0.9972158814562738, 0.0013385448073238574, 0.0013385448073238574, 0.038648123243831434, 0.051530830991775245, 0.9114515731670246, 0.9928661824126777, 0.993280778064278, 0.006644018582369752, 1.00137940178412, 0.9999048015081643, 1.001104561822055, 0.16893012637203808, 0.07085560287727428, 0.17392951995484227, 0.014751297114693862, 0.2775589252082774, 0.0011109763517342657, 6.172090842968143e-05, 0.2928657104988384, 0.02355750834341415, 0.4838527448965946, 0.22425824119073667, 0.05635325525287307, 0.21201757509072736, 0.5429462010650976, 0.45724392662690244, 0.15192948236618956, 0.018843966805108782, 0.17077344917129833, 0.658361090253488, 0.5324753495393689, 0.3082656472955501, 0.15921612054075232, 0.002019018314759819, 0.9973950474913506, 0.07148266998762834, 0.10992713115744528, 0.4973752163845065, 0.022425935682393205, 0.20263434741591005, 0.09611115292454231, 0.9978055408247386, 1.0008383106088043, 0.044009934239465344, 0.12047507094896112, 0.021240315752637715, 0.0703479257727361, 0.19694020765845688, 0.42905437820328185, 0.08003350975593891, 0.03789272330270568, 0.5998004170688441, 0.22110936970350786, 0.05225221423341604, 0.06380270369553959, 0.06325268038781942, 0.9993981967706558, 1.0006275510366418, 1.0002038412699505, 0.9236562009569002, 1.0032011895019837, 0.998904666796942, 0.11875809230774582, 0.03173707639258724, 0.5886715782496021, 0.2608071035810194, 1.000598146990003, 0.1267548836275552, 0.8731796888252521, 1.0014936130092145, 1.0008969791062854, 1.0002815035957795, 0.9986969853299567, 1.009471196936371, 0.28111103716459623, 0.07722086322111801, 0.18085939017577637, 0.4181667797821946, 0.04267468756956522, 0.9882738102095859, 0.01266434125684291, 0.987818618033747, 0.9982091020933517, 1.0013111373752643, 0.9987979576134363, 0.9999313534166253, 0.960907633781361, 0.04013619109160476, 0.9988541184607598, 1.0009204808378496, 0.00018467115374966385, 0.8692471206996677, 0.130193163393513, 0.00018467115374966385, 0.9997261837542207, 0.9880675693664165, 0.0025491869418661694, 0.9967320942696721, 1.005359772219807, 0.14991486542598256, 0.17571069015015414, 0.6744299681508044, 1.0002824528127199, 0.9993981967706558, 0.8888042680072571, 1.0302109336313905, 0.9828270094089162, 0.9882738102095859, 1.004019636082272, 0.9635715761336805, 0.0360030140539079, 1.0000737508995319, 1.0000124205727945, 1.0001247394941115, 0.9013570371625858, 0.9983547537231322, 0.7547530695522233, 0.2452691453972286, 1.0003497979835518, 0.10074812160569376, 0.6632584672374838, 0.2358421937587831, 0.10961880355562162, 0.8906527788894257, 0.8951985944197937, 0.10475728232572054, 0.9975693051743223, 0.9997613493861277, 0.999660895513649, 0.9469406781443898, 0.05330085254225907, 0.3317872627594933, 0.11327018927777864, 0.554866607753785, 0.40680156437918613, 0.0001673391873217549, 0.5930500798682994, 1.0008960509744154, 0.9229450943418249, 0.9922565883116011, 0.006485337178507197, 1.0001433334178784, 0.9998206699054695, 1.0230407175820881, 1.000856043864187, 1.0003452713077194, 0.750356463125336, 0.15925672736777463, 0.026790851332896666, 0.06357511546457224, 6.044062136068801e-05, 0.41226547830125293, 0.15043670656675245, 0.04430297545738431, 0.2611639248995329, 0.13176055456629987, 0.07878917918244555, 0.040383575103973134, 0.06263574914085629, 0.1077994208897895, 0.04071323694155659, 0.043350531642224216, 0.080931981126738, 0.028350918032177055, 0.10631594262066396, 0.09692058024953552, 0.0578556524958962, 0.2559824168835521, 0.2113766786007611, 0.14234738645867678, 0.20300330292672128, 0.10272702351322012, 0.3404492011859601, 0.9982041726407027, 1.000030055773667, 1.0003775697358277, 0.9978276238128175, 0.002086193121562797, 0.8657701454485608, 0.12934397353689342, 0.002086193121562797, 0.9991738889986621, 0.9882738102095859, 1.0035196660700796, 0.9236562009569003, 0.9995433500694642, 0.8946040765218363, 0.9322159320168473, 0.06817894298857392, 1.001378726407744, 1.000582577949706, 0.9988015261544446, 0.0466094170276194, 0.22496561363734038, 0.5318735894683988, 0.1963985515881543, 1.00009671413954, 1.007311503741558, 0.9942998700279371, 0.9999048015081643, 0.42664628542862754, 0.34692601176667465, 0.2259173879019513, 0.00025967515850799, 0.9994635046186618, 0.9955535944054984, 0.006381753810291656, 0.04897439601928734, 0.0003377544553054299, 0.9504410372294797, 0.9959721099213478, 0.053380495339261834, 0.0718745252205809, 0.4478497463305786, 0.34781385742708004, 0.07901994585654508, 0.9882738102095859, 0.9999255082833562, 1.0309810053118367, 0.15755214122681588, 0.280147401118932, 0.11102502452077183, 0.052927672443383464, 0.39831150703904394, 0.07158479558565592, 0.12031058081622845, 0.807885550180974, 0.9997067901685106, 0.996034001873576, 0.002982137730160407, 0.9975486970334521, 1.00009671413954, 0.9954961276979922, 0.9980071991717995, 0.0008717695143607256, 0.7767466372954064, 0.222301226161985, 1.0003380421973902, 0.9999033531251165, 1.0138846200580813, 1.000743543227817, 0.06100187523089193, 0.09559232403500104, 0.06253544192664061, 0.2121433929119007, 0.3026238279610728, 0.1567645955654206, 0.08451656456570501, 0.0027263407924420975, 0.021981122639064408, 0.9995694442244725, 0.07105877557982129, 0.340341630532611, 0.0012816212028424682, 0.18455345320931543, 0.061090610668824326, 0.19979050528755368, 0.14169034409202844, 1.0000063231000005, 0.06725885930426075, 0.8923008667698591, 0.0014946413178724609, 0.03886067426468398, 0.14738828429107964, 0.8526240864513037, 0.11752470780405971, 0.02147461438280161, 0.012103873561215452, 0.6551709624425655, 0.08746024766813747, 0.10659217684554254, 0.004209928526273837, 0.9935431322006255, 1.00420227790114, 1.0001016934074052, 0.9995225002953869, 0.9123333206613655, 0.086331907632791, 0.0005569800492438129, 0.0005569800492438129, 0.9998796750435939, 0.024029090261695824, 0.17881648003078643, 0.797165069431759, 0.08166111894233066, 0.10033698022510583, 0.065548611168956, 0.07506963848958648, 0.6774577131987073, 0.6391903656788674, 0.27881425905630236, 0.0821403003858816, 1.0301223281858123, 0.03799865591713734, 0.06601665221046962, 0.00661369011215998, 0.08417423779112701, 0.027176253915421007, 0.0460553329628595, 0.1582475670473188, 0.24843425039495487, 0.325393553518271, 0.103182246249553, 0.3761992184853952, 0.07650212882265282, 0.023237521629880794, 0.07525896922928471, 0.12182964015007461, 0.12804543811691516, 0.09572328868934434, 0.9995576273986998, 1.0047914512632101, 0.00011508028682913987, 0.5895563094256835, 0.00023016057365827974, 0.04142890325849035, 0.09252455061062845, 0.046147195018485083, 0.10771514847207492, 0.12233034489937568, 0.9994492294993771, 0.00036264485830891767, 0.9996252254708703, 0.9934938545462659, 1.0051639868954825, 0.9236562009569003, 1.000127129393529, 1.0022561335314175, 1.000130090461501, 0.8848427498591035, 0.11330128158741852, 0.0005751334090731905, 0.0014378335226829762, 0.9882738102095859, 1.000010486877907, 0.9999808058491565, 0.9993981967706558, 0.9988375196394383, 0.901570488663977, 0.9225300077929611, 0.9787239393983274, 0.015115427635495404, 0.003778856908873851, 1.00220817418777, 0.9049126831776173, 0.1409664368799981, 0.858613751905443, 0.13896861971075672, 0.8601426146307889, 1.0022256195620571, 0.14513577291113453, 0.047169126196118724, 0.34663260430275966, 0.461047971947704, 0.15153503877990923, 0.5742930312902536, 0.07758624942638355, 0.15861647700685597, 7.739276750761452e-05, 0.03792245607873111, 0.021156194769245074, 0.9787851285888971, 0.0020574526375049854, 0.0010287263187524927, 0.1563664004503789, 0.7375967705455373, 0.10287263187524928, 0.0034777327693177947, 0.0017388663846588973, 0.9946315720248892, 0.8856033729285591, 0.1142154095231266, 1.0020666454629288, 1.001242170684697, 0.9992026146152164, 1.002291878439509, 0.922196398075322, 1.0001968051636212, 1.0055530287075076, 0.3866001967928983, 0.1801913243950414, 0.014629681482234067, 0.09907625875097131, 0.1208035084770615, 0.0008690899890436079, 0.061995085885110705, 0.08589506058380993, 0.04997267437000746, 0.9229450943418249, 0.9990711461823126, 1.1037974288907755, 0.9229450943418249, 0.9989122556117416, 0.999583508403321, 0.0006844870363629399, 0.9993510730898922, 0.9991168544620584, 1.0000998402626189, 1.0003573376898605, 1.0000155058512874, 0.9990190460886064, 0.11368547857886029, 0.03761023351481092, 0.8486391739984506, 1.0224649867619815, 0.9013570371625858, 0.04988599735639777, 0.06359512640090402, 0.009329823933066757, 0.002094450270688456, 0.30883621264151595, 0.03255918148070236, 0.19230861576321276, 0.22905669778529203, 0.11252910090698885, 1.0016683020399246, 0.9888549317547016, 0.010056151848352898, 0.8946040765218364, 0.9991634808370198, 0.8830379431126204, 0.9998917761630007, 1.0003905966859732, 0.9977784803695405, 0.024024388554715958, 0.2593142427591071, 0.05225704029307396, 0.11815098406731707, 0.07329835621128417, 0.018058243281704457, 0.05635876516826937, 0.16172515222199035, 0.03478475770782599, 0.20204990196904132, 0.9948973827400239, 0.00549667062287306, 0.9934176860016979, 0.9999236328818654, 0.04588778695103264, 0.40446806498267346, 0.07126654259129764, 0.05272413072128853, 0.00402688742631511, 0.17877507201943127, 0.047011569488608955, 0.19581910717267195, 0.999919416599076, 1.0034675298603282, 0.9049126831776173, 0.005008621685287877, 0.2604483276349696, 0.044892090660728384, 0.623666152071772, 0.042480532071515704, 0.000556513520587542, 0.02281705434408922, 0.033946695262155935, 0.9655948874568798, 0.8963109650059484, 0.10324479005675043, 0.0779717089293207, 0.9219432620624309, 0.998148002689291, 0.0012813196440170616, 0.9995783234683616, 1.000048819081155, 0.26584217627764706, 0.734127852647486, 1.0065153581648871, 1.0054991554720685, 0.9991738889986621, 0.06946698478051597, 0.9308575960589138, 0.07576933626238463, 0.0006367171114486103, 0.923239811600485, 0.9776846948079828, 0.9946276767603096, 0.9749066882171961, 0.025160838035456243, 1.000538959736477, 1.0000054470353699, 1.0011814574793114, 1.0002993587979363, 0.12133551452369451, 0.8788157980501874, 0.9999275354008388, 1.0011080563836254, 0.9851836356912739, 0.01545937231469902, 1.0007646809517576, 1.0001111380083478, 0.9996225285768895, 0.9998902687533101, 0.9845548011732853, 1.0229140791410758, 1.0010501678329158, 0.9993981967706558, 1.0006811979115195, 0.9979933623006908, 0.9998506976618299, 1.0005378336598647, 0.9959721099213478, 0.9942998700279371, 0.8888042680072571, 1.0002770999718595, 1.0034405223446767, 1.0000539105817636, 1.0470470649087316, 0.10381003512064221, 0.8960445136729117, 0.05045543161655582, 0.08617935035236542, 0.7152149503602292, 0.14805170445149957, 1.0088628479222856, 0.15125521321116187, 0.8485673825914336, 0.9999106120539966, 0.9974321312944613, 1.003510946551605, 1.0144160378828542, 0.9875602977858412, 0.9886195561071609, 0.011398380739129448, 1.0039741314748913, 1.0026573513197534, 0.9954039514953791, 0.9947066779535847, 1.0002055447812959, 0.9997862153421254, 0.9999859926056771, 0.893479099462651, 1.0001169989800622, 0.9997454033252361, 0.9013570371625858, 1.000188946095123, 1.0818845863967723, 1.0000398021330286, 0.10291106929752265, 0.6220606599502039, 0.010566761579656343, 0.1130184064606722, 0.15161005744724318, 0.6490112538753676, 0.0881055545987, 0.06909851360662089, 0.19363423010680583, 0.9489177685327127, 0.050127105708730524, 1.000124882048226, 1.0063963721377758, 0.9972813399513413, 0.004225768389624328, 0.999815707560867, 0.04400764394921526, 0.11753261005948953, 0.20125446927994783, 0.08211182346621872, 0.5554623352126561, 0.0002057743580224651, 0.9997547184521466, 1.000084268801279, 0.883698004553003, 0.9984097346750733, 0.34516657222544905, 0.6549791559210677, 0.9999898210158533, 0.9999879128801267, 0.9992023916255153, 0.9992552388553197, 0.9995062757582832, 0.9779889186602473, 0.16046519249606503, 0.783260791094654, 0.05719551415701327, 0.8861365112836831, 0.11369740951655721, 1.0000990857978878, 0.9993029058351605, 0.0007553309945843995, 0.9999916347905753, 0.9236562009569003, 0.09922228649952838, 0.8980889008803467, 0.0025441611922955997, 0.7957334002069268, 0.20464435531637473, 0.12752162779781614, 0.021033848011948995, 0.019526945467809368, 0.005713672146529429, 0.015885264319471928, 0.02907066158069369, 0.10052295721531446, 0.12344043340743799, 0.20336905585284418, 0.23300480588759023, 0.12092892916720527, 0.9236562009569003, 0.9888659364321482, 0.005618556457000842, 0.005618556457000842, 1.0099405766320033, 0.07702613554122845, 0.9229740415288069, 0.049514453721181385, 0.9503580633581589, 1.1037974288907755, 0.9914927408788443, 1.0001169225589617, 1.0009622002084815, 0.9993950054302543, 0.9049126831776173, 1.0000277649676017, 0.9013570371625858, 0.046701072824089286, 0.32899860258164393, 0.6241912046861485, 0.9999830672788098, 0.9946276767603096, 0.039219917668500415, 0.3216174200902096, 0.17749391311431859, 0.1841891371547634, 0.00024666614885849317, 0.03858563328572143, 0.07315413214717598, 0.035132307201702524, 0.10983691228456045, 0.02057900441905143, 0.0007620565208362483, 0.3124431735428618, 0.3896649009876016, 0.2956779300844643, 0.0005080376805574988, 0.0007620565208362483, 0.2799630119364154, 0.7200971701249146, 0.05335900074979598, 0.0765182892696727, 0.24067132629855895, 0.22195862117449855, 0.4076034779498304, 0.05771078225158819, 0.22940879669893025, 0.01721198768907016, 0.15293919779928683, 0.25983914094660004, 0.02891163945157537, 0.006046695021487067, 0.19433796557430524, 0.05360465446955511, 0.009293364122388204, 0.014714493193781323, 0.21560604763940633, 0.023930412615149627, 0.1320432152389324, 0.22598363757607318, 0.21119169968127194, 0.033378666139577635, 0.13382444336239013, 0.044406887819740753, 0.8754500741606035, 0.08029967308757632, 0.9999538362767941], "Term": ["academic", "access", "access", "access", "access", "accessibility", "accessibility", "accessory", "accident", "accompany", "accompany", "accord", "accord", "accord", "accord", "accord", "accord", "accord", "accord", "accord", "account", "account", "accuse", "achieve", "achieve", "achieve", "achieve", "achievement", "achievement", "achievement", "achieving_gender_equality", "acknowledge", "acknowledge", "acknowledge", "acknowledge", "acquisition", "acquit", "act", "act", "act", "act", "act", "action", "action", "action", "action", "action", "action", "action", "activism", "activity", "activity", "activity", "activity", "activity", "activity", "adaptation", "add", "add", "add", "add", "add", "add", "add", "add", "add", "add", "add", "add", "add", "add", "address", "address", "address", "address", "address", "adjourn", "adjourn", "adoption", "adventist_church", "advocacy", "advocate", "advocate", "advocate", "afar", "affect", "affect", "affect", "affect", "affect", "agency", "agency", "agency", "agency", "agreement", "agreement", "agricultural", "agriculture", "agrikalsa", "aid", "aid", "aid", "aim", "aim", "aim", "aim", "aim", "air", "air", "air", "aircraft", "airline", "airline", "airstrip", "alcohol", "alcohol", "allege", "allegedly", "allocate", "allocate", "allocate", "allocate", "allocation", "allocation", "allowance", "ally", "ambassador", "ambassador", "ambitious", "ambitious", "amendment", "amendment", "amount", "amount", "andel", "anniversary", "anniversary", "answerable", "anti_social", "aoke_langa_langa", "appeal", "appeal", "appeal", "appeal", "appearing", "application", "application", "application", "appoint", "appoint", "appointment", "apprehend", "approve", "approve", "approve", "approve", "aptc", "area", "area", "area", "area", "area", "area", "aro", "arrear", "arrest", "arrest", "arrive", "arrive", "arrive", "arrive", "art", "article", "articulate", "artist", "assault", "assembly", "assessment", "assessment", "assessment", "assessment", "assessment", "assist", "assist", "assist", "assist", "assist", "assist", "assist", "assistance", "assistance", "assistance", "assistance", "assure", "assure", "assure", "assure", "assure", "assured", "athlete", "atrocity", "attache", "attend", "attend", "attend", "attend", "attend", "attend", "attend", "attenuate", "attorney_generals_chamber", "audience", "audit", "audit", "auspex", "australian", "australian", "australian", "australian_federal", "autonomous", "average", "award", "award", "award", "awareness", "axiom", "baggage_allowance", "bahomea", "bail", "bail_application", "ball", "band", "bank", "bank", "banking", "banking", "bankruptcy", "barile", "beach", "bear", "bear", "bear", "beat", "beat", "beautification", "believer", "belittle", "beloved", "benefit", "benefit", "benefit", "benefit", "benefit", "benefit", "betterment", "bible_translation", "big", "big", "big", "big", "big", "big", "bilateral", "bill", "biometric_voter_registration", "biometric_voters_registration", "biosecurity", "birthday", "blame", "blame", "bless", "blessing", "blessing", "blessing", "boat", "boat", "bomb", "bomb", "border", "border", "border", "borrow", "borrow", "borrowing", "bougainvillean", "bouna", "boundary", "boundary", "boy", "boy", "bracket", "bre", "bring", "bring", "bring", "bring", "bring", "bring", "bring", "bring", "bring", "bring", "bring", "bring", "british_colonial", "broad", "broad", "brother_george", "budget", "build", "build", "build", "build", "build", "build", "building", "building", "building", "bureaucracy", "burn", "burn", "burn", "bus", "business", "business", "cable", "call", "call", "call", "call", "call", "call", "call", "call", "call", "call", "campus", "canadian", "cancer", "candidate", "cannabis", "capacity", "capacity", "capacity", "captain_tim_harris", "care", "care", "care", "cargo", "carrier", "case", "case", "cast", "cathnews", "catholic", "cattle", "caucus", "caucus", "cbsi", "cdf", "celebrate", "celebrate", "celebration", "ceremony", "ceremony", "ceremony", "certificate", "certificate", "certificate", "challenge", "challenge", "challenge", "challenge", "challenge", "championship", "chance", "chance", "chance", "change", "change", "change", "change", "change", "change", "change", "change", "change", "charge", "charter", "check", "check", "check", "check", "chief", "chief", "chief", "chief", "chief", "chief", "chief", "child", "child", "child", "child", "chinese", "chinese", "chinese", "choiseul", "church", "church", "cip", "citizen", "citizen", "citizen", "citizen", "citizen", "citizen", "citizen", "city", "city_council_roundabout", "civilian", "claim", "claim", "claim", "class", "classroom", "clean", "clean", "clear", "clear", "clear", "clear", "clear", "clear", "clerk", "climate", "climate", "climate_change_adaptation", "climate_change_disaster", "clinic", "clock", "club", "club", "coach", "coach", "coalition", "coastal", "cocoa", "coconut", "coconut", "collaboration", "collaboration", "collaboration", "collaboration", "collaboratively", "college", "commander", "commemorate", "commemoration", "commemoration", "commendable", "comment", "comment", "commentator", "commercial_sexual_exploitation", "commission", "commission", "commission", "commission", "commissioner", "commissioner", "commissioner_frank_prendergast", "commitment", "commitment", "commitment", "commitment", "committee", "committee", "committee", "committee", "committee", "commodity", "common_sense", "community", "community", "community", "community", "community", "company", "company", "compete", "competition", "complainant", "complete", "complete", "complete", "complete", "complete", "completion", "completion", "complex", "complication", "complicit", "component", "component", "comprehension", "comprehensive", "comprehensive", "comprehensive", "compromise", "compromise", "computer", "computer", "concern", "concern", "concern", "concern", "concern", "concern", "concern", "concession", "conduct", "conduct", "conduct", "conduct", "conduct", "conduct", "conduct", "cone", "confidence", "confidence", "confidence", "confidence", "confidence", "confirm", "confirm", "confirm", "confirm", "confirm", "confirm", "confirm", "confirm", "congratulate", "congratulate", "congratulate", "congratulatory_message", "conscience", "conservation", "conservation", "constable", "constituency", "constituency", "constitution", "constitution", "constitutional", "construct", "construction", "consumer", "contest", "contest", "continue", "continue", "continue", "continue", "continue", "continue", "continue", "continue", "continue", "continue", "continue", "continue", "contract", "contract", "contract", "contract", "contractor", "contractor", "contractor", "convening", "convict", "convict", "cooperation", "cooperation", "cooperation", "coordination", "coordinator", "coordinator", "coordinator", "cop", "coral_sea", "cordial_relationship", "correctional", "correctional", "correspond", "corruption", "corruption", "corruption", "cost", "cost", "cost", "counselling", "count", "count", "counterfeit", "counterpart", "counterpart", "country", "country", "country", "country", "country", "country", "courage", "court", "covid", "cow", "create", "create", "create", "create", "create", "create", "credence", "credibility", "crew", "crime", "crime", "crime_prevention", "critic", "criticism", "criticize", "crocodile", "csos", "cultural", "culture", "currency", "currency", "currency_note", "current", "current", "current", "current", "current", "current", "current", "current", "custody", "custody", "customary", "customary", "customary_land", "cyclone", "damage", "damage", "dance", "date", "date", "date", "date", "date", "daughter", "day", "day", "day", "day", "day", "day", "day", "day", "day", "day", "deal", "deal", "deal", "dear", "debate", "debate", "debt", "debutant", "deceased", "decentralise", "decision", "decision", "decision", "decision", "dedication", "dedication", "deepest_sympathy", "defendant", "defilement", "deflate", "degradation", "delay", "delay", "delay", "delay", "delay", "delegation", "delegation", "delegation", "deliver", "deliver", "deliver", "deliver", "deliver", "deliver", "delivery", "delivery", "delivery", "delivery", "delivery", "demarcate", "democracy", "democracy", "democratic_coalition", "dengue_fever", "deploy", "deploy", "deputy", "deputy", "deputy", "deputy", "deputy", "deputy", "deputy", "design", "design", "design", "design", "destroy", "destroy", "destroyer", "detect", "detective", "develop", "develop", "develop", "develop", "develop", "develop", "developed", "development", "development", "development", "dfat", "diabete", "diabetes", "diagnose", "diarrhoea", "diplomat", "diplomatic", "diplomatic", "diplomatic_relation", "director", "director", "director", "director", "director", "director", "director", "director", "directory", "disabilitie", "disability", "disagree", "disaster", "discrimination", "discuss", "discuss", "discuss", "disease", "diseases_ncd", "dismay", "dispute", "dispute", "dissolution", "disturbance", "disturbance", "doctor", "doctor", "document", "document", "document", "document", "document", "documentation", "documentation", "dollar", "dolphin", "dose", "draft_federal_constitution", "draw", "draw", "draw", "dreamstime", "drinking", "drinking", "drive", "drive", "drive", "drive", "driver", "drug", "drug", "due", "duidui", "dust", "duty", "duty", "duty", "duty", "duty", "duty", "earning", "earthquake", "easy_task", "economic", "economic", "economic", "economy", "editor", "edmund_sikua", "education", "effective", "effective", "effective", "effective", "effective", "effective", "efficacy", "efficiencie", "elect", "election", "electoral", "electrify", "emergency", "eminently", "employment", "employment", "employment", "empower", "empowerment", "encourage", "encourage", "encourage", "encourage", "encourage", "encourage", "end", "end", "end", "end", "end", "end", "end", "end", "end", "end", "end", "enhancing", "enrol", "ensure", "ensure", "ensure", "ensure", "ensure", "ensure", "ensure", "ensure", "ensure", "enterprise", "enterprise", "entitlement", "environment", "environment", "environment", "environment", "environmentally_sustainable_growth", "equal", "equal", "equal", "equal", "equipment", "equipment", "equitable", "ethical", "event", "event", "event", "event", "evidence", "evidence", "evidence", "exam", "excellence", "executive", "executive", "executive", "executive", "exhibition", "expenditure", "experience", "experience", "experience", "experience", "experience", "experience", "experience", "explain", "explain", "explain", "explain", "explain", "explain", "explain", "explain", "explain", "explain", "exploration", "export", "export", "exporter", "extravagant", "face", "face", "face", "face", "face", "face", "face", "face", "face", "face", "face", "face", "facebook", "faces_count", "facility", "facility", "fact", "fact", "fact", "falls_annually", "family", "family", "family", "family", "family", "fan", "fan", "fare", "farm", "farmer", "feasibility", "federal", "fee", "fee", "felling", "festival", "fetch", "fever", "ffa", "fifa", "file", "file", "film", "final", "final", "finance", "finance", "financial", "financial", "find", "find", "find", "find", "find", "find", "find", "find", "fingerprint", "finish", "fire", "fire", "fire", "fire", "firm", "firm", "firm", "firm", "fish", "fish", "fisherie", "fisherman", "fishery", "fishery", "fitness", "fitting", "flickr", "flight", "flood", "flooding", "flu", "fly", "fly", "fly", "fly", "follow", "follow", "follow", "follow", "follow", "follow", "follow", "follow", "follow", "follow", "follow", "food", "food", "food", "food_gardens", "football", "football_federation_siff", "force", "force", "foreigner", "forensic", "forest", "forest", "forgive", "form", "form", "form", "form", "form", "formulation", "forum", "forum", "forum", "forward", "forward", "forward", "forward", "forward", "forward", "forward", "fourere", "framework", "franchise_shipping_scheme", "freedom", "freedom", "freedom", "freighter", "friend", "friend", "friend", "fruit", "fund", "fund", "funding", "funding", "funeral", "funeral", "futsal", "gale_force_wind", "gamble", "game", "gbv", "gender", "gender_base", "gender_based", "gender_equality", "general", "general", "general", "general", "generator", "generator", "gentlemen", "george_hemming", "gift", "gift", "girl", "girl", "give", "give", "give", "give", "give", "give", "give", "give", "give", "give", "give", "give", "global", "global", "global", "global", "globalisation", "goal", "goal", "gold", "gold", "good", "good", "good", "good", "good", "good", "good", "good", "good", "good", "gordon_darcy_lilo", "governance", "governance", "governance", "government", "government", "government", "government", "governor_general", "grace", "graduand", "graduate", "grandchild", "gravel", "great", "great", "great", "great", "great", "great", "greater_height", "greeting", "grid_connecte", "grml", "groom", "ground_breake", "ground_breake", "ground_breaking", "group", "group", "group", "group", "group", "group", "group", "grow", "grow", "grow", "grow", "growth", "growth", "guadalcanal", "guadalcanal", "guadalcanal", "gukuna", "guste", "half", "half", "handicraft", "harmony", "hatchery", "hauling", "hcc", "headline", "headquarters", "health", "health", "hear", "hear", "hear", "hear", "heart", "heart", "heart", "heart", "heavy_rain", "heavy_rain_alert", "heavy_rain_shower", "high", "high", "high", "high", "high", "high", "high", "high", "high", "hold", "hold", "hold", "hold", "hold", "hold", "hold", "hold", "hold", "hold", "home", "home", "home", "home", "home", "home", "home", "home", "honiara", "honiara", "honiara", "honiara", "honiara", "honiara", "honiara", "honiara", "honiara", "honor", "honour", "honour", "honour", "hopper", "hospital", "hospital", "host", "host", "hour", "hour", "hour", "hour", "hour", "hour", "house", "house", "house", "house", "house", "house", "house", "human", "human", "human", "human_resource", "human_resource", "humble", "humble", "hyc", "icalrm", "illegal", "illegal", "illegal", "illegally", "illegally", "immigration", "immigration", "impact", "impact", "impact", "impact", "impaired", "impairment", "implement", "implement", "implementation", "implementation", "import", "import", "important", "important", "important", "important", "important", "important", "important", "important", "important", "important", "impressive", "imprest", "imprisonment", "improve", "improve", "improve", "improve", "improve", "improvement", "improvement", "improvement", "improvement", "incident", "incident", "include", "include", "include", "include", "include", "include", "include", "include", "include", "include", "include", "income", "income", "income_generate", "increase", "increase", "increase", "increase", "increase", "increased", "incur", "indecent_assault", "independence", "independence", "independent", "independent", "industry", "industry", "inefficient", "inequalitie", "infection", "inflenza", "inform", "inform", "inform", "inform", "inform", "inform", "inform", "inform", "inform", "inform", "information", "information", "information", "information", "information", "information", "information", "information", "infrastructure", "injection", "injunction", "inland_revenue", "inmate", "inspect", "inspection", "instability", "installation", "institutional", "institutional_strengthene", "institutional_strengthening_mpgi", "institutional_strengthening_silas_tausinga", "integrate", "integrated", "integration", "intelligence", "intelligence", "interest", "interest", "interest", "interest", "interfered", "international", "international", "international", "international", "international", "internet", "internet", "investigate", "investigate", "investigation", "investigation", "investment", "investment", "investment", "investment", "investor", "investor", "invite", "invite", "invite", "invite", "invite", "involve", "involve", "involve", "involve", "involve", "irresponsible", "island", "island", "island", "island", "island", "island", "islander", "islander", "islander", "islander", "islander", "islander", "isolation", "issuance", "issue", "issue", "issue", "issue", "issue", "issuing", "italian", "jail", "join", "join", "join", "join", "join", "join", "joined", "journalist", "journey", "joy", "juvenile", "kangava", "kava", "key", "key", "key", "key", "key", "kiri_report", "knife", "knot", "knowledge", "knowledge", "knowledge", "knowledge", "laboratory", "land", "land", "landowner", "language_dictionary", "lash", "late", "late", "late", "late", "late", "late", "late", "launch", "launch", "launch", "launch", "launch", "launch", "launching", "law", "law", "law", "law", "law", "law", "lawyer", "lead", "lead", "lead", "lead", "lead", "lead", "lead", "lead", "lead", "lead", "lead", "leader", "leader", "leader", "leader", "leader", "leadership", "leadership", "leadership", "learn", "learn", "learning", "lease", "lease", "lease", "leave", "leave", "leave", "leave", "leave", "leave", "leave", "leave", "legacy", "legal", "legal", "legal", "legal", "legal", "legal", "leitongo", "leprosy", "letter", "letter", "level", "level", "level", "level", "level", "level", "level", "level", "level", "levelling", "licence", "license", "license", "life", "life", "life", "lilo", "lilo", "limp", "list", "list", "list", "list", "literacy", "live", "live", "live", "livery", "livestock", "livestock", "load", "loan", "local", "local", "local", "local", "local", "local", "local", "local", "lockdown", "log", "logger", "logo_photo_courtesy", "logs_felle", "long", "long", "long", "long", "long", "long", "long", "long", "loot", "loot", "love", "love", "low", "low", "low", "low", "magazine", "magistrate", "magnificent", "maitaki", "mal", "malaita", "malaita", "malaitan", "malaria", "man", "man", "man", "man", "management", "management", "management", "management", "management", "management", "management", "mangau", "manufacturer", "mara", "marine", "marist", "mark", "mark", "mark", "mark", "mark", "market", "market", "marketable", "marriage", "marriage", "martin_sopage", "masite", "matantga", "match", "matter", "matter", "matter", "measle", "measure", "measure", "measure", "measure", "measure", "mechanism", "mechanism", "medal", "medical", "medicine", "medium", "medium", "medium", "medium", "meet", "meet", "meet", "meet", "meet", "meet", "meet", "meet", "meeting", "meeting", "meeting", "meeting", "mehrd", "melanesian", "member", "member", "member", "member", "member", "member", "member", "memorial", "memory", "mere", "mere", "meteorological_service", "metre", "micronesian", "mile", "millennium", "milner_tozaka_say", "mine", "mining", "ministry", "ministry", "ministry", "ministry", "ministry", "minute", "misguide", "mislead", "misleading", "mission", "mission", "mission", "misusing", "modernization", "money", "money", "money", "money", "monsoon", "month", "month", "month", "month", "month", "month", "month", "month", "month", "month", "monument", "moretlawoffice", "moses_kouni_mose", "mother_tongue", "moti", "motion", "motion", "mower", "mpa", "mpg", "mpgi", "mrd", "msg", "multi_lateral", "multilateral", "murder", "music", "mutilate", "nation", "nation", "nation", "nation", "nation", "national", "national", "national", "national", "national", "national", "national", "natural_beauty", "ncd", "ndmo", "ndoma", "networking", "newspaper", "ngalito", "nickel", "night", "night", "night", "night", "night", "nominate", "nomination", "non_communicable_disease", "nori", "note", "note", "note", "note", "note", "note", "notice", "notice", "notice", "number", "number", "number", "number", "number", "number", "number", "number", "number", "number", "number", "nurse", "objective", "objective", "objective", "observer", "ofcf", "offence", "offer", "offer", "offer", "offer", "office", "office", "office", "office", "office", "office", "office", "office", "office", "officer", "officer", "officer", "official", "official", "official", "official", "official", "official", "official", "open", "open", "open", "open", "open", "open", "open", "open", "open", "operate", "operate", "operate", "operate", "operation", "operation", "operation", "operation", "opinion", "opportunity", "opportunity", "opportunity", "opportunity", "opportunity", "opportunity", "opposing", "opposition", "opposition", "opposition_leader_dr_derek", "order", "order", "order", "order", "order", "organic_farming", "organisation", "organisation", "outbreak", "overheard", "overload", "overnight", "overvalue", "owner", "owner", "owner", "oxfam", "painful", "palmer", "pamphlet", "panatina_campus", "pandemic", "pandemic", "panoramio", "parade", "parcel", "parent", "parent", "paris_agreement", "parisisi", "parliament", "parliament", "parliamentary", "part", "part", "part", "participant", "participant", "participant", "participate", "participate", "participate", "participate", "participate", "participation", "participation", "partner", "partner", "partner", "partner", "partnership", "partnership", "partnership", "party", "party", "party", "party", "pass", "pass", "pass", "pass", "pass", "pass", "pass", "passable", "passenger", "passport", "passport_holder", "pastor", "patient", "patrol", "pay", "pay", "pay", "payment", "payout", "pcdf", "peace", "peace", "peacebuilde", "peacefulness", "peanut_fish", "peanutfish", "peer", "peochakuri", "people", "people", "people", "people", "people", "people", "people", "perceive", "percent", "percent", "percent", "performance", "performance", "performance", "permit", "persuasion", "pest", "petition", "pga", "pgsp", "phase", "phase", "phase", "physical", "physical", "physical", "physical", "physical", "pirione", "pitch", "place", "place", "place", "place", "place", "place", "place", "place", "place", "place", "place", "place", "plan", "plan", "plan", "plan", "plan", "plan", "plan", "plane", "plane", "plastic", "play", "play", "play", "player", "plea", "pmc", "point", "point", "point", "point", "point", "point", "police", "police", "police_commissioner_juanita", "policing", "policy", "policy", "political", "political", "political", "political_instability", "political_partie", "politician", "poll", "polling", "polling_station", "pollution", "pool", "port", "ports_authority", "positive", "positive", "positive", "positive", "positive", "positive", "positive", "poster", "power", "power", "power", "power", "pray", "prayer", "pre_trial_conference", "premi", "premier", "premier_thomas_weape", "premiers_conference", "preparation", "preparation", "preparation", "preparation", "preparation", "preparation", "preparedness", "press", "press", "press", "price", "primary", "primary", "principal", "priority", "priority", "priority", "prison", "prize", "problem", "problem", "problem", "problem", "problem", "problem", "process", "process", "process", "process", "processing", "proclaim", "proclamation", "procurement", "procurement", "procurement", "produce", "produce", "produce", "produce", "producer", "product", "production", "professional", "professional", "professional", "professional", "professional", "program", "program", "program", "programme", "programme", "programme", "programme", "progressing", "progression", "project", "promotional", "pron", "proposal", "proposal", "proposal", "propose", "propose", "propose", "propose", "propose", "prosecute", "prosecution", "prosecutor", "prostitution", "prostitution", "provide", "provide", "provide", "provide", "provide", "provide", "provide", "provide", "provide", "provide", "province", "province", "provincial", "proxy", "pubic", "public", "public", "public", "public", "public", "public", "public", "public", "publicise", "publish", "publish", "pump", "qiqo", "quarantine", "quarter", "quarter", "question", "question", "question", "question", "quote", "race", "raid", "rain", "rainfall", "raise", "raise", "raise", "raise", "raise", "raise", "raise_awareness", "ramsi", "ramsi_special_coordinator", "ramsi_special_coordinator", "rape", "rapidly_change", "rate", "rate", "rate", "ratifie", "rdp", "reaffirmed", "reason", "reason", "reason", "reason", "reason", "reason", "receive", "receive", "receive", "receive", "receive", "receive", "receive", "receive", "receive", "receive", "recent", "recent", "recent", "recent", "recent", "recent", "recent", "recent", "recent", "recent", "reconstruct", "record", "record", "record", "record", "record", "record", "recruit", "redirection", "reef", "referendum", "reform", "reform", "refurbishment", "refute", "region", "region", "region", "region", "regional", "regional", "register", "register", "registration", "registration", "regulation", "regulation", "regulation", "rehabilitate", "rehabilitation", "rehabilitation", "rehabilitation", "reintegration", "reintroduce", "relation", "relation", "relation", "relationship", "relative", "relative", "relative", "release", "release", "release", "release", "relief", "religion", "relocate", "relocation", "remand", "remember", "remember", "remember", "renbel", "renbel", "renbel", "renbell", "renovation", "renovation", "rental", "repatriation", "repayment", "report", "report", "report", "report", "report", "report", "report", "report", "represent", "represent", "represent", "represent", "represent", "resident", "resident", "resolution", "resolution", "resolution", "resolution", "resource", "resource", "resource", "resource_owner", "resource_owner", "response", "response", "response", "response", "response", "response", "retail", "retirement", "return", "return", "return", "return", "return", "return", "return", "return", "reveal", "reveal", "reveal", "reveal", "reveal", "revoke", "ribbon", "rice", "ringgi", "rioting", "ripel", "risk", "risk", "risk", "risk", "river", "road", "road", "roadblock", "rob", "robbery", "robust", "rock_throwing", "role", "role", "role", "role", "role", "romantic", "round", "round", "roundtable", "route", "royalty", "rsipf", "rubbish", "rubbish", "rugby", "rumor", "rural", "rural", "rural", "rural", "sack", "sacking", "sacrifice", "sacrifice", "sade", "safety", "safety", "safety", "salary", "samlinsan", "samsa", "san_isidro_care", "savings_clubs", "scenic", "scheduled", "scheme", "scheme", "scholarship", "school", "score", "scouring", "scout", "sea", "sea", "sea_level_rise", "search", "search", "search", "season", "season", "seat", "seat", "second_appointe", "secondary", "secret", "secretary", "secretary", "sector", "sector", "sector", "security", "security", "security", "seed", "seized", "seleso", "seleso", "semester", "sentence", "separate_occasion", "sergeant", "servant", "serve", "serve", "serve", "serve", "service", "service", "service", "service", "service", "service", "set", "set", "set", "set", "set", "set", "set", "set", "set", "set", "set", "set", "share", "share", "share", "share", "share", "shareholder", "ship", "shipping", "shortfall", "shortland", "shortland", "shortland", "shortland", "showcase", "showcasing", "siaf", "sial", "sicci", "sichange", "sick", "sick", "sick_patient", "siec", "siff", "sign", "sign", "sign", "sign", "siip", "sikaiana", "similarity", "simsa", "site", "site", "site", "site", "sivb", "siwiba", "siwiba", "skill", "skill", "skill", "slam", "small", "small", "small", "small", "small", "snorkeling", "soccer", "soccer_knock", "social", "social", "social", "social", "social", "society", "society", "society", "socioeconomic", "soe", "soe", "software", "solar", "solar_pow", "solbrew", "solomon", "solomon", "solomon", "soltuna", "song", "sooner", "sore", "source", "source", "source", "source", "source", "source", "source", "source", "source", "spc", "speak", "speak", "speak", "speak", "speak", "speak", "speak", "speaker", "specie", "specie", "specie", "specie", "speech", "speech", "spend", "spend", "spend", "spend", "spend", "spend", "spiritual", "spiritual", "sponsoring", "sport", "sporting", "spread", "spread", "spread", "spread", "sprep", "staff", "staff", "staff", "stage", "stage", "stage", "stage", "stage", "stakeholder", "stakeholder", "stakeholder", "stanley_dick_pirione", "start", "start", "start", "start", "start", "start", "start", "start", "start", "state", "state", "state", "state", "state", "state", "state", "state", "state_owned_enterprise", "statehood", "statement", "statement", "statement", "statement", "statement", "statement", "statement", "statement", "station", "station", "steal", "sterile", "sticker", "stockyard", "strategic", "strategically", "strategy", "strengthen", "strengthen", "strengthen", "strengthen", "string_band", "student", "study", "sublease", "submarine_cable", "succumbing", "sufferer", "suggestion", "suggestion", "suggestion", "suidani", "sulufou", "summit", "summit", "supervise", "supervise", "supplementary", "supply", "supply", "supply", "supply", "support", "support", "support", "support", "support", "support", "suspect", "suspect", "suspend", "suspend", "suspend", "suspend", "suspend", "suspension", "suspension", "suspension", "sustainable", "sustainable", "swell", "swim", "switch", "symbolic", "sympathizer", "symptom", "synergy", "system", "system", "system", "system", "system", "system", "system", "system", "system", "systematise", "taiwanese", "talemaot", "tanda", "tank", "tarnish", "tax", "tax", "taxi", "taxpayer", "teach", "teacher", "teaching", "team", "team", "team", "tenakoga", "tenerife", "term", "term", "term", "term", "term", "term", "term", "term", "term", "terminal", "termination", "termination", "terming", "tertiary", "tessie", "test", "testing", "tetere", "time", "time", "time", "time", "time", "time", "time", "time", "time", "time", "tina_hydro_project", "tina_hydro_project", "tit", "tobacco", "today", "today", "today", "today", "today", "today", "today", "today", "toilet", "token", "tomperry", "total", "total", "total", "total", "total", "total", "total", "tough", "tough", "tour", "tour", "tourism", "tourism", "tourist", "tourist", "tournament", "tower", "town", "town", "townsville_peace_agreement", "tractor", "tradition", "traditional", "traditional", "traffic", "traffic", "traffic", "traffic_light", "trafficking", "train", "train", "trainer", "training", "transaction", "transmission", "transport", "transport", "travel", "traveller", "treatment", "treatment", "treaty", "trial", "tribal", "tribe", "tropical_depression", "tropical_disturbance_watch", "truck", "trustee", "truth", "tsi", "tuna", "turtle", "twitter", "ulmwp", "undercarriage", "undermine", "underpin", "undp", "unified_voice", "unique", "unique", "unit", "unit", "unit", "unit", "united_arab_emirate", "unity", "unity", "university", "unpaid", "unresolved", "unsubstantiate", "unused", "upgrade", "upgrade", "upgraded", "upset", "upsetting", "usable", "vaccinate", "vaccination", "vaccine", "vatukulau", "vehicle", "vendor", "vertically", "vessel", "vice_president", "victim", "view", "view", "view", "view", "view", "village", "village", "village", "village", "villager", "villager", "violence", "viral", "virtual", "virtual", "virus", "vision", "vision", "vision", "vision", "vision", "visit", "visit", "visitor", "vitally", "vocational", "voice", "voice", "vote", "voter", "voter_registration", "voting", "wale", "walk_long_distance", "ward", "ward", "ward", "warning", "warning", "warrior", "waste", "waste", "water", "watt_solar", "weapon", "weapon", "weapon", "weather", "weather", "week", "week", "week", "week", "week", "week", "week", "week", "week", "week", "week", "weighted", "wellbeing", "wellbeing", "wellbeing", "wellington", "western", "western", "wife", "wife", "wiki", "wikimedia", "win", "win_win", "wind", "windspeed", "winner", "wirenew", "witness", "witness", "witness", "woman", "women", "work", "work", "work", "work", "work", "work", "work", "work", "work", "work", "worker", "worker", "worker", "worker", "worker", "worker", "workshop", "workshop", "world", "world", "world", "world", "world", "year", "year", "year", "year", "year", "year", "year", "year", "year", "yesterday", "yesterday", "yesterday", "yesterday", "yesterday", "yesterday", "yesterday", "yesterday", "yesterday", "young", "young", "young", "youth"]}, "R": 30, "lambda.step": 0.01, "plot.opts": {"xlab": "PC1", "ylab": "PC2"}, "topic.order": [17, 4, 12, 14, 11, 15, 2, 1, 16, 8, 7, 10, 6, 5, 18, 3, 13, 9]};
+
+function LDAvis_load_lib(url, callback){
+  var s = document.createElement('script');
+  s.src = url;
+  s.async = true;
+  s.onreadystatechange = s.onload = callback;
+  s.onerror = function(){console.warn("failed to load library " + url);};
+  document.getElementsByTagName("head")[0].appendChild(s);
+}
+
+if(typeof(LDAvis) !== "undefined"){
+   // already loaded: just create the visualization
+   !function(LDAvis){
+       new LDAvis("#" + "ldavis_el60482131347821284945789364", ldavis_el60482131347821284945789364_data);
+   }(LDAvis);
+}else if(typeof define === "function" && define.amd){
+   // require.js is available: use it to load d3/LDAvis
+   require.config({paths: {d3: "https://d3js.org/d3.v5"}});
+   require(["d3"], function(d3){
+      window.d3 = d3;
+      LDAvis_load_lib("https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js", function(){
+        new LDAvis("#" + "ldavis_el60482131347821284945789364", ldavis_el60482131347821284945789364_data);
+      });
+    });
+}else{
+    // require.js not available: dynamically load d3 & LDAvis
+    LDAvis_load_lib("https://d3js.org/d3.v5.js", function(){
+         LDAvis_load_lib("https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js", function(){
+                 new LDAvis("#" + "ldavis_el60482131347821284945789364", ldavis_el60482131347821284945789364_data);
+            })
+         });
+}
+</script>
\ No newline at end of file
diff --git a/scripts/notebooks/text/PACNEWS.ipynb b/scripts/notebooks/text/PACNEWS.ipynb
index 8d0c0f65..57735750 100644
--- a/scripts/notebooks/text/PACNEWS.ipynb
+++ b/scripts/notebooks/text/PACNEWS.ipynb
@@ -3,7 +3,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "7f762fdb",
+   "id": "0bc993d4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -20,7 +20,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "958d3ebf",
+   "id": "b3dbfca0",
    "metadata": {},
    "source": [
     "## FACTIVA"
@@ -28,8 +28,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "id": "2aa29868",
+   "execution_count": 3,
+   "id": "21ad0297",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -50,7 +50,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9adfc80f",
+   "id": "2f1d617c",
    "metadata": {},
    "source": [
     "Converting RTF file to TXT by following commands on Mac:\n",
@@ -59,8 +59,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "39e6dc0e",
+   "execution_count": 5,
+   "id": "ad7c9a95",
    "metadata": {
     "scrolled": false
    },
@@ -75,7 +75,6 @@
     "            entry_lst = entry.strip().split(\"\\n\\n\")\n",
     "            title = entry_lst[0]\n",
     "            date = entry_lst[1].split(\"\\n\")[1]\n",
-    "            if date \n",
     "            entry_length = len(entry_lst)\n",
     "            if idx == len(entries) - 1:\n",
     "                content = \"\".join((entry_lst[i]) for i in range(entry_length)\n",
@@ -90,8 +89,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "7442868f",
+   "execution_count": 6,
+   "id": "f94aeee4",
    "metadata": {
     "scrolled": false
    },
@@ -124,7 +123,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2160</th>\n",
+       "      <th>3560</th>\n",
        "      <td>Another group claims legitimacy over represent...</td>\n",
        "      <td>461 words</td>\n",
        "      <td>NOUMEA, June 20 -- Another group has emerged c...</td>\n",
@@ -135,13 +134,13 @@
       ],
       "text/plain": [
        "                                                  title       date  \\\n",
-       "2160  Another group claims legitimacy over represent...  461 words   \n",
+       "3560  Another group claims legitimacy over represent...  461 words   \n",
        "\n",
        "                                                   news  \n",
-       "2160  NOUMEA, June 20 -- Another group has emerged c...  "
+       "3560  NOUMEA, June 20 -- Another group has emerged c...  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -155,9 +154,152 @@
     "news_df[news_df.date == \"461 words\"]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "c0d0baed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>title</th>\n",
+       "      <th>date</th>\n",
+       "      <th>news</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Visa issue put to Gillard</td>\n",
+       "      <td>10 May 2013</td>\n",
+       "      <td>PORT MORESBY, May 10 -- Papua New Guinea Prime...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ECP could be revived - Australia looks to stre...</td>\n",
+       "      <td>10 May 2013</td>\n",
+       "      <td>PORT MORESBY, May 10 -- More Australian police...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Vanuatu National Provident Fund team visits SINPF</td>\n",
+       "      <td>10 May 2013</td>\n",
+       "      <td>HONIARA, May 10 -- A delegation from the Vanua...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>CNMI eyes tourism office in Russia</td>\n",
+       "      <td>10 May 2013</td>\n",
+       "      <td>SAIPAN, May 10 -- Due to the overwhelming grow...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Solomons' Gizo airport to close for major upgr...</td>\n",
+       "      <td>10 May 2013</td>\n",
+       "      <td>HONIARA, May 10 -- The Solomon Islands' Gizo A...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9895</th>\n",
+       "      <td>Fiji eyes deals with PNG provinces</td>\n",
+       "      <td>14 October 2013</td>\n",
+       "      <td>PORT MORESBY, Oct. 14 -- Fiji is establishing ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9896</th>\n",
+       "      <td>0.8pc blind in Fiji</td>\n",
+       "      <td>14 October 2013</td>\n",
+       "      <td>SUVA, Oct. 14 -- The prevalence of blindness i...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9897</th>\n",
+       "      <td>Fiji calls for greater support from EU</td>\n",
+       "      <td>14 October 2013</td>\n",
+       "      <td>SIGATOKA, Oct. 14 -- Fiji wants the European U...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9898</th>\n",
+       "      <td>Intervention by Vanuatu's Minister for Tourism...</td>\n",
+       "      <td>14 October 2013</td>\n",
+       "      <td>BRUSSELS, Oct. 14 -- On Economic Partnership A...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9899</th>\n",
+       "      <td>UN health agency launches initiative to phase ...</td>\n",
+       "      <td>14 October 2013</td>\n",
+       "      <td>GENEVA, Oct. 14 -- The United Nations World He...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9201 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                  title             date  \\\n",
+       "0                             Visa issue put to Gillard      10 May 2013   \n",
+       "1     ECP could be revived - Australia looks to stre...      10 May 2013   \n",
+       "2     Vanuatu National Provident Fund team visits SINPF      10 May 2013   \n",
+       "3                    CNMI eyes tourism office in Russia      10 May 2013   \n",
+       "4     Solomons' Gizo airport to close for major upgr...      10 May 2013   \n",
+       "...                                                 ...              ...   \n",
+       "9895                 Fiji eyes deals with PNG provinces  14 October 2013   \n",
+       "9896                                0.8pc blind in Fiji  14 October 2013   \n",
+       "9897             Fiji calls for greater support from EU  14 October 2013   \n",
+       "9898  Intervention by Vanuatu's Minister for Tourism...  14 October 2013   \n",
+       "9899  UN health agency launches initiative to phase ...  14 October 2013   \n",
+       "\n",
+       "                                                   news  \n",
+       "0     PORT MORESBY, May 10 -- Papua New Guinea Prime...  \n",
+       "1     PORT MORESBY, May 10 -- More Australian police...  \n",
+       "2     HONIARA, May 10 -- A delegation from the Vanua...  \n",
+       "3     SAIPAN, May 10 -- Due to the overwhelming grow...  \n",
+       "4     HONIARA, May 10 -- The Solomon Islands' Gizo A...  \n",
+       "...                                                 ...  \n",
+       "9895  PORT MORESBY, Oct. 14 -- Fiji is establishing ...  \n",
+       "9896  SUVA, Oct. 14 -- The prevalence of blindness i...  \n",
+       "9897  SIGATOKA, Oct. 14 -- Fiji wants the European U...  \n",
+       "9898  BRUSSELS, Oct. 14 -- On Economic Partnership A...  \n",
+       "9899  GENEVA, Oct. 14 -- The United Nations World He...  \n",
+       "\n",
+       "[9201 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "news_df.drop_duplicates()"
+   ]
+  },
   {
    "cell_type": "markdown",
-   "id": "3bfed0fa",
+   "id": "cac7ecca",
    "metadata": {},
    "source": [
     "## Scraping"
@@ -166,7 +308,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "c23311a9",
+   "id": "e7e94c3c",
    "metadata": {
     "scrolled": false
    },
@@ -204,7 +346,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "81e01610",
+   "id": "8bf6438d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -220,7 +362,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "ba3edfe8",
+   "id": "8a2aa7da",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -236,7 +378,7 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "389ebd70",
+   "id": "be7c08f9",
    "metadata": {},
    "outputs": [
     {
@@ -275,7 +417,7 @@
   {
    "cell_type": "code",
    "execution_count": 50,
-   "id": "6839e297",
+   "id": "1f40f2a0",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/scripts/notebooks/text/solomon.ipynb b/scripts/notebooks/text/solomon.ipynb
index 38a35d13..a8fd8ba4 100644
--- a/scripts/notebooks/text/solomon.ipynb
+++ b/scripts/notebooks/text/solomon.ipynb
@@ -111,7 +111,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.4"
+   "version": "3.9.0"
   },
   "toc": {
    "base_numbering": 1,
diff --git a/scripts/notebooks/text/solomon_epu.ipynb b/scripts/notebooks/text/solomon_epu.ipynb
index 4a01469d..64d80fba 100644
--- a/scripts/notebooks/text/solomon_epu.ipynb
+++ b/scripts/notebooks/text/solomon_epu.ipynb
@@ -11,7 +11,13 @@
     "os.chdir(\"../../../\")\n",
     "\n",
     "import pandas as pd\n",
-    "import numpy as np"
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import spacy\n",
+    "\n",
+    "from statsmodels.tsa.vector_ar.vecm import coint_johansen\n",
+    "from scripts.python.tsa.ts_utils import *\n",
+    "from statsmodels.tsa.api import VAR"
    ]
   },
   {
@@ -22,28 +28,35 @@
    "outputs": [],
    "source": [
     "folderpath = os.getcwd() + \"/data/text/solomon_islands/\"\n",
+    "nlp = spacy.load(\"en_core_web_sm\")\n",
     "\n",
     "def process_data(filename, folderpath=folderpath):\n",
     "    df = pd.read_csv(folderpath + filename).drop(\"Unnamed: 0\", axis=1)\n",
-    "    df[\"news\"] = df[\"news\"].str.lower()\n",
+    "    df[\"news\"] = df[\"news\"].replace(\"\\n\", \"\")\n",
     "    df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
     "    df[\"ym\"] = [str(d.year) + \"-\" + str(d.month) for d in df.date]\n",
     "    return df\n",
     "\n",
+    "\n",
     "def get_news_count(data: pd.DataFrame, column: str):\n",
-    "    count_df = (data.set_index(\"date\")\n",
-    "                .groupby(\"ym\")[[str(column)]]\n",
-    "                .count()\n",
-    "                .reset_index()\n",
-    "                .rename({str(column): str(column) + \"_count\"}, axis=1))\n",
+    "    count_df = (data.set_index(\"date\").groupby(\"ym\")[[\n",
+    "        str(column)\n",
+    "    ]].count().reset_index().rename({str(column): str(column) + \"_count\"},\n",
+    "                                    axis=1))\n",
     "    return count_df\n",
     "\n",
+    "\n",
     "def check_epu_category(row, terms):\n",
     "    return any([word in str(row) for word in terms])\n",
     "\n",
-    "def get_epu_zscore(data: pd.DataFrame) -> pd.Series:\n",
-    "    ratio = data[\"epu_count\"] / data[\"news_count\"]\n",
-    "    mean, std = ratio.mean(), ratio.std()\n",
+    "\n",
+    "def get_epu_zscore(data: pd.DataFrame, \n",
+    "                   cutoff_index: int,\n",
+    "                   epu_col: str = \"epu_count\",\n",
+    "                   news_col: str = \"news_count\") -> pd.Series:\n",
+    "    ratio = data[epu_col] / data[news_col]\n",
+    "    ratio_t1 = ratio[:cutoff_index]\n",
+    "    mean, std = ratio_t1.mean(), ratio_t1.std()\n",
     "    z_score = abs(ratio - mean) / std\n",
     "    return z_score"
    ]
@@ -64,31 +77,103 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "b7caf699",
+   "id": "20144c5b",
    "metadata": {},
    "outputs": [],
    "source": [
-    "mindate = min(st.date.min(), ss.date.min(), tis.date.min())\n",
-    "maxdate = max(st.date.max(), st.date.max(),  tis.date.max())\n",
-    "start = str(mindate.year) + \"-\" + str(mindate.month)\n",
-    "end = str(maxdate.year) + \"-\" + str(maxdate.month)"
+    "def extract_entities(corpus: str):\n",
+    "    doc = nlp(corpus)\n",
+    "    ner_dict = {\"LOC\": \"\", \"ORG\": \"\", \"GPE\": \"\", \"WORK_OF_ART\": \"\"}\n",
+    "    for e in doc.ents:\n",
+    "        if e.label_ in ner_dict.keys() and e.text not in ner_dict[e.label_]:\n",
+    "            ner_dict[e.label_] += e.text + \", \"\n",
+    "\n",
+    "    for key, val in ner_dict.items():\n",
+    "        if val.endswith(\", \"):\n",
+    "            ner_dict[key] = val[:-2]\n",
+    "    return ner_dict"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "fbc28bb9",
+   "id": "912ebc10",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "  1%|▉                                                                           | 128/11049 [00:03<05:13, 34.84it/s]\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[5], line 7\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m news \u001b[38;5;129;01min\u001b[39;00m data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnews\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m      6\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(news) \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mstr\u001b[39m:\n\u001b[0;32m----> 7\u001b[0m         ner_dict \u001b[38;5;241m=\u001b[39m \u001b[43mextract_entities\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnews\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      8\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m      9\u001b[0m         ner_dict \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m     10\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLOC\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     11\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mORG\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     12\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGPE\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     13\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWORK_OF_ART\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     14\u001b[0m         }\n",
+      "Cell \u001b[0;32mIn[4], line 2\u001b[0m, in \u001b[0;36mextract_entities\u001b[0;34m(corpus)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mextract_entities\u001b[39m(corpus: \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m----> 2\u001b[0m     doc \u001b[38;5;241m=\u001b[39m \u001b[43mnlp\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcorpus\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      3\u001b[0m     ner_dict \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLOC\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mORG\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGPE\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWORK_OF_ART\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n\u001b[1;32m      4\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m e \u001b[38;5;129;01min\u001b[39;00m doc\u001b[38;5;241m.\u001b[39ments:\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/spacy/language.py:445\u001b[0m, in \u001b[0;36mLanguage.__call__\u001b[0;34m(self, text, disable, component_cfg)\u001b[0m\n\u001b[1;32m    443\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(proc, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__call__\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m    444\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(Errors\u001b[38;5;241m.\u001b[39mE003\u001b[38;5;241m.\u001b[39mformat(component\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mtype\u001b[39m(proc), name\u001b[38;5;241m=\u001b[39mname))\n\u001b[0;32m--> 445\u001b[0m doc \u001b[38;5;241m=\u001b[39m \u001b[43mproc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdoc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcomponent_cfg\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    446\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m doc \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    447\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(Errors\u001b[38;5;241m.\u001b[39mE005\u001b[38;5;241m.\u001b[39mformat(name\u001b[38;5;241m=\u001b[39mname))\n",
+      "File \u001b[0;32mnn_parser.pyx:233\u001b[0m, in \u001b[0;36mspacy.syntax.nn_parser.Parser.__call__\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mnn_parser.pyx:274\u001b[0m, in \u001b[0;36mspacy.syntax.nn_parser.Parser.predict\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mnn_parser.pyx:287\u001b[0m, in \u001b[0;36mspacy.syntax.nn_parser.Parser.greedy_parse\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/model.py:167\u001b[0m, in \u001b[0;36mModel.__call__\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    161\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, x):\n\u001b[1;32m    162\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    163\u001b[0m \u001b[38;5;124;03m    x\u001b[39;00m\n\u001b[1;32m    164\u001b[0m \u001b[38;5;124;03m        Must match expected type\u001b[39;00m\n\u001b[1;32m    165\u001b[0m \u001b[38;5;124;03m        Must match expected shape\u001b[39;00m\n\u001b[1;32m    166\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/model.py:131\u001b[0m, in \u001b[0;36mModel.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m    130\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpredict\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[0;32m--> 131\u001b[0m     y, _ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    132\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m y\n",
+      "File \u001b[0;32m_parser_model.pyx:243\u001b[0m, in \u001b[0;36mspacy.syntax._parser_model.ParserModel.begin_update\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m_parser_model.pyx:293\u001b[0m, in \u001b[0;36mspacy.syntax._parser_model.ParserStepModel.__init__\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/feed_forward.py:46\u001b[0m, in \u001b[0;36mFeedForward.begin_update\u001b[0;34m(self, X, drop)\u001b[0m\n\u001b[1;32m     44\u001b[0m callbacks \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m     45\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers:\n\u001b[0;32m---> 46\u001b[0m     X, inc_layer_grad \u001b[38;5;241m=\u001b[39m \u001b[43mlayer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     47\u001b[0m     callbacks\u001b[38;5;241m.\u001b[39mappend(inc_layer_grad)\n\u001b[1;32m     49\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcontinue_update\u001b[39m(gradient, sgd\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/api.py:295\u001b[0m, in \u001b[0;36mwith_flatten.<locals>.begin_update\u001b[0;34m(seqs_in, drop)\u001b[0m\n\u001b[1;32m    293\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbegin_update\u001b[39m(seqs_in, drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.0\u001b[39m):\n\u001b[1;32m    294\u001b[0m     lengths \u001b[38;5;241m=\u001b[39m layer\u001b[38;5;241m.\u001b[39mops\u001b[38;5;241m.\u001b[39masarray([\u001b[38;5;28mlen\u001b[39m(seq) \u001b[38;5;28;01mfor\u001b[39;00m seq \u001b[38;5;129;01min\u001b[39;00m seqs_in])\n\u001b[0;32m--> 295\u001b[0m     X, bp_layer \u001b[38;5;241m=\u001b[39m \u001b[43mlayer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlayer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mflatten\u001b[49m\u001b[43m(\u001b[49m\u001b[43mseqs_in\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpad\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    296\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m bp_layer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    297\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m layer\u001b[38;5;241m.\u001b[39mops\u001b[38;5;241m.\u001b[39munflatten(X, lengths, pad\u001b[38;5;241m=\u001b[39mpad), \u001b[38;5;28;01mNone\u001b[39;00m\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/feed_forward.py:46\u001b[0m, in \u001b[0;36mFeedForward.begin_update\u001b[0;34m(self, X, drop)\u001b[0m\n\u001b[1;32m     44\u001b[0m callbacks \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m     45\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers:\n\u001b[0;32m---> 46\u001b[0m     X, inc_layer_grad \u001b[38;5;241m=\u001b[39m \u001b[43mlayer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     47\u001b[0m     callbacks\u001b[38;5;241m.\u001b[39mappend(inc_layer_grad)\n\u001b[1;32m     49\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcontinue_update\u001b[39m(gradient, sgd\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/resnet.py:29\u001b[0m, in \u001b[0;36mResidual.begin_update\u001b[0;34m(self, X, drop)\u001b[0m\n\u001b[1;32m     28\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbegin_update\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.0\u001b[39m):\n\u001b[0;32m---> 29\u001b[0m     y, bp_y \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_layers\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     30\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(X, \u001b[38;5;28mlist\u001b[39m):\n\u001b[1;32m     31\u001b[0m         output \u001b[38;5;241m=\u001b[39m [X[i] \u001b[38;5;241m+\u001b[39m y[i] \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(X))]\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/feed_forward.py:46\u001b[0m, in \u001b[0;36mFeedForward.begin_update\u001b[0;34m(self, X, drop)\u001b[0m\n\u001b[1;32m     44\u001b[0m callbacks \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m     45\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m layer \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_layers:\n\u001b[0;32m---> 46\u001b[0m     X, inc_layer_grad \u001b[38;5;241m=\u001b[39m \u001b[43mlayer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     47\u001b[0m     callbacks\u001b[38;5;241m.\u001b[39mappend(inc_layer_grad)\n\u001b[1;32m     49\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcontinue_update\u001b[39m(gradient, sgd\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/layernorm.py:62\u001b[0m, in \u001b[0;36mLayerNorm.begin_update\u001b[0;34m(self, X, drop)\u001b[0m\n\u001b[1;32m     60\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbegin_update\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.0\u001b[39m):\n\u001b[1;32m     61\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mchild \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m---> 62\u001b[0m         X, backprop_child \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchild\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbegin_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.0\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     63\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     64\u001b[0m         backprop_child \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/thinc/neural/_classes/maxout.py:76\u001b[0m, in \u001b[0;36mMaxout.begin_update\u001b[0;34m(self, X__bi, drop)\u001b[0m\n\u001b[1;32m     74\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m drop \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m     75\u001b[0m     drop \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdrop_factor\n\u001b[0;32m---> 76\u001b[0m output__boc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgemm\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX__bi\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mW\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrans2\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m     77\u001b[0m output__boc \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mb\u001b[38;5;241m.\u001b[39mreshape((\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnO \u001b[38;5;241m*\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnP,))\n\u001b[1;32m     78\u001b[0m output__boc \u001b[38;5;241m=\u001b[39m output__boc\u001b[38;5;241m.\u001b[39mreshape((output__boc\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m], \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnO, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnP))\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "from tqdm import tqdm\n",
+    "for data, name in zip([st], [\"solomon_times_ner\"]):\n",
+    "    output = []\n",
+    "    with tqdm(total=len(data)) as pbar:\n",
+    "        for news in data[\"news\"]:\n",
+    "            if type(news) == str:\n",
+    "                ner_dict = extract_entities(news)\n",
+    "            else:\n",
+    "                ner_dict = {\n",
+    "                    \"LOC\": \"Missing\",\n",
+    "                    \"ORG\": \"Missing\",\n",
+    "                    \"GPE\": \"Missing\",\n",
+    "                    \"WORK_OF_ART\": \"Missing\"\n",
+    "                }\n",
+    "            output.append(ner_dict)\n",
+    "            pbar.update(1)\n",
+    "    ner_df = pd.DataFrame(output)\n",
+    "    data = pd.concat([data, output], axis=1)\n",
+    "#     data.to_csv(folderpath+name+\".csv\", encoding=\"utf-8\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "b230c994",
    "metadata": {},
    "outputs": [],
    "source": [
     "econ_lst = [\n",
     "    \"economy\", \"economic\", \"economics\", \"business\", \"commerce\", \"finance\",\n",
-    "    \"financial\", \"industry\"\n",
+    "    \"financial\", \"industry\", \"food\"\n",
     "]\n",
     "\n",
     "uncertain_lst = [\n",
     "    \"uncertain\", \"uncertainty\", \"uncertainties\", \"unknown\", \"unstable\",\n",
-    "    \"unsure\", \"undetermined\", \"risk\", \"risky\", \"not certain\", \"non-reliable\"\n",
+    "    \"unsure\", \"undetermined\", \"risky\", \"not certain\", \"non-reliable\"\n",
     "]\n",
     "\n",
     "policy_lst = [\n",
@@ -98,19 +183,56 @@
     "    \"debt\"\n",
     "]\n",
     "\n",
+    "solomon_lst = [\n",
+    "    \"solomon\", \"solomon islands\", \"honiara\", \"central province\", \"tulagi\",\n",
+    "    \"choiseul\", \"taro\", \"guadalcanal\", \"isabel province\", \"buala\",\n",
+    "    \"malaita\", \"auki\", \"kirakira\", \"makira-ulawa\", \"makira ulawa\",\n",
+    "    \"rennell and bellona\", \"tigoa\", \"temotu\", \"lata\", \"western province\",\n",
+    "    \"gizo\"\n",
+    "]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b7caf699",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mindate = min(st.date.min(), ss.date.min(), tis.date.min())\n",
+    "maxdate = max(st.date.max(), st.date.max(),  tis.date.max())\n",
+    "start = str(mindate.year) + \"-\" + str(mindate.month)\n",
+    "end = str(maxdate.year) + \"-\" + str(maxdate.month)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "fbc28bb9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "stats = pd.DataFrame(pd.date_range(start, end, freq=\"MS\"), columns=[\"date\"])\n",
-    "for np, np_name in zip([st, ss, tis, sibc], [\"st\", \"ss\", \"tis\", \"sibc\"]):\n",
-    "    np_count = get_news_count(np, \"news\")\n",
+    "for nps, np_name in zip([st, ss, tis, sibc], [\"st\", \"ss\", \"tis\", \"sibc\"]):\n",
+    "    nps[\"news\"] = nps[\"news\"].str.lower()\n",
+    "    np_count = get_news_count(nps, \"news\")\n",
     "    for (category, term_lst) in zip([\"econ\", \"uncertain\", \"policy\"],\n",
     "                                    [econ_lst, uncertain_lst, policy_lst]):\n",
-    "        np[str(category)] = np[\"news\"].apply(check_epu_category,\n",
+    "        if np_name != \"ss\":\n",
+    "            nps[\"solomon\"] = nps[\"news\"].apply(check_epu_category,\n",
+    "                                             terms=solomon_lst)\n",
+    "        else:\n",
+    "            nps[\"solomon\"] = True\n",
+    "        \n",
+    "        nps[str(category)] = nps[\"news\"].apply(check_epu_category,\n",
     "                                             terms=term_lst)\n",
-    "    np[\"epu\"] = (np.econ == True) & (np.uncertain == True) & (np.policy\n",
-    "                                                              == True)\n",
-    "    np_epu_count = get_news_count(np[np.epu == True], column=\"epu\")\n",
+    "    nps[\"epu\"] = ((nps.econ == True) & (nps.uncertain == True) &\n",
+    "                 (nps.policy == True) & (nps.solomon == True))\n",
+    "    np_epu_count = get_news_count(nps[nps.epu == True], column=\"epu\")\n",
     "    np_stat = np_count.merge(np_epu_count, how=\"left\").fillna(0)\n",
     "    np_stat[\"date\"] = pd.to_datetime(np_stat[\"ym\"])\n",
-    "    np_stat[\"z_score\"] = get_epu_zscore(np_stat)\n",
+    "    cutoff_index = np_stat[np_stat.date == \"2019-12\"].index[0] + 1\n",
+    "    np_stat[\"z_score\"] = get_epu_zscore(np_stat, cutoff_index)\n",
     "    np_stat.columns = [\n",
     "        str(np_name) + \"_\" + str(col) if col != \"date\" and col != \"ym\" else col\n",
     "        for col in np_stat.columns\n",
@@ -121,25 +243,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "9eb33899",
+   "execution_count": 9,
+   "id": "c1ddc423",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "select_cols = [col for col in stats.columns if \"z_score\" in col]\n",
+    "scaling_factor = 100/(stats[stats.date >= \"2020-01-01\"][select_cols].mean(axis=1).mean())\n",
+    "stats[\"z_score\"] = stats[select_cols].mean(axis=1)\n",
+    "stats[\"epu_index\"] = stats[\"z_score\"] * scaling_factor"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c794de3",
+   "metadata": {},
+   "source": [
+    "## EPU -> Macroeconomic"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "efa801a8",
    "metadata": {},
    "outputs": [],
    "source": [
-    "stats[\"z_score\"] = (stats[\"st_z_score\"] + stats[\"ss_z_score\"])/2\n",
-    "scale_factor = 100/(stats[\"z_score\"].mean())\n",
-    "stats[\"epu_index\"] = stats[\"z_score\"] * scale_factor"
+    "si_cpi = [\n",
+    "    98.6, 99.0, 100.6, 100.7, 101.0, 100.6, 100.5, 100.1, 99.5, 99.6, 99.5,\n",
+    "    100.3, 102.0, 104.2, 103.9, 103.9, 103.0, 102.8, 103.0, 103.2, 104.0,\n",
+    "    103.8, 104.1, 104.2, 104.5, 103.8, 105.1, 104.2, 104.2, 104.3, 105.0,\n",
+    "    108.0, 105.5, 106.6, 106.9, 106.9, 112.4, 112.7, 112.7, 112.2, 111.1,\n",
+    "    107.2, 105.8, 105.1, 105.4, 105.2, 105.3, 104.1, 106.7, 110.6, 112.4,\n",
+    "    109.8, 109.2, 106.6, 106.1, 106.6, 107.3, 107.5, 107.4, 107.8, 108.8,\n",
+    "    109.4, 109.4, 111.5, 113.9, 114.1, 115.4, 117.1, 118.0, 117.8, 117.2,\n",
+    "    117.0, 118.9, 119.2, 119.8\n",
+    "]\n",
+    "\n",
+    "si_infl_df = pd.DataFrame(pd.date_range(\"2017-01\", \"2023-03\", freq=\"MS\"), columns=[\"date\"])\n",
+    "si_infl_df[\"cpi\"] = si_cpi\n",
+    "si_infl = si_infl_df.merge(stats[[\"date\", \"epu_index\"]], how=\"left\", on=\"date\")\n",
+    "si_infl[\"inflation\"] = (si_infl[\"cpi\"].diff()/si_infl[\"cpi\"].shift(1)) * 100\n",
+    "si_infl[\"epu_change\"] = (si_infl[\"epu_index\"].diff() /\n",
+    "                         si_infl[\"epu_index\"].shift(1)) * 100"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "5020d3e1",
+   "execution_count": 11,
+   "id": "035b5393",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGdCAYAAADuR1K7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAACYhklEQVR4nO2deZwcZbX3f9Xr7J1lMpN9g0CCYQkJS1hFMQjoVfEqiIK8AoqAgriB3PvKiwvcexXxqmwuyCZwUbyiRjDIFghhyQKRrITsmck++0xvVe8fVc9TTz1dVV3dXd1d03O+n08+MD091VXV3fWc+p3fOUfRNE0DQRAEQRBEjRCq9g4QBEEQBEH4CQU3BEEQBEHUFBTcEARBEARRU1BwQxAEQRBETUHBDUEQBEEQNQUFNwRBEARB1BQU3BAEQRAEUVNQcEMQBEEQRE0RqfYO+I2qqti9ezeam5uhKEq1d4cgCIIgCA9omobe3l5MnDgRoVBp2kvNBTe7d+/GlClTqr0bBEEQBEEUwY4dOzB58uSStlFzwU1zczMA/eS0tLRUeW8IgiAIgvBCT08PpkyZwtfxUqi54IalolpaWii4IQiCIIhhhh+WEjIUEwRBEARRU1BwQxAEQRBETUHBDUEQBEEQNQUFNwRBEARB1BQU3BAEQRAEUVNQcEMQBEEQRE1BwQ1BEARBEDUFBTcEQRAEQdQUFNwQBEEQBFFTUHBDEARBEERNQcENQRAEQRA1BQU3BEEQBEHUFBTcEAQRaLYfGMC9L25GXzJT7V0hCGKYUHNTwQmCqC1+/vwm/M+bOzG6IYZPnzCl2rtDEMQwgJQbgiACTe+Qrtj0knJDEIRHKLghCCLQZFXN+K9a5T0hCGK4QMENQRCBRtVYcFPlHSEIYthAwQ1BEIGGlBuCIAqFghuCIAJNVjP+S7ENQRAeoeCGIIhAo5JyQxBEgVBwQxBEoOFpKcN7QxAEkQ8KbgiCCDQsqMmoFNwQBOGNigQ3d911F2bMmIG6ujrMnz8fS5cudXzuyy+/jFNPPRVjx45FfX09Zs+ejZ/85CeV2E2CIAIIS0upFNwQBOGRsncofvzxx3H99dfjrrvuwqmnnop7770X5557LtauXYupU6fmPL+xsRHXXnstjjnmGDQ2NuLll1/Gl770JTQ2NuKLX/xiuXeXIIiAQcoNQRCFomhaeRPZJ510Eo4//njcfffd/LE5c+bg4x//OG677TZP27jgggvQ2NiIhx56KO9ze3p6kEgk0N3djZaWlqL3myCIYPCxn7+Mt3Z24/MLp+H/fWxutXeHIIgy4ef6Xda0VCqVwooVK7Bo0SLL44sWLcKyZcs8bWPVqlVYtmwZzjzzTNvfJ5NJ9PT0WP4RBFE7MMGGlBuCILxS1uBm//79yGazaG9vtzze3t6Ozs5O17+dPHky4vE4FixYgGuuuQZXXHGF7fNuu+02JBIJ/m/KFBqsRxC1BKuWUqlaiiAIj1TEUKwoiuVnTdNyHpNZunQp3nzzTdxzzz2488478eijj9o+76abbkJ3dzf/t2PHDt/2myCI6sOCmkyWghuCILxRVkNxa2srwuFwjkqzd+/eHDVHZsaMGQCAo48+Gnv27MEtt9yCz3zmMznPi8fjiMfj/u00QRCBgvrcEARRKGVVbmKxGObPn48lS5ZYHl+yZAlOOeUUz9vRNA3JZNLv3SMIYhiQ5YMzKbghCMIbZS8Fv+GGG3DJJZdgwYIFWLhwIe677z5s374dV111FQA9rbRr1y48+OCDAIBf/OIXmDp1KmbPng1A73vzox/9CF/5ylfKvasEQQQQc/wCBTcEQXij7MHNhRdeiAMHDuDWW29FR0cH5s6di8WLF2PatGkAgI6ODmzfvp0/X1VV3HTTTdiyZQsikQgOO+ww3H777fjSl75U7l0lCCKAkHJDEEShlL3PTaWhPjcEUVucevtz2NU1iEVHteO+SxdUe3cIgigTw6bPDUEQRKlkKS1FEESBUHBDEESg4Wmp2hKZCYIoIxTcEAQRaMhQTBBEoVBwQxBEoCFDMUEQhULBDUEQgYYFNTRbiiAIr1BwQxBEoGFpKZWCG4IgPELBDUEQgYalpUi5IQjCKxTcEAQRaFTV+C9VSxEE4REKbgiCCDRkKCYIolAouCEIItBQEz+CIAqFghuCIAKLaCKm4IYgCK9QcEMQRGARuxJTcEMQhFcouCEIIrCIJmIav0AQhFcouCEIIrCwSikAyGQpuCEIwhsU3BAEEVhEtYZKwQmC8AoFNwRBBBbRZ0NN/AiC8AoFNwRBBBaxWorGLxAE4RUKbgiCCCxiWoqUG4IgvELBDUEQgYWUG4IgioGCG4IgAgspNwRBFAMFNwRBBBbRUEx9bgiC8AoFNwRBBBaxzw11KCYIwisU3BAEEVjk8QsaqTcEQXiAghuCIAKLrNaQeEMQhBcouCEIIrDIXYkpNUUQhBcouCEIIrDIwQwFNwRBeIGCG4IgAktOcEOeG4IgPEDBDUEQgSUnLUWTwQmC8AAFNwRBBBZSbgiCKAYKbgiCCCyycpMRG98QBEE4QMENQRCBJSvFMhTbEAThBQpuCIIILHJaipQbgiC8QMENQRCBRU5LUWxDEIQXKLghCCKwkOeGIIhioOCGIIjAkjt+gaqlCILIDwU3BEEEllzlhoIbgiDyQ8ENQRCBRa6WovELBEF4gYIbgiACC82WIgiiGCi4IQgisNBUcIIgioGCG4IgAgspNwRBFAMFNwRBBBZSbgiCKAYKbgiCCCw0OJMgiGKg4IYgiMBCaSmCIIqBghuCIAILpaUIgigGCm4Igggs1OeGIIhioOCGIIjAIntsKLghCMILFNwQBBFYVPLcEARRBBTcEAQRWKhaiiCIYqDghiCIwEKGYoIgioGCG4IgAguVghMEUQwU3BAEEVjkNFSGghuCIDxAwQ1BEIFFNhTLPxMEQdhBwQ1BBIDBVBard3RBI8OsBbnPDSk3BEF4gYIbgggA3//rWnz8F6/ghY37qr0rgUI2FMs/EwRB2EHBDUEEgJ2HBgEAu4z/EjpyMJPJUnBDEER+KhLc3HXXXZgxYwbq6uowf/58LF261PG5Tz75JD70oQ9h3LhxaGlpwcKFC/HMM89UYjcJomqkMnr+JS3nYUY4cnUUKTcEQXih7MHN448/juuvvx4333wzVq1ahdNPPx3nnnsutm/fbvv8l156CR/60IewePFirFixAmeddRY++tGPYtWqVeXeVYKoGikjqCFlwgpVSxEEUQxlD27uuOMOXH755bjiiiswZ84c3HnnnZgyZQruvvtu2+ffeeed+Na3voUTTjgBs2bNwg9/+EPMmjULf/7zn8u9qwRRNZhykyLlxgKNXyAIohjKGtykUimsWLECixYtsjy+aNEiLFu2zNM2VFVFb28vxowZY/v7ZDKJnp4eyz+CGG6w4IaUGys0FZwgiGIoa3Czf/9+ZLNZtLe3Wx5vb29HZ2enp238+Mc/Rn9/Pz796U/b/v62225DIpHg/6ZMmVLyfhNEpWGKDXlurND4BYIgiqEihmJFUSw/a5qW85gdjz76KG655RY8/vjjaGtrs33OTTfdhO7ubv5vx44dvuwzQVQSbihWKbgRofELBEEUQ6ScG29tbUU4HM5Rafbu3Zuj5sg8/vjjuPzyy/HEE0/g7LPPdnxePB5HPB73ZX8JolokWXCTocVbRDYU01RwgiC8UFblJhaLYf78+ViyZInl8SVLluCUU05x/LtHH30Ul112GX73u9/h/PPPL+cuEkQgYOmoTBWUmw2dvXj8je2B7I5MhmKCIIqhrMoNANxwww245JJLsGDBAixcuBD33Xcftm/fjquuugqAnlbatWsXHnzwQQB6YHPppZfipz/9KU4++WSu+tTX1yORSJR7dwmiKlSzz83Nf1yDN7cdwuFtTZg/zd64Xy0oLUUQRDGUPbi58MILceDAAdx6663o6OjA3LlzsXjxYkybNg0A0NHRYel5c++99yKTyeCaa67BNddcwx///Oc/j9/+9rfl3l2ihsmqGsKh/F6vamAaiiu/eHd0DwEA9vWmKv7a+WBpqFg4hFRWpeCGIAhPlD24AYCrr74aV199te3v5IDlhRdeKP8OESOOm/+4Bs+804lnrj8DY5uC5dHKqhpftKuh3PQMpQEAA6lMxV87HywtFQ0rSGVJuSEIwhs0W4oYEby0aR/296WwrqO32ruSA0tJAZXvc6OqGvqSelAzkMpW9LW9wE5HLKJfqqhDMUEQXqDghhgRDBoLd38A1QkxuKl0h+LeoQyYj3gwgMGNqdyELD8TBEG4QcENMSJgqkQQF/Bk1tynSqelWEoKCKhyYwQzpNwQBFEIFNwQNY+maRhMDw/lptJpqe5BIbhJB+/ciIZigKaCEwThDQpuiJpnKK0GOvUiVkhVOi3VIwY3yeCdG5WUG4IgioCCG6LmEauA+gO4gFuVG0pLiTDlhjw3BEEUAgU3RM0jLtpBTL2IwU2l+9z0DJrnYzCA5ybXc0OztwiCyA8FN0TNw/w2QDBTLykyFDvC0onRsN58MehD0/f0DOGa363E61sOVntXCGJEU5EmfgRRTcRFO4iG4qRFuans6m0xFAcwuDGVm7Dxc7Cjm2fe6cRf3+6AAuDEGcEaZUEQIwlSboiaR/TcBNFQbPHcVNhTYjEUBzDwM6ulDOUm4JYbFiAOpYP3OSOIkQQFN0TNM2hRboK36Fg8N5lKp6XMgCaIyo1cLRV0Q3Eyrb9/qaBHYQRR41BwQ9Q84qI9GEB1Qiz/Tld48RbTUkFUteRqqaAbipMZ/RymMsE7lwQxkqDghqh5LMpNAA3Fos+m4obigHtuuHLDS8GruTf5Yf6pakx3JwjChIIbouaxeG4C6IWoZodia7VU8FQtrtwMk1JwU7kJ9n4SRK1DwQ1R8wykReUmeAt4NQdnimmpdFaruHKUD7Y7TLkJuiDCPDdBO48EMdKg4IaoeQYtnpvgKTfJanYoHrQGe0FLTcmG4qCXgrP3kpQbgqguFNwQNY/c50YL2PBFUa1RNbO3S9lfN6PmpOmCFvyZhuLh0cSPp6WCvqMEUeNQcEPUPGJwo2pWpSQIyHf5lUppiH6bxpjeJC9ovhum3LBqKT+Vm9v/th63/W2db9sDSLkhiKBAwQ1R88jl30FLvVQtuDH8Ns3xCJrrogCCd27kUnC/VK2BVAb3vLgZ9774nq9qFXluCCIYUHBD1Dzygh00U7G8EFaqjJg18Gupj6KBKzcBC26MYCYe8Te4sTRO9FENomopgggGNFuKqHlyfCUBKweXF8JKmYqZctNSH0VIt7QEPy3lk19KPOdZH4NJ6nNDEMGAghui5gm6ciObTytlRmVl4C11EahG0BBUQzGvlvIpaBDPsZ/zvLjnJqtC0zQoiuLbtgmC8A6lpYiaRw5mgraAywbnSjXyY4bilvoo6mP6fU7w0lL6f/1WbkRlxc/qtKQwdoHUG4KoHhTcEDWPnIYK2vDM6hmK9aAvUR8NbrWUrNz4FIiI59ivgAkwDcXyaxAEUVkouCFqHqZGJOpZRVCwFvDc4KYyd/xmWiqK+oAbimO8z83w8NzIr0EQRGWh4IaoeVgaqrUpBiB4C7jssal0n5uW+khgq6XkDsV++WPSFs+N/9VS8msQBFFZKLghahpN07hSM7YpDiB4C3hOtVSFRgz0CMpNg+G5CVolmdznRvUtuPHfc6NpmkW5CVqzSIIYSVBwQ9Q0yYwKtnaNY8FNwKql5Dv8VKayaalEfRT1UV25CVolGffchMun3PhWXp5VIW6KlBuCqB4U3BA1jVgZNZalpQKmTlRNuRGa+DXG9eAmaJVk7FREjbSUWoY+N35Vp8lKDc2XIojqQcENUdOwQCYaVkxDccDUCXlRrNQdf6/Q5yawpeBlUm7EwMOvtJRYKQUA6QopcARB5ELBDVHTsLlS9dFwYCuCcg3FFU5LNUTRYKSlgqZqZSVDsab547tJl6GJn2gmBoBUNljnkiBGEhTcEDUNC2QaYhE0BlSdYCkSNj+pEsqNpmlmtVSdOVtKHjJaTcQghik3gD8eGfEc+5XqyklLkXJDEFWDghuipjGDG1O56Q/QAg6YwU1jXA++KtGheCitcoWopT6KBuO1+5PBCfzEIIZ5bgB/0khiysg3z02aPDcEERQouCFqGmaQrY+Fg6vcZFlwE7b8XE5YSiocUtAYC5vKTYDSUlkn5caH4KYsnhspLZWmUnCCqBoU3BA1jajcNAR0xABXbmKVU27MlFQEiqLwUvAgnRsxXVTOtJRfpeBULUUQwYGCG6KmYYt1fSy4XXjZQsv2z81zo/m0EPMGfkYFWRDPjUW5EdNSPgR/luDGp9L7alW9EQSRCwU3RE3D0iwN0TDvwjsQIF+Jqmrc+8I8N06L4ls7unD895bg0de3l/y6TLlJ8ODG6FCcyvoWQJWKGHOEQwr/f3+Um3J4bqyfK+pQTBDVg4Iboqbhaal4GA3x4KVexNQFS0s5lYIvf+8ADg2k8dLGfSW/rjg0EwA/NxlVC0w6RQxiwiGFBzh+eGTEwMM/zw0pNwQRFCi4IWoae89NcJQbS3CTR7lhoxH8WDR7Bll3Yv01WZ8bIDhdisWgI6TA1+CmIp4bUm4IompQcEPUNKxvS0MswlMvGVULzMIj7gcLvjJOwY0RdPiR7ugZtKalIuEQN+0GJfhjhuKQAiiKgrDiY3BTFuVGqpYi5YYgqgYFN0RNwxbq+qip3OiPByM1xYKbaFjhptmUQ1qKKTd+BGZyWgpA4Do4s6CDKTaRMik3ZetzE5AAmiBGIhTcEDXNoJCWigZQnWALYCwcQpTNT3K44+9jwY0faakha7UUgMCVyrMgJmQoNiEjuPFjXIIYQJbLc+MUpBIEUX4ouCFqGtFzA4jqRDAWcKYgxCIhRMOK5TEZP5Ub03NjF9wEI/BjaSmm3LD/+jEuoTyeG0pLEURQoOCGqGnYIEg29bqRjWAoczn4fz69Hv/1zPq8z0vytJSp3KQdlAS2z/6mpSL8MbEcPAjwtJRiDW78SCOVOjhTVTW8u7fXUjZPhmKCCA4U3BA1jWkolpWb8i3g/ckM7nphM37x/Oa8ClFKUG4iTLlxWBTZTKxypaWC5rnhhmKm3ChlUm6KOJ93v7gZZ9/xEv64ahd/TPbckHJDENWDghuiphkQZksBZrl1OdNS4h18PhWEe24iph/ISUnwNS0lNfEDgui50f8rp6V8mS2VKU252bq/HwDw7t4+/hhLS7H0Iik3BFE9KLghhj1D6azjXTI3FBt9XMwZSuVTJ0RD8FCeBU40FLNqICdlps/HtNRgSt9GvdDfJmieG9lQHC6TobgYJYjtAws4ATOobTYq0ILSDJEgRiIU3BDDmmQmizP/63n8693LbH9vGooNz00FlBtxUZNb8uc811gQ45EQohH3aik/lZuMapagMxoCNjXdNBTrP0f8NBSXqNyw97hfOFdDxnvdbPiYSLkhiOoRyf8Ugggue3uS2GP80zQNiqJYfm8Ozqyc50Y0vA6l8yg3YrVUyDAU2xhms6rG52QlfVAE2PDJcMi8v2HKzWBA0lI8uJFLwf0enFnE9lhwZK/cuHeaJgii/JByQwxrRH+LXedePjiTeW4qEdyoYlrKu+cmGnEuBReVplRGLXm4ZdrYx4gwkDJohmKelpKa+PltKC5GuWF/02cT3DTFSbkhiGpDwQ0xrBF7i8jm3XRW5SoIC27M1EsZ01IZUbnJE9xkRc8NU25yF0W5dN1puKZXWOAQEdNSUePc5NnnSiH3uWHemyB4bth7ZFFueFoqajyHmvgRRLWg4IYY1oh3x7JKIioQ9Ty4KX+fG1G5yTcHKmXT58Yu7SIqBEBpZlVN0/jCG7FJSw0kg5GW4tVSRlDDAjHV7/ELxXhueFrK/BzxtBQpNwRRdSi4IYY1YvAg+1uYkhMOKbzM2vSVlC+4SRdhKM7XobhfDm5KWDjFtVxMSzXEg52W8lO5sXhufE5LcUMxeW4IompQcEMUzb7eJLoH0lXdh5RLTxmWemqIhrnRmKWl+suYlkoXaygOOxuK/QxuRGXJkpZigV/Q0lKK1XPjd5+bYrbHgiMxvclSpE1ULUUQVaciwc1dd92FGTNmoK6uDvPnz8fSpUsdn9vR0YGLL74YRx55JEKhEK6//vpK7CJRIGt39+D9//U8zv/Z0pLNraWQ9JCWqhemgTfGK6zceDQUxy3BjY1yY+MnKhYx7SWmpeqjwSoFz1FuyjQVvJjt2aal0tY+N1QtRRDVo+zBzeOPP47rr78eN998M1atWoXTTz8d5557LrZv3277/GQyiXHjxuHmm2/GscceW+7dI4qgayCFLz38JvpTWew8NJiz8FYSi+dGUhzkSinAnDFVTuWmoFJwy1Rw72mpfF4e1/0TFnM75UZ+rWqRdehz48egS2uH4sLPJTuHqazKt5VTLUXBDUFUjbIHN3fccQcuv/xyXHHFFZgzZw7uvPNOTJkyBXfffbft86dPn46f/vSnuPTSS5FIJMq9e0SBZFUNX31sNXYcHOSPsSGM1UBURuTgxlRuzHZOlSgFF4MTz9VSedJSOYbiUoIbYf8snpugpaUcBmdmiwhGZMRzXEpaCjCDQfZZ5H1uKC1FEFWjrMFNKpXCihUrsGjRIsvjixYtwrJl9h1lCyWZTKKnp8fyjygfP/77Bry0cR/qoiHURfWPT08Vg5uUq6HYOjQTqEwvl4I8N4KhOFKIobgEVYBP2w4plqaHQetQLKelzOCm9G2XbCgW3uM+HtyQoZgggkJZg5v9+/cjm82ivb3d8nh7ezs6Ozt9eY3bbrsNiUSC/5syZYov2yVy2dMzhLte2AwA+I9PHoOJiXoA1Q1uki5pKXP0guC5YQt4GVMv1lJwb8pNNOw+OFNO/ZWi3KSF4EakEpVkhcCngjPlRvFHuVFVzXKOSxm/AOifM03T+HvCZ0uRckMQVaMihmK5Jb5dm/xiuemmm9Dd3c3/7dixw5ftErns6RkCAExI1OFjx01CszFRupppKUu1lFNaym44ZBlTL25qktNzdeXGSEvZLIp+VkuxcQNRh+BmIJWpqkmcIfe58Uu5SUvBUalpqb5kxhJkM88NNfEjiOpR1tlSra2tCIfDOSrN3r17c9ScYonH44jH475si3BnUKo+ajHk956h6hlQrZ4b+z43onLTwAZnlrWJn5CW8jp+QTQU2ygTuWmp4vefbV9Wbtj7qmq6IlYnBIXVgBmHWUGXX54bOegoavyCsI1+KbihtBRBVJ+yKjexWAzz58/HkiVLLI8vWbIEp5xySjlfmigDTBlhSkjCUG6C47nJbyhuMPY9lVXLVqprbeLnTbmJV9BQbI5esH79G4TzFATfjSqlz8I+lYLLylgxHY9TkqGYBdkhxTyPWVXzpWydIIjCKftU8BtuuAGXXHIJFixYgIULF+K+++7D9u3bcdVVVwHQ00q7du3Cgw8+yP9m9erVAIC+vj7s27cPq1evRiwWw1FHHVXu3SVcGJKCmxYW3AwF1HOTzjUUsy68gL6AJ+r9j+8thmKPnhuxWiqralBVjRtpAX9LwVnwFZGUm3BIQTwSQjKjYiCVwZjGWNGv4QfcUCylpUrtUCwrKsVsLyctlWZBahixSMjyvHCougoYQYxEyh7cXHjhhThw4ABuvfVWdHR0YO7cuVi8eDGmTZsGQG/aJ/e8mTdvHv//FStW4He/+x2mTZuGrVu3lnt3CReYcsPSFS111ffcuAU3dmmpWDiEcEhBVtUwmMpy9clPMhblxvv4BbHnTFpVERcWRT8NxVy5CeX63hpiYSQzaiBMxVnNXrkpdSq4fO4KVVeyqgZxF8S0VDxqphcBPZCqdnqPIEYiZQ9uAODqq6/G1Vdfbfu73/72tzmPBcHMSOQymNIv4HU5aalqem48GIqF4EZRFDTEwugdypStkZ+1Q7HXJn5hXi0F6J6OuPDtZMpNLBJCKqOW5OfgQzPDuapVQyyCQwPpYKWlpGqpUpUbOR1Z6Pbkv+9PZXlaKh4JISp0faaKKYKoDjRbivAM99wwQ3E9MxQHxXPjYCiW7pzLXfJs7XPjtRRcsSgpOQuoEdyMadBTReVSbth7W84Ozl4xDcX+TgWXPU2Fbs/uveHKTSSMUEhx7TZdq1RTwSUIGQpuCM+Ynhv9YxOMtJRbh2LmubEKlKzXTbnGDFg7FHsvBdeb6rFtWBfcPqO6a3Rj6cENS5uJaTBGkHrdyMpNsVPBZSU4V7kp7FzK702/xXOjfzeYfyqIys2KbQexvy/p6zZ/8fy7OO7Wv+OVd/f7ul2CKBYKbgjPyIbi4VMtZVVuyt2l2FIKXsD4BUVReErDUblpLL1BXIZXIdmlpcrfwdkr7DQyrw1TmgpRWnqH0jjrRy/glqfe4Y/JKb1CPTfye9OXzHLjeNwI/JmpuJLKTfdAGg++uhVdAynH56zd3YNP3v0qvvb4al9fe83Obmiavn2CCAIU3BCeYXfzdTFrtVRvVfvcuKSlbAZnij+XawEvxnNj3vEb6oQ0+4gdy2iWliplKrhqpsJk4pGwp/2uBE5TwQtRbtZ39mLrgQE8847Za0suBS/ZcyNVSwGmclPJ8/jTf2zC//3TO/jNK1sdn7Pz0AAAYMfBAV9fmwV3+TpyE0SloOCG8Izc54Y18QtKh2Kvyk2Ujzkof5+bvMqNYCgGgKgR5Fjb+5vBoy/BTdZ+/AIgBlfVD25YVRSLwYqZCs4CcvF9KN1zI6WlUhmLoRgAN4dXqkuxpml4dt0eAMC+3iHH57HvcJ/PTSxZcBeEoJggAApuiAJwauLXl8xUbTEU7xTlaimzFNzquYmUeeHJFGEoZmmMSCg38Oo3FqJwSDG73/pgKI7apKX86iXjB07KTbaA942df/GzIXd39kW5yVgrCdn7WSnPzZb9/dhuqDFuSir7TvjtN2PKTb7PO0FUCgpuCM8MSdVSbEAgkNtBt1KkXFSSAZup4ICgAJRJuUkVUwrO7/iNKptM7tTpxljYl0XTaXAmYAZ+QVBueJ8beXBmIcpNmi26KldoUhnr35fquelPZoVqKVm5qcx5fH7DPv7/bsENUzMH01lfuyeTckMEDQpuCM9wz41wd8pUnGqlpsTxBrLnhikejXFJuQmxMt3yKzfJjOrat0kObriqZFFu9MWqKR7xJbhhQZ1dtVQ0QMqNPH4hUsT4BfHzwRbe0vvcyJVsGd6skXunIvq+Vkq5eWHDXsv+OCEqWAM+lvszBTXfuBGCqBQU3BCekdNSgNDrxqWRXzmbMjopN2KjuyYpLRUtszohL55Od7Oapln63Ij/FU2vrOdMYzzCFQFfmvjZKDdhnharfnDDDjEnLVXAvomLOft/9v6wz3Ghnhv5c6N7bqyGYj/eJ6/0JzN47b2D/Oc+V+XG/F2/j74bdmORb9wIQVQKCm4Izwymrb4CQCgHd2jkd9vf1uGU25/Dvl5/+2owrMqNeWEVPQWNcSktFS6vOiHf2Tv5EMTnxcPWKpu0Zeq0qUD5o9w4dygOkqFYTksVo9wMuQU3Rrqy0M8BD5rjZr8kcfwCUNk+N8s2H0Aqq4LFqq7KTco6E8sv2PGTckMEBQpuCM8MpWyUmzr3Xjd/easDHd1DeGtHV1n2SbwzHkxnuUrELtzxSChnEY+EymwoVr0pN+K+x6Tmb3Zpqca4OaLBlyZ+tp6b8qbsCkFOS5Ws3Bif35RxbOxzXLjnRn/+qIYo/5mpJdxzU8E+N88bKalTD28F4N4xfDAtKjc+BjdpKgUnggUFN4RnzPEL5seG9bqx89xkVQ2dPXpZaleZPDniYEpVMxcelsppiueOT2OLeqXSUk7KjRigmJ6b3LSUaSgWlJuS+tw4Kzcs8PPTbFosfPxCScpNrrKX5pVNxR0r+9yIQ1cP9uvKZE5aqszKjaZpeGG9Htx89JiJAPTPi1MqWOzt5Gtww5QbMhQTAYGCG8IzbHHwmpba2zvEFw63rqmlIF9MWc7fVDtsgpuKp6UclBtj38MhhasTZg8eMS2VayguZRHJuHhuuNm6TJVkhWAqN/rPoSKqpcqRlhI9O0ypOdCvf74rrdxs3NOH3d1DiEdCOPuodgCApjk3qBTHaviVlsqqpneMSsGJoEDBDeEZW0NxnbOheHfXIP//clRTZVUtZ2FiqbM+h0opoLJN/ABnqd5s4Gd+De0GLvanBM+NH2kpl8GZZil4AJQb1V65KSQYGbJLSzHlJsLSUoWdyxSfqq5wZfAgC25kz02ZzyNLSZ1y2FiMbojyINmpHNxaLeVPICJ+Fkm5IYICBTeEZ+Q+N4B7Wmp3l9kptWvA/+DGboFnKompdoRznmOmpcpfCi7ukwxrJsfu8gEnQ7FQLeWDodhtcGYxqZ9yIU8FZwt3IdVN5VBuMrzCLcSDZx7cRCrbxG9DZy8A4IQZY6AoZrDVl7T/vg2UQbkRzzEFN0RQoOCG8EQ6q/IFt95jWqqj21RuyuG5ERcO1rmXpaX6XNNS5TUUe/XcsIUgKig3EZvBmf12Tfz88NzYdCiO2ChH1UKeCh4uwg8kKhXsfWBqSl2RpeBpm+BGTktFK9TEjyk0o+r1sRwsuHFUbsrguUlalBtKSxHBgIKbEUxn9xBuW7yOD9NzQ1yg6zxWS1mVG/89N+xCqihAs3FRl9vL26elWHqjuoZiFlzFBeUmFsk1O4uBWtwP5UY1vT4y0SClpXKUG+PxIg3F7LPB3h/2OS62iV80rHBlMCWVgvvxPnlhIGVW0gFmkO+kygw6tEsoBTGgcVIpCaLSUHAzgvnd69tx70vv4SdLNuV9LrsoKop1MWZN/OzTUuX13Igt79mkchZI8LRULDe4Kff8JLbdfOZfuTsxYKopKZu0VFM8wgdslstzE6zZUvp/c5SbIsYviP9vGoKLq5YSlRt5bpk5FbwyCli/UEkHmMGNk3IjNvHza3imGNAkyVBMBAQKbkYwTE15ceO+vNL8UMqsEFEUc1Fs4WkpG0OxmJYqg+cmKRhymTlUnnrsaiguVym4sV9MTcpXCm41FOfum8VQ7Edaihti7UrBy6tqFYJcLVWMcpN0DW5Kq5aKhkM5rQbkaqlye1DEzwZgpqWcuhSXoxRcVG7Ic0MEBQpuRjBMut7fl8Tajh7X59pVSgHuaamOMqelzFRAmJtDg2AoZoMpm7gPqBBDsU21lHEsDXF/BmdmXZSbYKelSvTc8Gopw3MjGOML8d2IaSm5+7Wp3FTGcyM2eASAJuP72OsQuIiBdp/DbClN0/DFB9/EZ+5b7ulcD0nzu8o5boUgvELBzQhmQJClX9y4z+WZ5iJRJwU3CYdqqaF0lpssAV3Z8bsCh90xxsIh3pAt6anPDesCXF5DMbuLFtWDA31JrN2tB5J2aSm3aqkmn5SbtEu1VDiIyo00FbywUnChiZ80OFMM1AvZpp2hmFHp8Quycd5NuRGLAgBgwMWX8/e1e/DqewcsqWUnZBMxqTdEEKDgZgTTL9y5vbghT3DDJ4JbPzIsLZXMqJa7wo5uXbUR/TlOIxqKRTRxsoVqkPe58WAoLtNdNVM9eHAjXOyvePBNfORnS/Hevj5LWs3ct9w7fp5ii1n73BR7h+yu3JRX1XJD0zTLZ4jPliqhFNxu/IJdcFNI4G0JbnI8N1ZDcTmVG03TeJqJfdZauOcm97sm97VxGpx5SEghsw7jbsgmYgpuiCBAwc0IRsy5r9h+yHUmjV2PG0D3lTALjmhiZHd8k0fXc++J3+XgYnAQj1oNxSy4YQZLkXLPlmKqCi9PFxbYLfv7oWrAm1sP8eAsapOWytehuJT9T7t6bsqrarnx9SfewoLvP4u9xoIqN/Erxuxs1+eGnXfxs1yIUpWxpKWcDMXlnwqezKj8HDUYx2L2uclVZWTvl1NF1SFBcd3jIbjJVW7IVExUHwpuRjDinVtW1fDKpv2Ozx1y8NyEQmbjMDE1xYKbiaPqkTAGDPrtuxE9N8xQzFIPchWJiNmoztvCo2katuzv96z0ZKS0FDt3mqZx9eqd3d08yLBTbtixZVWNL8qN8bBFCSt24WTH7TY4s9CuvX7w+paD6EtmsGGP3piOCVMsqGH7q5Y4fiEllYIDQCGHm+JpvVCOp0s2FDN/TzkQb05Y1Rbzedl5bnKUGwfPjWj+7+wuQrmhcnAiAFBwM4JhF7d5U0cBcPfdOHluAPtGfqzHzcREPf99uZSbeDjEh3l6SUsVOlvqpU37cdaPXsAPF6/P+9ysqoFttrnOTNkBemUL+907u3uQMu5wxYAlIvXgEUt3G+MRS8O/Yv0cruMXyqxqucHeM7Y4cuVGmgruNWWWVTXLcQw59LkBClNuCvLclFG5YTcn9dEwDwDdPDcDUjDjVC11SLgJ2dubzLsfpNwQQYSCmxEMu7idf/QEAHpw4+TjcKqWAuwrplh34gmj6jDKUG66fS4HZ9VG8WhIUG6YodjqRRCJFFjJsnLbIQDApr29eZ8rbrNJSkuJyta6jh6uMtkaio07fnYc4ZCCeCRkGbJZdHBjLPhhu7RUmf1ITmiaxhdkFgxyz41SnHIjp2HMUnBTMWPxXSGemwz/e+e0FB+cWUb/iV0AzwJqO88NOx/s8+OUlhJvQjylpSSlhhr5EUGAgpsRDFs4z5rdhngkhI7uIWzc02f7XKaIyJ4bwGzkJ/a62SWkpVhreL/TUuyiqldLhS2PySWyItECFYCdhwYt23RDVIPMtJS+T2Lw15/KYpNxrt0GZ/IFLGb2Fyp1eCbbx6itclOd2VJDaZXvF1uEnaaCe1XcBh2DGxZUKlypKsTHI6alnAzFMeN9LKdyw5QYMTXm1qGYpaXGNurfx6G0avs+dwmeG09pKaqWIgIIBTcjlFRG5RfesY0xnDxzLADgxY17bZ/v5LkBTOWm26LcCGmphvKkpdj+x6MhHnQNprLQNI2n3FyVG48L2g5jPIVTdYmIeKfOFhom08vVYqt26IqQrXKjMuUm9zjMcvDi5H+38QvlnrvlRK8w6FFWbvhU8HBh1VI5yo00FTwaDvFzUIxyo6el3D035ayWYgGM2CXZPS2lH/+45jh/zM53I1ZLyWmpTFblQ0IZsnJDaSkiCFBwM0KRvRynz2oFALyx9ZDt8z15bozFW9M0dHDlpg6jmOfG57SUqNywRWUok8Vg2vS2uHpuPC48Ow/qwY2XKcppI3BQFDMQZMqN3AvovX39+v5bPDfWdEZ/Kjf1UGr3W7aQR23SUtEq9bkRF2O2OGa5cmN4bgpUbuTgZkhSbooNbrjyE1YsQWckpPD3rxJ9buQycMDdUMyOP1Ef5QqdnRopKqyd3UOWVPU1v1uJk374LHYcNOfR5Sg3lJYiAgAFNyMU1rY9FgkhGg7hyPHNAID39jmlpXLLZxktkqG4ZzDDtz8hUW96bsql3ETEDsVZHoQoilkiK1JI6iWVUXmvD6fqEhHevTZkpsrYomI3ogKwBjcxyVDM1KIGMbgpceFki7OdclOt2VJiGwEWDKpSn5tCU2ay9yPHcxMJFXW8aTEtJbwvlgGoFTAUc+XGIS0lK1wsGGqIhfl+2wY3wvd0MJ3lgZKmaXh18wGksxreFa4Tw0252bSnF2ff8SL+uGpntXeFKCMU3IxQ+gUvBwDMHNcEANh2YMBWSi/EUMxmSo1pjKE+Fi6j5ybXUDyYVnlA0BiLWOZgMcyKoPwLT0f3IFeBPHluuCqgmD6gjFW5mTqmwfI3ooIiD860GyNR6sRpU7lxTktVuomfqIrJyo3c58ZrcCMOewVy01KxcKgoj1HakpYSghvhuxH1YUxGPuy6cDfH9e+ipgEDknI1wH1zEaEfTm4gckj6nu4xUswH+1M8QBe7mw+3DsV/X7sH7+7tw6Ov7aj2rhBlhIKbEYp8YZzQUof6aBgZVbNIzowhnpbK/cgkmKF4UN8m63EzIVGn/75Mnptk1lykRJXEzUwM2DfKc4KZiQF9Uct3Vyo2yGPniis3xvGfMH2MRTUR7/jZopjJMRTbeW6KVW6YImKTlqpStZRY3cMWR5YZkzsUe50Kzs47C76ZkuNXWioaVvjNAWCv3JTTc8OCFXEf6qLmMcm+m0FDeWyIhvl3wz4tZf2e7unRfTdb9vcLry0Eo2Xsc9M9mPa9ynL7Af36tq6zh+Zg1TAU3IxQRHUD0HuIzGhtBABs3tef83xeLWWn3Ehpqd3MTDyqHgC458bvixS7iOqGYjOQcOtxAxSmTsiBXj5TsbhwysoNOz9tLXEcNq6R/42lWipkrZZyNRSXqNy4z5aqZlrKUG60EpUb4zM7xqgOSmVVZLKmkT4aVkoMbkKICH4vS3DDDcXlO492n3NFUYTUlPX7xtVXIS1l5yNjyk17i248ZmlZa3DjPAlc9uAUSyar4sN3voQP/eRFX4NEViDQO5Sx3LwQtQUFNyMU06hqBiszjQXXznfjZiiWq6V4d2JDuRnVYKSlyuS5iYWFDsWCcmNXKQWY3g0vF0z54pcvNSW25ucmZ6nPTUtdFO+bmOB/4zY40y714JfnxnUqeIWDG2taytrEL0e58eq5MbbDPF/sMTvlprAmflZDNvucsR43QOnvkRcGHD7n7GfZ4zUgtHNgNzVyY7+sqvHP6ZHjWwCYvW7E4Eb0n8nGbb+Um319SXR0D2Fvb9IyEqJUWHAD6P2miNqEgpsRit2ieZjhu3nPRrlxmi0FmGknlnZhlVITmHIjGIr9lIFF5SYuVCbZpXJEzBEDHpSbQ1blptfBFMwwe6Dkem5Y2i5RH8X7Jrbwv4nZdChmC/B+46I+2lAfxOcXP36BdSi2my3lPfDzE/G8JiVDMYvBWDM/z8GNsZgz5RDQ1RzRUJyvMeDa3T349ctbLGk6eao6+w7Fo7npxfIaiplB2D64yU1LGc8X0lKy56Z3KM3HXsw2igxYcLP1gKDcJHOVm3r+efdHudnbY5ahu829K4RMVuXd0wFgXUf+xpzE8MT+6k/UPHazl5hys9lGufHS54bdKfLRC0Zww0rFs6qGvmSGd1EtlZTgueFTwdNZM+XmqNx490PkKDd5KqYyYloqIlVLMeWmPoLpraapWExLxaSU2T6jz0ib0Juk1LRUxiUtxc5NpZv4icrNkGwoLlq5MQPy+mgYg+ksBlIZSyk8V24c0kc/WLwWr7x7AEe0N+H0WeMsz2XvFQ9u7KqljOntdsb2UrFr4gc4N/KzS0vJSiTrcdMYC2PKaP37y4Ib8abHTrlpqY9gMJ31zVAsdkf2q9Kyo3vI8vlZ29Hty3aJ4EHKzQiFlWqLZaRcudlv47lxC27qzcGZP1y8Dqt3dgEw01J10TA31/rZ68ZSLSWYd+0qjEQKMRQzz02+lvUMsRQ8LuyTpmn87jNRH8X7JtinpeTREHvtgpsSy4wzHgZnVrpayk654WmpIj033AQvtAoQX8eL54Z9XsXGdWJaCzANvXZpKaB8KT67Jn6A8wgGMS3V5Bjc6Mc5qiGGthb9+9vZk4Sqath2wFQx7ZQbdhMjp6mKRWwg6FdwI3voSLmpXSi4GaHY+VKYofhgfyonx809N3ZpKUGZue+l95DKqDh6UgJzJ5kLOCsH97PXTVIo6RXHL7CLPmtoJuPVUDyUzvILLDMA5/PcsCZ+0YjClRtV0xe4HsFzk2iIYrJxZ2z13CiW7ewz7l7H+ancZF3SUtLrVwprtZQxfkFz8Nx4TG2y3kx1hnIDWLtE68qNu8eIfcZEH0nKKS1lYygGyue7sUstA+Z3Wk6hDtr0uZGD9S4e3EQx3ghu9vYMYU/vkGWcha1yIw2KLZW9ZVButhvBzbGTE/xnuzlcxPCHgpsRil3qpjEe4eXb7+23pqZ4Ez8b5aY+GuaL70kzxuD+y07AU9eeajEfM9+Nn8oNWzTiUXPxSmVVrpA4paV4RVKeBZzNx2qMhTF5tJ5G8moojgjKDaAvANxQbASDV54+E8dNGYUF00ab+yYMztQ0Dfv6DOXGWGgA/9JStuMXjMVe07yPOfADi6FYngpuo9x48W6xtFRdxFQOxUXS0ufGYXvsHIsVQHJaqsnOcyOk/MrlX7LrUAyYQb1jWioacVRu2PdzdEMM7Sy46U1i816rmjtoUy3FbnL8MhRblBufrhvMQ3f05AQP3jZ06upNKqPiB39di8VrOnx5LaK6kOdmhCI38WPMHNeIju4hbN7Xj/nTxvDH3Tw3iqLgj1efgv5klnc6lmEXvq5B/6oe2B2+qNwAZgqhydFQbC7gWVWzXeQBU8KePLpBuNP1VgoujoQA9GCSpQLZufj8KdPx+VOmW/7erFZScWggzdNc45pM5abUJn5io0EZ0YeTVlXEQ/apPb+xG7/AYiuu3Ai+FVUDbHbfgjns1Zw9xgLfSEhBSJiwnnVQ8dg5FhfznLRUPDctFTEmjqta+ZQbuw7FANDsYCi2VksZfW5S1s8z89yMaoiitSmGkKJ/R97cdtDyPDvlhgc3PhmKrZ6b/A00vbDjoH7DMmV0A+ZMaEZnzxDWdfRgwfQx+OOqnfjl0i2IhbdhzoQWrmQTwxNSbkYodjOLAPuKKU3TLGZEOyaPbnAMbIAyKTfC4EwxkNhvqB1Oyo0YzLiVADMz8ZQx9dy/kzctJaQsFMUsB98n3IU2O6TLADPgSGVU/jejG6LSiIZSPTfOyk1USFVV0ndj8dzklILrj4fD3t43czuC54anpfTXYYFJvr4+7BwPFZiWEl+jXBVTTsoN+3zlpqWYRyfMx3nkKjdGdV5DDJFwCK1GUL38vQMAgJnGgm/X56aFe278V278qpZiaampYxowZ4JesbjW8N08vHw7AP39+u5T71CDv2EOBTcjFLtqKcC8eIkVU+msxhcauz43XmB3db56blgpeDiEUMgMJPb3GsqNU1pKXCRdFnAmYU8e3cDPU/7gxuxQDJjna2+vfhfaGAvbDqw09830gLC/Ef024nNKH7+Qux+WwK+CwY2lWoo18ZPTUqJy4+HQBwWlgr0PbJFkn4F8hmIvaSkWACQarFWA5e51YxqKrd/JJgc/zYDQiDO/oVg/FpaaWrm9CwBwlNHCoD+Zq7S1+K7c+G8o3ml8p6cIwc26jh68vbMLa3Z1IxYOIRYO4aWN+/DMO52+vCZRHSi4GaEwOVpWN2Zy5cYMbkQjod34BS/wRn4+zpcSlRvADCTyKTcRj+oEU24mj6537egqkuFpKcXYJ/212F1oS717GXxUqJZifT7amusszyl1Kngm66LcFKiO+IXt+AUHQ7HXfRvifZByDcXsHHr13NilpZhy89mTpuLfzp+Dy0+bYfnbcnYpTmdVvm+5nhujWspDKbicZjXTUvr3lQU37LVY80kWKGmaxs+zmZYq/XOTyao40O9vcDOQymB/n3790dNSenCzobMXD766DQBw3tHj8aUzZwIAbv3z2pwmh8TwgYKbEUq/Q77+sDY9uNl+0Bygye6kQ4q1xLUQuOfG11Jws0MxYPqBDhoBVL7ZUoC7qXin4LlxutOVMbv/spb8hnJjBCoteXr8mE38NNsycCC3iV8qo+Jbv38Lf35rt+u2GbwU3Ma0oihKxUcwaJpm26FYdRi/AHhUbgSfmOm5sU9LZW02qKoaP8dMjdA0jZ8Xto1RDTFccfrMnCC0VIXNDbEU27mJnzR+QaiWckqzdnNDMVNurJ+990nKjZhy8zO42d+Xghhv+hHcML9NS10EiYYoZrQ2oi4awmA6iydX6hPCP3fyNFz9/sMxaVQ9dncP4WfPvVvy6xLVgYKbEYrTiIIJLXWoi4aQzpoDNMW5UsU2IxtVhuGZucqNaRQGnNNSlgXcNS1lem68G4qNhS9i3SeWYkp4VG4AfSI5kJuWkqul3th6EP/z5k785NmNrtsG9AWbxSx2peCAueBXqkvxQCoLMY4y01LW/RHTUt6UG3PYKyvLZ8pNjufG5nMgLtzm0E3zeW7pRaD0TtJu9BmKQiwcsvixAH3xBqyem1RG5UFZQzTi0sTP9NwA4BVFgO4pYjc/LHAU/TXsdf3ocyOaiQFrCX+xsOvZlDF65WM4pODIdt0nqGrAke3NmD9tNOpjYXz3o0cBAB5YtrXiQ2QJf6DgZoTC01LSXZ8+QNNqKhY7vRYL73NThiZ+McnfwnBKSwFmOsJpkexPZnjVlV4t5c1QzLbHys1Nzw1LS7kXKIqqEpvRlRPcSIrAAWM/vahiohpjp9yI+16pLsVyqs8pLRUKKWDxjZdeN2y2lFW5sXpuIi7HKgYlLMAXAz67ajMR0RzuNwO8x03ud9KuFFxMLYuzpeSO211CtRRgpqUAYPrYRn7DkM5qSGVUrmgpitk80A/lhn1f2Dn0RblhfpvRZndwlpoCgM+dPJXfvJ09px3NdREMpLJY30mN/oYjFNyMUPpdLo6sYR3rdcMu7MWaiQFRuSm/54bhpNwAQnDjoNwwv01LXQSJ+qijSVNGHqrITM6sIZlXz424D2KPG3GbbNFkPiYvs7vEYM6uQzEgdkmuTHDD/DZsd7KqhkxWzTEUA+7BiMyQ8Lmty1MtZRcsiUEJC/AzBSk3+muWQwFz6k4M2M+WYt/hcEhBNKzwwH8orVqUCbFDMQC0J4TgprXBYl4eSGVMU3/E7BLuh6GYKTesHNsP5YZXSo3NDW4aYmF8fN4k/ngopOD4qXr/qRXbDpX82kTloeAmoAyls7jqoRV4aPk237etqho3BNqpG8xUzBp3uY1e8IrfnhtV1cwBiGFrCojhqtwI/WTsEKsqABTuuQk7KDf5PDehXOUmn+fmUL9+TtnsLjcsyo1DWiqfquU3LH0yRhgOOpRReRNB0WsTKmB4Jm/iFzVnj3VLhmK3ailLcGN8B0Q1xyk4ZMTKqNywJpx2ATxTUPpSGX4OmTG2wUgtizc1TMVNZrL8umDnuZnR2oSokAbrT2V5IBOPhLm/zI8mfuz7Mqutmb9WqUGi2eOmnj/24bnjMXt8M2740BE5M+8ouBneUHATUF7dfABPv9OJu5/339A2IEjUdpOzmXKzxZgx5TYR3Cui58aP/hHiIsMmguempZz3NyoYd+0wG/jVG9vyqtxYG7yxC/4+j9VSiqLwfWPm13yem0NCBVq+4FFUHpyVm8rOl2LBTavQqDCZznI1JVykciMqjvUx/ZyxtFSMKzfOozjEoGSQe27MBoj5/GdmtVQZghsWrNh8xlmfG00znyf3qYpHwvxzxgJ2ljIOKWYQLnpuZhjDXlkDwIFkhntu6qLWWWqlwpRO5vEBSldv2A3L5DGmctPeUoenrz8DV5w+M+f586dRcDOcoeAmoGzaq+d59aoBb4vMA8u24upHVuS9mLJ8fUixL+1mowbY+AE+o6ektJR+V57KqL40+RLvDtlCJSpL0bBi6RgrE3FZ1ADz2CeNKky5yfC0lLUUnCkm+QzF4r4xcpQbozpMTksB+b0JTI0JKea0bafXr1S1FAsYW+qi/L1MZoS0lHA6QoWkpdJCcGN8NpgywYJPr54b5u/KSGlHN8rZxM+pIADQU0TsuNi5FXv+MGRTMSsDT9RH+XlO1JsNJJkXr4H7dWTlprQWBSJMuZmQqOMdl0vx3WiaZmng54VjpyQQUvRrQWf3UP4/8EBH9yBueeod3P639bj/lS14+p+dljYDhH/Q+IWAsnGP7ndJZVX0DGZyGoTZcfcLm9HZM4T/c2oXTpg+xvF57ILXGIvY3n0ytaKjexDprOpLWqoxFkYkpCCjaugaTKE+Vp//j1xIZk0jY1RKAQHuKSkg/4BIHtxIyk1/KgtV1RwDA7N7rVW5YbS4dCdmRMMK2HVcbLjG4H1uWFpKUGvyBjcuQzMZpnJTmbQU84Y01UUQj4SQyqoYSmdzDMWAGYyoXgzFadNQLAfmUTktZbM9MYCW01L5UlJA6TPA3OgXyrplFEVBU10EXQNp/dwmrA38GI0x4zk8uLFWSrFtfWr+ZKzZ1Y1jjGGTDYJyw6iLCsNrMyo0TSu6shIwPTftLXG01EfRm8yUFNwc7E/xczBplLdrT3NdFEeOb8G6jh6s3H4I5x09oejXZ/z8uXfxyGvbLY9dcPwk3PHp40reNmGFlJuAsmmv2URvX5+3uwYmuR/oS7o+z81vA+hzjGLhEFQN6Owe8iW4URTF1xEMopGRXUTrpAu3G/nSG7u69HPOLoRigDHgIrvLd/ayMuZFuRFVgbaWeM4iwdMdNspNvnPLjtepUgoQPTf252bTnl58/Bev4PkNe11f6/E3tuONrQddnwOYn9umeISnNkTlRkxLee3BkxV61NQJ1VIM5ocJu3h4UlnzfWbfAT47LOJduSmHMdtpIjiDj2AwnjdgEwyZaqT+O/bZkW+kfvCJo/HUtafx7xcb3TCQynJfk6jcAKWrVWaPpzpfupuztg7tLfGCFOj500YB8C81tXTTfgDAuXPH48PvGw8A+NPq3TxlBugq2/f/shbPrd/jy2sy1nf24Ad/XYtD/f4VdQQZCm4CiKZpeHePWX64rzf/hzGTVfkFjHXhdKLPpVIK0KV/pljsPDTIq05K8dwA/pqK2cVTbCooBhJulVKAWBFkfxHezdNS9Xzb7GbdLTXlVArOyOe5AazBjTgwkyHPlipEuWHH6zQsVHx9p5TdknV7sHpHF/60apfjNt7d24dv/2ENvvX7t133BzA/j811Ea506cqN/ntRJcs3LoEh+j7qhbQUg1dLufiLkhZDsWp5npe0lKnc5AbDz63fgzU7u/Nuwwm3tJT+uNGl2FDF7HxzvL2B4cvpslFu7DCHbprVUnXRkEWlLCX1nMmqvMt4W0uct0/oGXJPCbtRaEqK4afvZvuBAWw/OIBISMF/fepY3HPJfJx6+FhkVQ2/fnkLf96dz27Er17egm/9fg03hJfKof4ULvvNG/jl0i34f39+x5dtBh0KbgJIR/eQZVrvvjxKDGA1uh7IE9zku+sDzEV9V9cgv2stxXMD+DuCISm01meI+9eUJ/3jVgo+lM5yAzAL8vQKk/ym4lTG2sRPHqaYr1pK/1tzMW9rsQlu3AzFeUrt3eZKMXgTP4eUHeuO6+atYOfPy922JS1lBKhiXxaLcuOxWkoMbuKRkGNw4zZ+wa1ayk35YsQclJst+/vxhd++iaseXpF3G04wtcWuFBzInQxupqXM5zt5bkblSYGz15SVG91krT+nlHLwA/16d+KQAoxtjJes3Gzc04tfL30PgLXHjRfmT9XT++/s7i7ZKL303X0A9CosFpR+6YzDAACPvb4Dh/pT+r4agc7+viTe3lVYALxxTy+uf2wVPnn3MryzW/9bTdPwzd+/hU4j1fe/q3dj9Y6uko5lOFCR4Oauu+7CjBkzUFdXh/nz52Pp0qWuz3/xxRcxf/581NXVYebMmbjnnnsqsZuBQUxJAcD+3vzBjdiNdH+eYMipgZ/IZK7cDAjBTWkfF3ZHeNCH4MZOuakvwHMTdSkFZ+bBumiIl8QC3kzFfLSBg3LjxTslTuaWW/oD1j43maxqee/zKzfOc6UYTNXKOig3A6n8wQ0LANMe/CZs/5vjpnIjjhcQ+9wwpSVfcMM+s/GIPlS1Luag3LiMXxCDm6RRmp6RquHccJre/voWfcJ2vu+pG6ZyY3/DYTby0z8PA8JEcIY8DNazciM0tBSVG0VReCfofOXgm/f1YeFt/8D3/7I253fMbzOuOY5wSOHBTaHVUr1DafzH0+tx3k+X4q2d3WiIhfHZk6cWtI0pY+rR2hRHOqvhnwUGGjIvGymp02a18sdOn9WKoya0YDCdxYOvbsO//e8/LSnXf6xzTk2lsyq27O/HG1sPYvGaDlz10Aos+slL+N/Vu7Fi2yF88u5l+NPqXXhg2VY8u24vYuEQTjlsLADge39ZW/NTz8se3Dz++OO4/vrrcfPNN2PVqlU4/fTTce6552L79u22z9+yZQvOO+88nH766Vi1ahW+853v4Ktf/Sr+8Ic/lHtXA8MmISUFeFNuxEVNHDhnh1sDP8ZkIS01aGNGLAZW0rzPQ7CWD1a9Eo86paXc9zXiUgq+S0hJiX4XL8qN7MmQA0JvhmIhLdXsotxk1ZxgJl8HaK7cuKWl8vS5YYGD2905a8znxXthpqWi/HyJvibR++xdubFW+Mmf3VjE6rmx8/DI+57MqDm9ldxgCpxsKF5lTNhmxtti4KXgTsqNNIKBqQ4NNtVSbKQIb+CXJ3VqUW7SpnIDQPBMuascP/77BnR0D+HXr2zB2t09lt+xOWysO3Khys26jh7c/Mc1OOmH/8DdL2xGRtXwoaPaseSGMzF/mnOhhR2Kovjiu8mqGl55Nze4URSFD+r8+fOb8PqWg6iPhvGNRUcAAJ5dZ+9re3nTfrz/v17AWT96AZ+651Vc/chKPG1MMT937nicecQ4DKVVXPfYanzvr+sAAN85bzZ+cuFxqI+GsWLbIfzl7Y6ij2c4UPbg5o477sDll1+OK664AnPmzMGdd96JKVOm4O6777Z9/j333IOpU6fizjvvxJw5c3DFFVfgC1/4An70ox+Ve1fLyts7u/CjZzbw/g1ubDIqpdgFuXDlxoe0lBHc7Do0aObrAxTc2HtuvBuKmTpit0iy4GaiVFXRKBkw7UhL1UjiPoWU/F4gwJrysA1uhPELh6RgJq9yYwQsYZe0ijlbyn7hHTQWVre7c67ceAhuegX/CFOlBoWxAOESPDf1DsGN7LmxU6nk4xtKZ3OaNLrBS/alc7Byu7lIFls2nd9zYw1uBmy6jMvDM/nohcYCPDcZ09gv/tfNc7OuoweL1+gLsaYB//nMesvv9xhz2FgLBB7cePDq/eblLTj3p0vxyGvbMZDK4vC2Jtx7yXz88tIFnqukZPzw3by9sws9Qxk010VwzKSE5XfnHz0Bk0bV8+/bVz84C589aRpCin6uZLPxd//0T3zu169hV9cg6qIhTBvbgPnTRuOiE6bg7187A3d/bj5+c9kJuOYsPeWVVTWcPacdnz9lOtpb6nDVmfrjt/9tfU2XoZe1FDyVSmHFihW48cYbLY8vWrQIy5Yts/2bV199FYsWLbI8ds455+DXv/410uk0olHrXUUymUQyaS6WPT3Wu4BqM5jK4o4lG/Drl7dA1YCXNu3DE1ctdO3BwnrcLJg+Gks37fek3PQKE4DzVUvly9cDZq+bnV0DvEtpqYbicU36RdMf5cbdc5MvLeU2HHKXUVkxebT1YtjsIS0lL36i56alPuqpPNZSLeWm3GTUHP+S12qpqEspOHt9pwDCS1qKLaqqpm/HLQ3GPrtNgqG43yktVWBww5Sg3GopD54b6bMxlMnmNGl0gyk3YmquZyhtSTsPpbNFednY+XH6nMvzpeyqpWQlskuaCO4E28ZgKouhqPV7yLsUu3w27jQGvJ44YwxWbjuEFzbsw6ubD2ChkTJhyk1bgcpNOqvirhf0pqdnz2nH5afNwMkzx5RUkg5Yg5tiS9xZSuqUw8bytC8jEg7hi2fMxHefegeHtzXh8tNmIBYJYf600Xhj6yE8t34vLl04HX3JDD551zJsMJT9S06ehpvOm217HQ+HFHzznNmYP200lr93ENe8/3C+3188YyYee2M7dnUN4vjvLcGxUxI4YfoYXH7aDO6LzMd//2MT5k5qwQdmtxd8LipFWZWb/fv3I5vNor3degLa29vR2dlp+zednZ22z89kMti/f3/O82+77TYkEgn+b8qUKf4dgMBQOovFazrwq6Xv4Xt/WYsvP7wC3//LWteL7Ns7u3DOnS/hl0v1wCYWCeHtnd24bfF6x7/RNI1f/NiX3UtuXlRuDuQp9WP5d7fUDe910zXEZetSDcVMhSjFa8Dgc6UclJv81VLOhmJWKTUxISs3+vZ73Tw3OSMhzH3yYiYGrAMZ7Tw3YnO4g9J7nW/qesaT58Y58AO8pqXMc5RPvWGm1+a6CA9GLIZii3JjBF550jlyWsq5z41zICenkwZT2ZzZYW7EbTw3b+3ogrjrxVYVuXUoBszPGgsc3dJS7Hpg1+fGjgZBwTSb+FmVG6fPxj93deOZd/ZAUYAffHwuPnOi7oG5/en1PEW3V1JuWIVhz5D7Z3vppn3Y35fC2MYY7v7c8Vh42NiSAxsAmDspgbpoCAf6U1jXUdwQzaVGSur0WeNsf3/JydNw54XH4aHLT+Q3Lx+co6+DLDX1/b+sxYY9vWhtiuPBL5yI7318rusNKgB8YHY7vnPeHIvXrz4Wxn988hiMbohiMJ3F8vcO4mfPvYsvPrTCU5r0T6t34Y4lG3HFA2/iXckfGiQqYiiWP2D5ol+759s9DgA33XQTuru7+b8dO3b4sMe5pLMqrn5kJb7/13X49ctb8Ld/duJXL2/B0k37bJ9/oC+JKx54E9sPDmBCog6/uWwB7v7s8QCA3y7biqf/aZ/v3NubRO9QBuGQgpNm6PlhL0qHqNx0DaRdF5Q+D2mptuY63nRv2wF9DINvaSkfght+URU9N4JKUoqhWG7gJ2+zMOXGPGdeetyI+wa4V0sB5rlkc5nymS7Z8boGN3l6yXgzFJv7kTe4YZ6beNQ0FItpKYtyA9d9Y8gVfo5pKTfPTUZOS6mW8Qv5MPvcmNtZua1L2mZxaYF8aSn2XWPzlOzSUjy9xD033qql+PgFIS0lB5FOKcs7n90EAPiXYydiVnszvvLBw1EfDeOtHV14xvCMyJ6bFo/KzZMr9dYEHz12oqfg0yvxSBinHqb7ZPL1drKjP5nBKiMVebrgtxEJhRR8fN4kTBBuqM6e0wYAWL75AP781m489sYOKArw84vn4Ywj7IMkr5xxxDis+LcP4e9fOwM//MTRqIuG8PqWg/wcOvHPXd349h/09g5fPOMwHC6MxwgaZQ1uWltbEQ6Hc1SavXv35qgzjPHjx9s+PxKJYOzYsTnPj8fjaGlpsfwrB811UZx2eCvOP2YCvnjGTP4h/aNNrw9V1fD1J97C3t4kDhvXiGe+dgY+MLsdH5zTji+doZvHvvn7t3nQILLRkBynjW3gno8Dfam8/Q56pR4Q8h29yICHaqlwSOGvv5UFNyWnpfSL1b7eZMlOfbbwWKqlLA3K8hiKXXwlux08N16qpXJmSwnBF+vXkY+IUMkzxuYuWkx17TEWgmnGpON8ZfYZD6Xg+cYvsDy9m+fGqtx4++w2CcrNQEo0FOcqN/m+D3JaKhpWLAEda+IXcfHclJqWitmMI1i1w+rbGCqyZNqtQzEAzB6vD5xk1xMzLZVbCt6XzEDTNHQPWieCOyGOXxhKe1du3tndjWfX7UFI0X0lgH4TdcXpMwAAtzy1Flv39zt7blyCm56hNJas1SuLLjh+kuPziuWs2Xqg8dz6woOb17YcQDqrYcqYekwb2+j57w4b14RpYxuQyqr42uOrAQBfOHUGTp6Zuw4WQyik4Ij2Zlx80lT+fvxw8Tp+DUlmsvjT6l14+p+d6B5MY39fEl988E0MpVW8/8hx+OY5R/qyH+WirMFNLBbD/PnzsWTJEsvjS5YswSmnnGL7NwsXLsx5/t///ncsWLAgx29TaR6+4iT84uLj8Z3z5uCGD+lu9mfe6cypnvnNK1vwwoZ9iEVC+PnFx1vSEd8450gcP3UUeocy+OKDK3L+lpmJZ7U1YWyj/uXWRxa437XIqRK31I8X5QYwe92wxalU5aa1Wb9oDqXVvAMo88GNjJZqqSJKwaUFTFU17Ja6E8vbdNt3M3gwSsGLUG7YwtvaFLMd8yAGdMygPt24aOabnlxIWspp/IKXtFSfx7SUKkwyF5v4sVJweT+ZYOJVuWGfWUVRpNljHsYvyMqNkJZyG18hvwb7G1XVeKUU32axaak8ys2stmYoip6i3tebxGA6txRcDNY37e3j+5nPc8PSswPJXOVG7DAt8+pmvQT+A7Pbcdg4847/i2fMxGHjGtHZM4QL73sV2w7oBtpCqqWeXtOJZEbFYeMacbRk2PUDFtys2n6o4A6/fzPM06cdXpjaoigKPmh4WjKqhsPGNZYtoLjitJmY1daEA/0p/OczG7B6Rxc+8t8v47rHVuOqh1dg3q1/xzk/eQm7u4cws7URP71onus1JAiUPS11ww034Fe/+hV+85vfYN26dfja176G7du346qrrgKgp5UuvfRS/vyrrroK27Ztww033IB169bhN7/5DX7961/jG9/4Rrl3tSCOmzIKM1obMZRW8cw/TaXprR1d+I+ndU/N//3IUZgzwaokRcMh/OKzx2NccxwbjIZLYr6f+W1mtTUjFglxiTifT6VXyke7NfLzUgoO5BpqS/XcNMQi/IJaqqnYVrkpYraUvEju708ilVURUoDxCavfxYtyw/bLbvyCV88NWzjt/DaAfsfFlCfWE2SK0HnVbRFg/Vzc0ipuDQ4BM2XkxVAMuM9W6hfST2K1FCsFD0up6IhH5SZp03iyzia4cR2cKQc3mSxP68UiHtJSUofiLQf60T2YRjwS4p1yi0lLqapmq8SI1MfCmGa8xobOXsuEdAb7jqzv7MVHf/YyAODI9ua8NzHuyo1zWmqH0SV4Vrs1ldFcF8VjX1yII9ubsacnyT87snLTO5Rx9Dg+uWonAOCC4yf74rORmTSqHrPHN0PVgBc32lsR7Fi9owu/X6nv2yfmFa4onX2UHlSFQwru+PRxJV+DnYhFQvjex+cCAB59fTsuuOsVbNrbh9amGGa2NkLV9EC5OR7BfZcu8HyjVk3KHtxceOGFuPPOO3HrrbfiuOOOw0svvYTFixdj2rRpAICOjg5Lz5sZM2Zg8eLFeOGFF3Dcccfhe9/7Hv77v/8bn/zkJ8u9qwWhKAr/sLLUVM9QGl95dBXSWQ3nzh2Pz55k3zBqQqIe910yH7FICM+u24v/emYD/927RqUUuwC0Nnkrn5Zbk7v1uvHSxA8wK6YYpaalAP/Kwc0SVHHx8j5+wWlGEVNt2lvqclIPskfBDrY9u1JwL6MXAHNRtKuUYrCUB0tLtTbFeG8Tt+CmkCZ++Tw3Q+msY3pRVBLdlBu2kOlT3M3hi6wUXBZI2M+FKjcAUB8zN8bOccjFcyMrU0NpNSd4dSMuKTcrjVLiYyYn+OezmOBG7AHk9jk/0khNre/syVstlcyoOH1WK+7/PyfkDQ64cmPruTFKwW1UvZ0OVYiAfl149Isn4yjjZjCkAGONa594UyDfxAG6R275e/oMs48dN9F130uh0NRUJqvi5j+ugaYBF8ybhBNnFNZjBwAWzhyL75w3G7+4eB6OnTKq4L8vhJNnjsUFx0+CpulVjh8/biKWfO1MPPeN9+OVGz+An1x4LJ748sJA+2xEKjIV/Oqrr8bVV19t+7vf/va3OY+deeaZWLlyZZn3qnQ+MW8S7liyEa9s3o/O7iF8/69rsf3gACaNqsftFxzjepGYN3U0/utfj8F1j63GPS9uRn00jC+dOZNPA2cfoHFNcby7t8+DcmMsBor+wdzvMo+KKQ9OlRYM2VBbaloK0I9ny/7+kk3F7M5cNNeKgU7etBTzlUgLLysDl/024ja9NPGL2pSCezYUG4GHXY8bRiwSwkAqyytLRjXEMKohit6hjGs5uJfxC9F8aSljoVQ1PSiwU4GshmLnQERs4KcoiqncpOyVGxaU5ZsKPmTTKkD8/OZ4bvJ0KAas1VKe0lKGusOOcZXR8v74qaPxphHoFJOWYt/fkOLeNfzI8S145p092Linlwd7YnAzZUw9wiEFdZEQ/u0jR+GiE6Z4Uj3sm/h5UG6Mfi1OIxDGNMbwuytPwnf+uAYzW5v4ex0zxmcMprPoGczkeIL+17i5PGnGmJwbMj/5wOw23P3CZry4cR8yWTWnpFvmwVe34Z3dPWipi+A7588p6jUVRcEXjRENleC7H30f2lvqcOL0MTyYA3Tl6hPzJldsP/ygIsFNrTJlTANOmK73Irj6kRVYub0L4ZCC//7MPE9t9j923CRs2tOHnz//Ln7y7EY8+vp2dA+mEVLAc9KtHpUOViUzaXQ9dhwcxH4X5WYgT76ekZuWKl3o8025YaXgQvBQkKHYoUOxPDBTxNP4hZyp4GIpuLevG1uQWZ8PO1g6jpX9j26IIlEfxQ4MulZMeRmcac6Wyg0g0lnVonIkM6ptoOS1FLxXmAgOmJ4NFtzInqMwD0qLUG7cPDde01JZ72kp1krg9S0Hcf1jq7DGaN8/b+oo/NOY+1OMcsPTyrGIazDCTMVOaam25jo8e8OZaKmLcJXECyxAEj037H1zMhRrmuaq3DBGNcRw12fn5zyeqNfLlmVVMqtq+J839QrZchiJReZNGYVEfRTdg2ms2tGFE6Y7KzGd3UP48d91Rf7Gc+dwBT7oJOqj+PaHZ1d7N3yhIqXgtczHjdTUSsMo+I1FR/KmT174+qIj8ONPHYsJiTo+2GzqmAZ+EWJTofMpHWyRYMZSN88Nu5PM1yNBvgj5otz4FdykrWMOgCINxdIdu1N3YnGbXpQbFjwVk5a66IQpOHfueHzS5WLNjpsJGKMbYhhVbwwmdRmemVXzKw8R3vslNygZkDqaJm0WZ03TLIZitxEMvFLKOLdmWsrdUJy/z03uPDTxvWDnz9VzI1dLWUrB8186T5wxBtefPQshRR9WuHmfXnV4/NTR3GheXHDj3sCPcSSvmOoz1VoptTyjtbGgwEbfhqHcpE3lhh1P3KZCDNCrN9lnR1aEveBkKv7Huj3YdmAAifooPnps+VJSgJ6uPdMowc6XmvqvZzagP5XFvKmjcNEJ5em9RrhDwU2JfOToifwu+vRZrbzU2yuKouCT8yfj+W+8H98850i0NsXwsePMRY1VGOULBtgiMbOVBTf2z9c004yYT7kZ31JnWVzk4YPF0Gp0KS61kR9v4hex3pmPaoiiMRbO24jMqZeLU48bQOhzk8of3LDPhNyh2AvHThmFuz8337VsVAzqAL03CVML3dJSaR7cuMyWcmlwKLdrtzMVJzNWdcdteKZYKQWY54ud49y0lHv3ZIbcxA+wKnssOHHz3OT2uckiVUBaSlEUXH/2EXjiqlO4gXjKmHq0tdTx/fIa3Pzn0+tx6u3PYeehAfPmJI86OW1MA2KREAbTWaF0vHSxnnluNM38rDHlxum4mGrT3hJ37c7uhFNw8ytjgvbFJ0315djy8QEjVfO8S3DTPZDGn9/eDQD4948cZVvxSJQfSkuVSKIhius/NAuvbj6AOz59XNEf5LpoGNecdTiuOetwy+NMuck3L4oFN9NZcONQriguPPmqpSLhEMa31PEFP+jKTTik4IkvLURG1fJWFXDTrLSAM8/NpFG5KSG2ALsaitniV0KHYi/IgxtHN8RsF4DVO7oQCSmYa5THZj3MRmIBhJ1XZkAK7OyCG7mTrJvnpndIDm6syk1uWkr/b6GzpeT/5+MXXKaMs+CG+T2G0mZaKuohLcWYP200Fl93On77yhYsMFIZcW689ea5+fPbu7GraxD/88YObizN34U7hFltTXhHGEzpR1FAXSQMRdGDG1YWzUvBHZSbfH6bfLAeUeJn++2dXXh9y0FEQgo+v3B6UdstlDOPGIeQoleY3fPiZnzpjJk5qcGn3t6NVEbF7PHNmFdmEzDhDCk3PnD1+w/HQ5ef5GoALRbmuXEbnpnOqtxjwIIbp+eLfhEvdzosNRUJKb50/fSrS3HKxnMDALPam3PK7+0wy52tF+Hd3Sy4yb0Ie0lLpSRDcTik8P/3s3xSPO5YOISGWJhPc2Z30z1DaVx476u4+JfLeel0pgDlxlNayqYqpk+q3HPtlp2TlnI3FEc8KzfuaSnTc+O8PbZAs4VVHJzpNpvLjqZ4BNd+YBZvwFaIcqNpGvZ069+XP7/dIaSV8wcqLDXF8OMGJRRS0BC1jiLhhmKHDsVe/DZu2HUp/rWh2nz02Ik5bRvKxejGGL7yAb3h3e1/W48f/HVdTluCJwwP0KcWeDNoE+WBgpuA48VzIy4mM4xUxv7+lG2ZLls06qNhT02YWHrGj4siYO1SXAp21VKFwA3FwoWpP2lWGk20UW6ajGAwlVEde7fYdQA+7+gJOGZygncR9gPxuEc16JVGLHhihuJNe/qQzKjoGcrw0lwe3HjoUGxnKJYXY7uqGLlbtqvnhpnbZeUmbe+5Cbl4ZETk8Qvy/7MAzm3UBHuP2XkdTGf5OSk10Dc9N/mVm4P9KX4Ot+zvxxtb9bJnLxPmZwvBTSSkFP19kWmQXjtXuZHTUoZyM6a470BCmi+1u2sQf31bH2Fz+WkzitpmsXztQ0fg5vP06qdfvbwFX3/iLX6TtK6jB2/v7EY0rODjZSxLJ/JDaamAw5SOg/0px+nKbDFpiIX5LKJURu8C3CylQvo8NvBjsNJKP/w2gDg8Ux8pUWwaz0m58Ypdh2JWKdVSF8k5b4D1nPUnM4hFrL4eVdUEw655XD+9aF5R++iGuEgxfxFr+Mi6WW+2TJ9W0RAzj9dNuXHrUJyr3OQ+R1a2vFRLsfMtv5+yQOJmABYZsgluLNVSUp8bW+XG2G+WThxKq1D435d2R877wXhQbjq6hyw//2m17ufIZygG9HJwhh8pKUZjLAyxlZ2s3MhBG5txVaxyI6dcH3h1KzKqhpNnjuEp10py5Rkz0docwzefeBt/XLULddEwfviJuXjiTb1h39lz2gs2ahP+QspNwGEDEbOqxqf2yvTwBSKChliEy9V2FVPMM+HlwgiYFyO/lJuxTfmPxwtJmz4mhWDXhXenS6UUoKsd7CJul5pKC2mcqE93yE6InhsW1MgLwOZ9YnAjKzfFDc70kpaSlZtC0lLy+ymnpXgwkqdaajBt+mUYYhM/7rnxoNywlEgpaSkZPmDSw2ypTiO4YafCvJnxENy0m8qNX99hAKiPFancFOm5ET/bg6ksHntdT/1cflphBRx+8ol5k/Hzi+dBUfSuvj9ZshF/NDolf3oBVUhVGwpuAk40HOIBjlOFkWnK1C8ArKeCXZfivmRhVROz2linZPfqI6+Ix1OK7yYlVSUVil0XXqbcuN1dNrlUTImBUqmLXz7ktBQAJFgpuBE02gY3Hqp9nMzWAPiMIoZ9WkoyFGe8NPGzVksxZGXPq3JjN37Bts+NEeTZjXNgYxNYf6IhS1rKL+Umf1qqw2gRcdrhrdJsqPzBSntLnAcGXjw6XmmUtpU7ONM8LmuPmxLTUoNpPPXWLnQPpjFlTD2vXqoWH547Af/vX94HAPjv597FoYE02lvijtO/icpBwc0wgAUWTj6VXkG5AUx1ZJ9Nl2KzgZ+3C91xU0bhZ5+Zh//812ML22kXxnkcKeEGuzOMF9lY0Lxjz01LOSk3gFAObqfcCApFqYtfPkTPh5yW6h7U9+1dKS0FeDMU250bRjFpKS99bthnV24UGZKVmwI9N6JaY+e5CbuVgmetnpuhtMrL2ktV5goxFHcaJvcZrY04e047f9zLDYqiKNxULKstpSB7buK8zw1TpMz3fF9fEsmMPq9tgo2XzQssNdg9mMaDr24DAHzupGmBGN546cLpuPr9Zhfhf50/OW/3YqL80DswDDB9KvbBQI+k3LBp4vbKTWFpKUVR8NFjJ/o6T8SPcnCWMogXrdzkdig+ZJiJ2fmzw6yYyl2UxG2V+6JrVW704MaU7lNIZrLYbgwqBMxZP6wCKuyWliqgz43d4lxIWoobiuPMc+OelnJLI9ntl6UPkk2fG1MJch6/kChHWqqAJn7MczM+UWdpVOfFUAyYpuJ6HzqMM5yUGzsvEfPbTEjUF23EZj2c1nf04p3dPYhHQoFK/XzznCNx2SnTMXNcIz538rRq7w4BMhQPC/INz5SVG6b02HtuvA3NLCf5gjUvyG3fC8VutpRd+bAMU7zclJtYOFT2EtC4xVCsX/iZcpPOali7uwfi+s+OjQVgboszPzc2AYSXJn6FGIr7HMYvMOS0FDvufEEB208xoBHTUmw7buMXkpLnZjCd5dsr1VAcLyAtxTw3ExJ1OOOIVjTXRdA7lPF8g8JaI3htIukFUTWKhUP8fbJTbpjfppjOxAwWYDI17V+OnYjRjf6kyv1AURTcYqSniGBAys0wIF8jP3an3CKlpey6FBdaLVUO8qXZvMDuqmPhIg3F4VwFQJ5wbIdbrxuzgV/5pfKYTVqqPhrm6ZYVxmBGBvPGsEXc02wpu2opuRTck6G48CZ+5r5Yn89Tby5dmAGzOV4+z42XJn6ioZg95qVDsRs8LVWAobi9pQ7xSBhfOHUG4pEQTpjubczLvxw7EZcunIZrpQahpSBeP8SAlP2/+LlgfptizcRAbo+oSyvUtI8YvpByMwzINzxTLqdlSs9+my7F/R7nSpUTP9JSpSo3dqbZJE9luCk3Lp4bNX+ZtV/YGYr1Xjcx7O9LYuV2a3BjVktZmwza4bbge1FucgzFJXhu5LQUS8G5VdqpqsaDkDpx9piYlpJKwV2rpYRScLs+RsXAAi35fMpomsbTUhOMQZzXnz0L131wluc2Co3xCG792NwS9jYX8fohBqTcUJzOVW6KLQMHrMHNcVNG4ejJlS//JoYXpNwMA0zlJk+1VJwpN85djb3OlSonfnQpNpWbYtNSuaZZu3lEMq7BDZ8YXf6vlaXPjSDPJ4xuurJyw5v4ZZly45KWcqmWyhm/YJNW4RVQxrlyCm5SGbOzNlu85PdTXsDlXj52iGqIU1rKbOJn36FYVTUeyNh1KPYyFdwNsxTcPS3VM5jh52i8MSVeUZSqzysSPTd2XaDtPDfFNvAD9KCJfeYvXUieFiI/pNwMA/IrN9a731ZjsbObL8UkYrZIVAM/uhSXWi1lpl7EtFR+5cbNUOylzNovxHTcaOG91JWNfuzpSRr7oiCjagVVS/Fz41ItFVIAVXMfvzCmKYbeZMYxLSUqPCxoVBQF8UiIL/qycsNScF0uyo3oY6mLOAQ3IXfPjVjhlShLWsqbd6jTKAMf1RD1tQlfqYj7In5f7ErB/VBuFEXB1e8/DJv39eP8YyYUvR1i5EDBzTCAeVQ6e4Zsu/qyJn7MG8CUG9lzk8mqeO29AwCAE2eMKes+u1FqWkpVNb5gFq3c8D43hSk3ZnCTqxzwuVIl3tV7wa5aCgCfL8U4vK0J6zt7C2riF3VJSw0JSsuhgbRDWkoPbkY3xLDtwIDjqIoeoYGfWDpbFw3z7cqfdRZoHHLx3DClIxYJWf6eLciRkKl8OKXgxOPiwU1GNaulSh2/4LEUvMMoA2eqTVAQzczWtJSpSGmaBlUDH7xbinIDANeffURJf0+MLCgtNQw4bFwTmusi6BpI48WN+3J+LzfxY4biQwNpSzXQ27u60ZvMIFEfxfsmVi9nzYKbQwNpx4XPDfGuuugOxTblzl6UG7Naylm5KXcDP0AKboSARvQmREJmjxOu3HgZv+A6FVw/bqag2Co3RlpqrKEgOqWl2AwsZoRniOc/R7kxttk9kLadnQYIVW/S+yh3cgacPTficTUbZepZVeMemZLTUh5nS4mVUkGiwSEtJSqpqayKvb1DSGc1REJK4AI0orah4GYYUBcN40Kjp8P9y7bm/F4uBR/dEANbuw4K8v0rm/YDAE45bGxVm1+Nqo/yxdWuF08+xLvqojsU8wU8V7lxC5jcqqX8uqv3AgtumuusqkdCSFFNG9vA0z25yo3b4Mz8s6VYoGDnuWFK4uh8wY2kODJE5Uz+nLIUXCqr5jQUZNiVgQNAW3Md7rzwOMusL6eOx9zTFQmhTmgEyPry+JaWymQdgzRA7HFTfEqnHDQ6GIrFNOBQWuV+m4mj6gPRcI8YOVBwM0y4dOF0KArw0sZ9lrb6QK7nJhxS+IgDsdfNy+/qwc2ph1e3NXgopOTt3SMzlM7ihv9Zjcde387vqhWl+E7AdqkXb8pNfkNxJUrBWfPC0Q3WXh+iKnHYuKackmMWsLgtNCzwcauWMpUba+CiaRoP/Mbw4MZ+8e4ZZC0MrMGNeP7ltFR9NMwDWidTMXsf7dKLH583CacJrfEdPTdCk0i9b5H+ODu2UgNYFkBrmnsH58AqN3F75SYaVvi5SmayvvhtCKIYKLgZJkwd24APGnNUHpTUG34HLCwSrMsuMxAPpDK8PPi0Kgc3QOGN/F55dz+eXLkLNz65BrcvXg+gtGZ5bAEXF14vnhtWubbtwEDO78w+N5VTbkZLxnAxRXVYWxNfeJKSodhLKbitodiYLTXKIS01kMqCCREsuHFavE3lRkpLRcW0lPVvFEXhqtEhG8M8AAymcodmOuHkuUkJlW+KovBtsWMrvVrKPEa31BSbKzU+YMGNk3LDDOGA/pljI0Cmlui3IYhCoeBmGHHZKTMAAL9fsZOnotJZlV8cmwXvwgkz9AZf97+yBQDw+paDSGc1TBpVj2ljq3+hKbSR30FhIXty1S4A7gpLPuzmJ5l3/M7bPXbKKERCCnZ1DWLHQWuAY3YoLr9yc9TEFsQiIZww3WoMF9NSh41rymnz76UU3G5iOoMFDiyokpUbpiKGQwr/PKadDMWDuUE5YE1t2ClM5gwte+WGpTrdglS+fSX3cwBY01J22yo1LSWqQUkXUzGbKxU05abRQbkBrKbi5UYBw/xp3hoOEoRfUHAzjDj18LE4vK0J/aksfr9iJwBrN1ixd81VZx6GaFjBss0HsPy9A3jFSEmddnhr2UcDeIENp9xqo4Ac7E/l+BDYQjZpVD33E8UixZfGyoZiTTPLpeUuuSKN8QhvIPbaloOW36V5mXX5v1ZHtDfjrf+7CDefP8fy+Kh6M011eFtTTlUOUyiiHgzF9uMXjEooQ5WRq31YFVlzXYSnjwr13IjKjTw4E8jfyO9/jeD3JA8VgSx4UjVYPnM8LcWCGymQLnVwpqIonkzFHQFNS9U7KDeAGewcGkjh7Z3dAICTZ46t3M4RBCi4GVYoioLPnzIdAPDAsq3QNI0rOA2xsCUdMnl0Ax8s95MlG/Hyu/od1Kmzqp+SAsxhfhs6ey2PP/NOJ47/3hLc8+J7lse7jNLfs+e04e7PzUddNIS5k1qKfn3ZUCwqEG7KDWBeqNldKcOvidFeqY+FcwJVMVCYOa4xZ4YRSzW5eW6iPPDL9dOw8QujHJQbsbw7apP6szyXe27sJ0w77SdLvXXZlIPv7hrkFYUXnpB/sKIYiIqpqRzlRjInuwWHXhFNxXb0JTP85iV4huL8ys0r7+5HRtXV4lLLwAmiUCi4GWZcMG8SYpEQth4YwNYDAzlmYpFrzjocsXAIr205iHUdPQD0SqkgMNsY5rfe2C/Gc+v2AgDe2tFlebxrUL9LTzTEcM77xuONm8/Gry5dUPTry4ZicZF2U24A5+CGjzaoYlXI1DENiIQUzGprQktd1FQHMpJy4+ILCjukpfTeJfr/M4VIrpbqswlu8ntu5GopZ0Mx4N7I73/e3AFV01WbmePyT7IXp6PbzRnjwY30mfCjIi5frxtmJm6OR6raUdwOy/gFKWXH1C4WZJJqQ1QDCm6GGY3xCI6ZpKdF3tx6kC8QzZJvAdBTPxedaN69zpnQwquUqg3rv7K7e8gyBHHNLl3GllMO7C6d3bU310VLMu5yQzELbtJm5918FVjzp41GOKRg56FBXg0CAKls/sCh3IxrjuNv152OR648CYA4fdo6FdxdubFPS4ml16bnRk5LmRVQ7Dzm73MjV0sJyo1tWspeucmqGp54U0/XfubEqbavKSNuP2sX3ISZ58bftJS+Tfe0VGd3MM3EgB70sfdX9r6xz9xq4wZlYUBuqIiRBQU3w5D5xjTgFdsO5UwEl7n6/Yfzu8/TDg/ORaalLopJhu9mwx49NTWUzmKj8f9ycMM8N36NjZB7ufBBnJHcVI9MUzyCo40A87X3TN9NpoKl4G7Mam9GW7O+IMoLaFbNv4/mxHTroit2/mU9ZHINxfr71FQX4QGAs+fG+OzK1VJiEz9bQ7HZpFJk6aZ92NU1iER9FB+eO97p8CyI2xeDuZQ0J0zumePHcFT23gw6KDe8O3EAgxvAVG9kszVTuZjK58X7RBB+Q8HNMGT+1Nzgxk65AfQL4w0fOgJjG2P45PzJFdtHLzDfzfpOPTW1obOXLzAH+60LF7tLl/u6FEtEMJKqqmZ2tfU4q+qkmfoFW0xNZQKg3MjIqY+MB9OzOHdLNNkyM3FDLGypiBER06TcUJxx8tw4VEsJi6W9oZhVS1kD4Mde3wEA+MS8SZ4qpQBrkKLaem707ZQnLeU+X2pPTzDNxAzmu3FSbgC9vw35bYhqEJyrMOEZVla5aW8fT4vYeW4YV515GFb8+4cwe3zxBtxyMHuCHtys69DVGpaSAnQ/hbiwmp4bn5QbYXFKq6pFufEC8xGIFVN8tlSVlRsRVuXDjs/sxeOSlhICHzEzxdJSDdEwX8DkMmaWlrIaiguslrIoN7l/x1JionKzrzeJZ9ftAeA9JQXonh4WP2Vsgpu4TSl4OKT40m1XLtOXCWp3YkaD4QPK9dyYP5PfhqgWFNwMQ8Y2xTGztRGAadpzUm6CDAu2mHLzTyG4yagab3UP5HpuSkUMQDLZwpWbBYbvZvvBAew2BgNWsomfV5xKwV1nSwnnRgxMWHBTFwvbTn8GTOWmqS7Cz7GjodhDh2K7ICJRn2sofm79HmRUDcdOGcX9XF5hvhtrtZSZggOswY0fKSl9m9YGizJB7U7McFRuhJ8XUnBDVIngXIWJgjjeUG+Yac/JcxNk5kwwy8FVVbMoN4DZgTaTVfmiOcq3tJT50c+oWsHKTXNdFHMn6sHZa1v01JTZxC84Xys5uOEjIlyb+FnPDYONXmiIhfl22fRnRt+QaCh2Vm5SGZV7TXI7FFs73sqMbsw1FLN+ScdNLnwgLB/BoOUaiuM2hmK/3l95NIaIpmnYYaiyQR04yXodyTccYnDD0rcEUWmCcxUmCmKBEdyw67FbWiqoTB/biFgkhIFUFu/t7+NmYna3zNIOYidav4I48e47k1ULVm4AoSR8s56aYj1k/Lqz94M6qc8NV248GIoBICuUg7NgpCEasSxgojLTazTxa4pH+Pto1+mYGY/Zc0XcpoIDQin4oDkZnI0ZKcbfwYdnZu08NzbKjU9pR6dS8FRGxdefeAsb9/RBUfRmjEHkxnNn48ZzZ+PMI8dZHmfHNWVMPSaPJr8NUR0ouBmmyO3Mh2NaKhIO4Yh2/cL9p9W7kc5qSNRHMcu4mDPlhg1IlCdgl0IopPBOxxlV8zQRXIbdlb65zQhuDONspZr4eUFUBzRNE5Qbtw7FQlpKzU1L1QuGYsCamhINxW59bsRmf/J7Gpf8LTJsOGhWSF2yURjFDGjkfX2EY82plhL2yS/DuBx4Anogf9n9r+PJlbsQDin44SeODqwhd/b4Flx15mE2HYr1n0+eQSkponoE5ypMFMRh45osE6CHo3IDmL6bPxjjJI6elOADF9k8Ke638clMzIgIaRMvE8FlDh+np9V2HhqEpmmBaOInI5blprOa4LlxPk5FUWwb+YnVUpbpz8LibDUUO/e5MSulcj+34qgDu2qpumiYBxusRxJTbopRCuwmg6dc+tz4FdzEbQzFX3roTSzbfACNsTB+/fkFBZmjg8IFx0/C+48chy+cNqPau0KMYCi4GaaEQopFvRmOyg1gloPvNsyTcycleNqB9bphJb/i3CQ/iAoLuJeJ4DLtCb0hYjKj4tBAmjfIC5KhWCzLHcpkzflXeVIrdoNFuXITDVumP4uLs2gojrmMX3CqlNL3WVRu7PePTwYfSGEwleXT5acUFdzoL2LnubFLS/lVDSf3IEplVCw3+iY9cuXJeP+Rbb68TqU5ZvIo/Pb/nIg5E4JVnUmMLIJzFSYKxhrcDG/lhiEqNyy4KbdyoxuKC1du4pEw7/i8u2uQKxRB6nMTj5jTp4fSWU/VUoDQpVgITMS0lL7t3F43dobirKpZVBHAuVKK7TPDbvwCYBrLuwbSlnYIxbQKsJuCztJS7BjrypmWMj57rPorpIB3IScIojiCcxUmCqYmgpsJ1rLdowXlhjXyY8FNwqcycEZU6MRbjHIDABNH6ZUsu7sGeYfiIPW5sSgsKZUHGfn6tNh1KWYKTYNUAiyOYOAdiuMRi/dITk2Zyo1NWkpUbhy6RbMKnUMDqZJSUoB9Woql2uyVG5+rpYzzekj4nDsFdQRBeIOCm2HMsZNHcemfqR3DjdamOFc/EvVRTBlTL5T6Wg3Fvis3IVOdKEa5AcweJB3dQzz9EiTlBjAX0T6hb1C+1JmZlrJTbljzNmuvm6yqod94TrPQ5wawCW4cuhMD+fvcANZycFYyPaUIM7H4Gm7jF6yeG5/SUiw4NAIpplT61YWbIEYyw/N2nwCgpwd+9OljsbdnCBMC2sXUC3MmNGPppiTmTmqBoiiCcmN4bgbK47kxxwwUr9yw876720xLVXu2lIxuKk6jPyUEN/mUm5BzWqpBTksZ507cflNdxNLpWPbduHpu8hiKAbGRn3lcxSo35igO5yZ+5amWsio3LJj3O4gniJEIBTfDnH85dmK1d6Fkjp86Gks37cdJRulojuemTMqNmZYqXrlhaamOrqFAem4AU3VgfhjAg6HYptJpMG1WSwG5aSlmJo6FQzzwCYcUZFXNRrlxHvgqjzqwY7RgKGYzmKaMKVG5selzYzbxK2Nwk7GmpUi5IYjSoeCGqDpffv9hOHJ8Mz44R68OGSXNDiqX50YsBS9VuenoHuR/GyTPDeCQlnIpBdd/n+tD4eMXonJwo5+7PqHHDSMa1oObVMbJc1NcWsocnpkui+fGLS3ldxM/1vnZNM5TcEMQpRKsW0xiRFIXDeO8oyfwu32u3PTrwzNN5cbfi764gDP1oZAOxYBoKA6uchOXghtF8WIozi3jHpTSUuIIBn37hpnYEtzYj2Bw89zkmwoOmJ+FQwMp03NTqnIjNvFzGZzp3/gFaxO/Lu65obQUQZRKsK7CBAFTlmfDM7vL5EUQy52Zb8TrbCkGU2729AzxRT6fKlJpmHG13whuvIyHsOtzM+hULWU8zlJNonLj1OuGdSi2q5bKNxUcMKuldh4a5IqHv56bCo5f4GkpI7gZpsUBBBEkgnUVJghYO9B29adN5cb3tJRoKC5OuWlrjiOk6IFYR5fu/QhqWop5YrwEX5GwS7VU1KiWkvrcdNk0WyxGuYl7UG5YAPDevj7954Zozowqr9h5btyb+PnruTGrpcrjLSOIkQgFN0QgYampfX1JPjizXGmpYqaC822EQ3xqc2cPC26C9bViAVthyk1utZSclpJLwQ/15y7O0Yj+WvJ8KTfPTZ0Xz43xdyz2KmVAo5fxC/VlTUtJ1VI+VwUSxEgkWFdhgjBgfUy2H+znk899NxSHRENxccoNAEwYZfV6BK4UXPLceNk/XkkmBCUDRsl1vUO1lF1VG1duZEOxS4fiSDjEAw5nQ7E1ACjWbyO+hqhS5So3ZTAUS7OlzGopUm4IolQouCECCfPdbNmvm0UbY2G+0PgFW6SyJSg3gNnIj+HXnb1fsEWUBTdhD2kpuwWfeW7qebWUdTZSl00TOjvPTSqj8m3ZeW70bet/52wotgYApSg3LMi1eG7kaqlI+dJSQxnr+aNqKYIonWBdhQnCwAxu+gGU54IvGorZ3XO8COVmYo5yE6yvlZyW8uIJ4ufGMBSrqjlc1KnPzSGbkn07zw0b0QDA0SfDFn4n5SYaDln+ttjuxOJr2Pa5MYKaUEjhgY7fs6VYqTwzRjPVkiCI4gnWVZggDJjnZst+3TDqd0oKML0naVX1VbkJqqHYVG68V0sxxWVQmPzdII9fcFFu2LkQPTesUqopHnEMBFng5DRbCrCqN+Xy3IiVW3U8uPG3WgoADvQnuUpGTfwIonQouCECCbvAbzXSUuWoIOEVQYJyU5TnRhp9ETRDsdnnRj9GL/vHUldswWeVUoB5jnKqpWyUBzvlxqyUcq5u4mkpl0BM/Ez477mxjl8AIDRp9Of9FQOnju4h4zVCBTeSJAgil2BdhQnCgC2QTG0oS3AjGIrZAl3MwsIa+ZnbDZpyY4xfMJrseVFuZEPxYMr02yiGmpJrKNaVm4RQ7cOCA0tw41IpZe6zkQ5y2VVR4Zg0qhTPjaHcGJ6bTFblVViif4rtk19pR3Fie6cR3JBqQxD+QMENEUjki3yiDOWxYi8X7rkpwrQcdOWGmWH7DeXGUym4ZASWG/gBueMXuvpzq32iNoZit0opedtugRhLVbY2xXkFVzHwtJQRgIkpNFG5YUbqmI9pRxYwMeWGzMQE4Q/BugoThMEYqUtrOZSbKO/lUppyM7YxZrnDD1xww9JSQ95LweXZUnIZuLjdZFpFOquil6tsuZ4be+XGOS3FfD1ulWcsAJ5cgpkYyE1LiXOwrGkpfw3F4jY7uvT5WFQGThD+QIMziUAiBzN+dycGzEW+X/CTFKPchEIKxifqsP2g7g8KnqFYPyamSHjqUCyYrYHcBn6A2MQvyxstKopDtVTGznPj/J5e9f7DMHFUPU6b1er4HPYZ8Su4YaXgLLhRFKvKFfc5LQWYalBHD6WlCMJPynqLeejQIVxyySVIJBJIJBK45JJL0NXV5fo3Tz75JM455xy0trZCURSsXr26nLtIBJSKKDdha4k0UJxyA1grpoJXCm49pkLSUqw8mo9eiJn3Q6KhmFVKtdRFLakkuz43Xjw3Zx4xDj/+9LFodgmAznnfeBw9KYFPLZiS93jciEjKTVKolFKEaq1ypqU6eVqKlBuC8IOyXoUvvvhirF69Gk8//TSefvpprF69Gpdcconr3/T39+PUU0/F7bffXs5dIwJOJTw3bBFm6ZqQUrwZeJLQ6yZwTfykCrBC0lJswR/gDfzMbYmemy6HuUgRu1Jw7rkpTTieOymBP3/lNJx5xLiStsMrw4wAjDfwk97H6WN10/LkMcWbl2XiUnBDyg1B+EPZ0lLr1q3D008/jeXLl+Okk04CAPzyl7/EwoULsWHDBhx55JG2f8eCn61bt5Zr14hhABueyYys5SwFZxVZdUIlUKFMGCUqNwFLS0Vk5aaAwZnGQj/E01I2yk06Kwx9tC7OtqXgHpSbSsJiGK7cpFl3Yut5u+m8ObjwhKmYM6HZt9dmvXP29JByQxB+UrZbzFdffRWJRIIHNgBw8sknI5FIYNmyZb69TjKZRE9Pj+UfURuIqalyGor7DbNsMX4bhlgxFbRS8LicliqoQ7GzoVgcnHmID320vk/ufW6CsZDL4xeYciN/HuqiYRw1saXoANgOlpaiBn4E4S9lC246OzvR1taW83hbWxs6Ozt9e53bbruNe3oSiQSmTCkt/04EB7EZXDkmJZvKDWvgV3w5Met1Ew0rvi5+fpCTlvIQfMkjCVhaqiFqUwqezqLbYeij2edG9NwYaSmXaqlK4lQt5fcsMzvk94ZGLxCEPxT87b3lllugKIrrvzfffBMAbC/ymqb5evG/6aab0N3dzf/t2LHDt20T1UW8iy2nobjPSJOUEtww5SZoZeBA7nF5auLHF3yXainBUHzIYegjH79gVy0VkLSUXPbOg5sKvJfye0N9bgjCHwq+dbr22mtx0UUXuT5n+vTpePvtt7Fnz56c3+3btw/t7e2Fvqwj8Xgc8Xjct+0RwYEFN/FIeVrSs0WNNbcrJS11RHszznlfO6a3Nvqyb36SUy3lYdGWm/ixc2StlhIMxYP2hmJXz01A0lIhSaVKZYsfoloosh+K0lIE4Q8FBzetra1obXXuPcFYuHAhuru78frrr+PEE08EALz22mvo7u7GKaecUvieEiMO5rkpl8mSV0sZhmLZm1Lotu69ZIEv++U3ctBWSFoqayg3rI+N2MNG7HNjNzQTcPLcZHK2VU0iDn1uKqPcSGkpMhQThC+U7ds7Z84cfPjDH8aVV16J5cuXY/ny5bjyyivxkY98xFIpNXv2bPzxj3/kPx88eBCrV6/G2rVrAQAbNmzA6tWrffXpEMMDtlCW626W97nxwVAcZHL73OQ/zmjYqmYwtcUS3BiqQzqr4UAfS0tJnhtJAUpnVV4B11xiKbhfhKUUXLKinhvzvQkpwVGzCGK4U9Zv7yOPPIKjjz4aixYtwqJFi3DMMcfgoYcesjxnw4YN6O7u5j8/9dRTmDdvHs4//3wAwEUXXYR58+bhnnvuKeeuEgGEmSvLdYfPDMXGDXvNTmOuK0K54UNFDR+KnXIjqg57e5MAXDw3hnLDegoBQGM8GMGN7LmpZHAjqoWJ+qjrFHSCILxT1qvLmDFj8PDDD7s+R9M0y8+XXXYZLrvssjLuFTFcOGH6GDTGwjjdpQV/KUQlBaNWlZtIOIRISOHVQJ6a+IWtaSnTBGxeMsS0jdmETvLcsGopI2AwewqFAmO+zvHcVCktRX4bgvCPYNw6EYQNcya04K3vLirbOAN5ka9V5QbQj40FFgUpN1ln5UYMmnizxXp3zw3bh6aAqDaAoNzInptKpKUEQzE18CMI/wjGrRNBOFDOOU1ySXStKjeAVSHwVi1l7VDcYxPcALnnbFSju+cmiMENH7+gSuMXKuy5IeWGIPyjdq/mBJEHOS0iV67UEnFBIfCm3JiN7dJZlU9OzwluhMU5HFLQLAUt7BynZOUmIGZiAGACntzELx4pv5JXHzM/c9TjhiD8o3av5gSRB3mRr8RiVi2syk1hU8GZagMgZ0q3qNyMqo/mNOhkhuK0ZChujAUouAlLgzMz9uMXyoGYlqIycILwDwpuiBHLSFJu6iwKi4dScKE8mvltmuMR11RewmZx5oZiSbkJShk4kOu5SWZ0lariaalGUm4Iwi9q92pOEHnIMRTXtHJjHlu0kNlSqibMgsoNXuIRd89ITFCAAKDfCG6CUgYOiA0LK18tJXZBDkpTQ4KoBSi4IUYscjO7SrTbrxaiKhUuZCp4VrOtlGLELaXMub9nqgjz3PQOBdBQrEiDM8lQTBDDntq9mhNEHkZUKXhEVG68V0uls2Zaym6KtyUtZTO5XU5L9QfQUCz39Kloh2Ly3BBEWaDghhix5BqKa/frUCdVNeVDTNW4KTdW5SH397wUPCOVggfJUOyQlqqIoVhQvqhaiiD8o3av5gSRh1xDce0qN2L6KFpIWkrVHHvcAFK1lJ2h2KmJX5CUGyfPTcUNxaTcEIRfUHBDjFjktNTIUW48pKVCZlqKj16wGeoYt3TYtUlLybOlAtjELyR5bpIVNBQzY3VIIc8NQfhJcK4wBFFhcg3FtavciN4OT31uhK69robiiGgotgtuJOUmgIZidj7UKig3ifoovnnOkaiPhmtaOSSIShOcKwxBVBg5PVPbyo3QxM9Lh2JuKBaCG5u0UzzqnpaKcUOx5LkJUFqKKVlytVSlPg/XnHV4RV6HIEYStXs1J4g8yMbaWr5zFo/Ny2wpFvhlVBU9Q27KjfvgR6bcZFUNWVXjwU2Q+txU03NDEER5oG8vMWLJMRTXdBO/wpQbPkxSUG7sPTfu1T6iOpbOqrwUXJ5BVU1kz43ZxK92Pw8EUetQcEOMWHJKwWu6iV9hpeDcUKyKfW7yeW6clRtAT/cEMS2V47mpYBM/giDKA317iRGLnJ6p6bSU2MSvwA7FPYN6QGLfoVjfbiwSQr3N+RODm/5khntvgpSWEkdNqKqGju5BAMC45ng1d4sgiBKg4IYYsYwkQ7GoSnkpBbfOlspfLWU3EZxth23rUL85XTxIU8FFz82urkEMpVXEIiFMGV1f5T0jCKJYavdqThB5kEvBa1q5KXBwphj4GcOyXccvuPVoYds6NJACADTGwp5SY5XC9Nyo2LS3FwAws7XRk/GaIIhgQt9eYsRC4xecyU3ZhSyVUQyWlrIrE2ew1BQPbgKUkgLE2VLApj19AIBZ7c3V3CWCIEqkdq/mBJGHUEgBW+fDISWneqqWqBMCNy+KhBz42aWkAOCE6WMwMVGHc+eOd9wW6/R7qF8PboJkJgbEtJSKTXuN4KatqZq7RBBEiQTrKkMQFSYSDiGVUWtatQGkPjcFVEsxnIKbGa2NWHbTB123xYLGg4bnJkjdiQFrE79Ne/S0FAU3BDG8qe0rOkHkgflPatlvA8hN/LxPBWfY9bjxSkTy3AQuuGGem6xmKjftFNwQxHAmWFcZgqgweooma0nb1CLWJn75j1VRFERCCm9s56TceCEmeW4CF9wYwddgOgtAV62mjW2s5i4RBFEitX1FJ4g8sPRLLQ/NBApXbuTnlRLcmIbiYKal5BTcjNbGmvZfEcRIgL7BxIiGLeA177mJFOa5AYCooPDYdSf2SjSiv17XQDANxXIKjlJSBDH8qe0rOkHkgaVoal25EZv4ee3fEhaUm5KCG24oDmhaSmo+eHgblYETxHCHghtiRMMazNW65yYeCXHFJuYxuBG9OX6kpbqMtFTQ+tyEpTQdVUoRxPAnWFcZgqgwTMWodeVGURR885wjcaA/5XlmUtQnzw0LptjQzOaApaXkNB2lpQhi+BOsqwxBVBi2sNW6cgMAXzrzsIKeL3pRSlNurMFD4NJSwnGGFN1QTBDE8Kb2r+gE4QI3FNe4clMMYsVQSwlqi1x5FLi0lOC5mT620XbMBEEQwwsKbogRDfOVjATlplDEdI3b7Kh8RKVz2xy04EY4zsPJb0MQNQFd0YkRTZQrN/RVkPErLSUbmIOm3CiKwo+V/DYEURvQFZ0Y0ZjKDaUiZMR0kq+em4AZigEzNTWLysAJoiag4IYY0TDPTa3PlioGdm4iIQX1JZwf2XMTtLQUYAZglJYiiNogeFcZgqggbOGt9Q7FxcA8N4n6KBTFW1djO4JuKAaAK06fiR0HB3DUhJZq7wpBED4QvKsMQVSQ8AiZCl4MLGVXSkoKAGJC4KgoQEMseOf6ax86otq7QBCEj9DtKjGiGW1UAY1pjFV5T4IHS0uVMnoBsHpumuKRklQggiAIL5ByQ4xovvahI3DclNE4/5gJ1d6VwMHSUqUGN+IYh6A18CMIojahKw0xopmQqMfFJ02t9m4EEjaaws+0FAU3BEFUAkpLEQRhC0snJepLC0jEtFQQzcQEQdQeFNwQBGFL2EgntdSV6rkxLzNBG5pJEERtQsENQRC2sECkzeMUcSfE4IbSUgRBVAK60hAEYctVZxyGCS11+MTxk0vajjh+gdJSBEFUArrSEARhy9SxDfjKB2eVvJ1oxFoKThAEUW4oLUUQRFkhzw1BEJWGghuCIMpKlNJSBEFUGApuCIIoKzEyFBMEUWEouCEIoqxQtRRBEJWGghuCIMqKPFuKIAii3FBwQxBEWYmK4xfIUEwQRAWg4IYgiLJCnhuCICoNBTcEQZQV8twQBFFpKLghCKKsWDw3lJYiCKICUHBDEERZIeWGIIhKU9bg5tChQ7jkkkuQSCSQSCRwySWXoKury/H56XQa3/72t3H00UejsbEREydOxKWXXordu3eXczcJgigjLXVRhBS9O3E8QvdTBEGUn7JeaS6++GKsXr0aTz/9NJ5++mmsXr0al1xyiePzBwYGsHLlSvz7v/87Vq5ciSeffBIbN27Ev/zLv5RzNwmCKCOJhiju+ux83HvJfCiKkv8PCIIgSkTRNE0rx4bXrVuHo446CsuXL8dJJ50EAFi+fDkWLlyI9evX48gjj/S0nTfeeAMnnngitm3bhqlTp+Z9fk9PDxKJBLq7u9HS0lLSMRAEQRAEURn8XL/Lpty8+uqrSCQSPLABgJNPPhmJRALLli3zvJ3u7m4oioJRo0bZ/j6ZTKKnp8fyjyAIgiCIkUvZgpvOzk60tbXlPN7W1obOzk5P2xgaGsKNN96Iiy++2DGKu+2227inJ5FIYMqUKSXtN0EQBEEQw5uCg5tbbrkFiqK4/nvzzTcBwDa/rmmap7x7Op3GRRddBFVVcddddzk+76abbkJ3dzf/t2PHjkIPiSAIgiCIGqLgusxrr70WF110ketzpk+fjrfffht79uzJ+d2+ffvQ3t7u+vfpdBqf/vSnsWXLFjz33HOuubd4PI54PO5t5wmCIAiCqHkKDm5aW1vR2tqa93kLFy5Ed3c3Xn/9dZx44okAgNdeew3d3d045ZRTHP+OBTabNm3C888/j7Fjxxa6iwRBEARBjGDK5rmZM2cOPvzhD+PKK6/E8uXLsXz5clx55ZX4yEc+YqmUmj17Nv74xz8CADKZDP71X/8Vb775Jh555BFks1l0dnais7MTqVSqXLtKEARBEEQNUdY+N4888giOPvpoLFq0CIsWLcIxxxyDhx56yPKcDRs2oLu7GwCwc+dOPPXUU9i5cyeOO+44TJgwgf8rpMKKIAiCIIiRS9n63FQL6nNDEARBEMOPYdHnhiAIgiAIohpQcEMQBEEQRE1BwQ1BEARBEDUFBTcEQRAEQdQUFNwQBEEQBFFTFNzEL+iw4i8aoEkQBEEQwwe2bvtRxF1zwU1vby8A0ABNgiAIghiGHDhwAIlEoqRt1FyfG1VVsWHDBhx11FHYsWPHiOp109PTgylTptBxjxBG4nGPxGMG6LjpuEcG3d3dmDp1Kg4dOoRRo0aVtK2aU25CoRAmTZoEAGhpaRlRHwwGHffIYiQe90g8ZoCOe6QxUo87FCrdDkyGYoIgCIIgagoKbgiCIAiCqClqMriJx+P47ne/i3g8Xu1dqSh03HTctc5IPGaAjpuOe2Tg53HXnKGYIAiCIIiRTU0qNwRBEARBjFwouCEIgiAIoqag4IYgCIIgiJqCghuCIAiCIGqKmgtuNm7ciI997GNobW1FS0sLTj31VDz//POW52zfvh0f/ehH0djYiNbWVnz1q19FKpWq0h77x1//+lecdNJJqK+vR2trKy644ALL72v1uAEgmUziuOOOg6IoWL16teV3tXbcW7duxeWXX44ZM2agvr4ehx12GL773e/mHFOtHTcA3HXXXZgxYwbq6uowf/58LF26tNq75Bu33XYbTjjhBDQ3N6OtrQ0f//jHsWHDBstzNE3DLbfcgokTJ6K+vh7vf//78c4771Rpj8vDbbfdBkVRcP311/PHavW4d+3ahc997nMYO3YsGhoacNxxx2HFihX897V43JlMBv/2b//Gr18zZ87ErbfeClVV+XN8OW6txjj88MO18847T3vrrbe0jRs3aldffbXW0NCgdXR0aJqmaZlMRps7d6521llnaStXrtSWLFmiTZw4Ubv22murvOel8fvf/14bPXq0dvfdd2sbNmzQ1q9frz3xxBP897V63IyvfvWr2rnnnqsB0FatWsUfr8Xj/tvf/qZddtll2jPPPKNt3rxZ+9Of/qS1tbVpX//61/lzavG4H3vsMS0ajWq//OUvtbVr12rXXXed1tjYqG3btq3au+YL55xzjnb//fdr//znP7XVq1dr559/vjZ16lStr6+PP+f222/XmpubtT/84Q/amjVrtAsvvFCbMGGC1tPTU8U994/XX39dmz59unbMMcdo1113HX+8Fo/74MGD2rRp07TLLrtMe+2117QtW7Zozz77rPbuu+/y59TicX//+9/Xxo4dq/3lL3/RtmzZoj3xxBNaU1OTduedd/Ln+HHcNRXc7Nu3TwOgvfTSS/yxnp4eDYD27LPPapqmaYsXL9ZCoZC2a9cu/pxHH31Ui8fjWnd3d8X32Q/S6bQ2adIk7Ve/+pXjc2rxuBmLFy/WZs+erb3zzjs5wU0tH7fIf/7nf2ozZszgP9ficZ944onaVVddZXls9uzZ2o033lilPSove/fu1QBoL774oqZpmqaqqjZ+/Hjt9ttv588ZGhrSEomEds8991RrN32jt7dXmzVrlrZkyRLtzDPP5MFNrR73t7/9be20005z/H2tHvf555+vfeELX7A8dsEFF2if+9znNE3z77hrKi01duxYzJkzBw8++CD6+/uRyWRw7733or29HfPnzwcAvPrqq5g7dy4mTpzI/+6cc85BMpm0yIHDiZUrV2LXrl0IhUKYN28eJkyYgHPPPdci49XicQPAnj17cOWVV+Khhx5CQ0NDzu9r9bhluru7MWbMGP5zrR13KpXCihUrsGjRIsvjixYtwrJly6q0V+Wlu7sbAPj7umXLFnR2dlrOQTwex5lnnlkT5+Caa67B+eefj7PPPtvyeK0e91NPPYUFCxbgU5/6FNra2jBv3jz88pe/5L+v1eM+7bTT8I9//AMbN24EALz11lt4+eWXcd555wHw77hranCmoihYsmQJPvaxj6G5uRmhUAjt7e14+umn+YTRzs5OtLe3W/5u9OjRiMVi6OzsrMJel857770HALjllltwxx13YPr06fjxj3+MM888Exs3bsSYMWNq8rg1TcNll12Gq666CgsWLMDWrVtznlOLxy2zefNm/OxnP8OPf/xj/litHff+/fuRzWZzjqm9vX1YHk8+NE3DDTfcgNNOOw1z584FAH6cdudg27ZtFd9HP3nsscewcuVKvPHGGzm/q9Xjfu+993D33XfjhhtuwHe+8x28/vrr+OpXv4p4PI5LL720Zo/729/+Nrq7uzF79myEw2Fks1n84Ac/wGc+8xkA/r3fw0K5ueWWW6Aoiuu/N998E5qm4eqrr0ZbWxuWLl2K119/HR/72MfwkY98BB0dHXx7iqLkvIamabaPVxOvx82MWDfffDM++clPYv78+bj//vuhKAqeeOIJvr1aO+6f/exn6OnpwU033eS6vVo7bpHdu3fjwx/+MD71qU/hiiuusPxuuBx3Icj7PtyPx4lrr70Wb7/9Nh599NGc39XaOdixYweuu+46PPzww6irq3N8Xq0dt6qqOP744/HDH/4Q8+bNw5e+9CVceeWVuPvuuy3Pq7Xjfvzxx/Hwww/jd7/7HVauXIkHHngAP/rRj/DAAw9YnlfqcQ8L5ebaa6/FRRdd5Pqc6dOn47nnnsNf/vIXHDp0iI+Jv+uuu7BkyRI88MADuPHGGzF+/Hi89tprlr89dOgQ0ul0TqRYbbwed29vLwDgqKOO4o/H43HMnDkT27dvB4CaPO7vf//7WL58ec4ckgULFuCzn/0sHnjggZo8bsbu3btx1llnYeHChbjvvvsszxtOx+2F1tZWhMPhHJVm7969w/J43PjKV76Cp556Ci+99BImT57MHx8/fjwA/c52woQJ/PHhfg5WrFiBvXv3cusAAGSzWbz00kv4+c9/zivGau24J0yYYLlmA8CcOXPwhz/8AUDtvt/f/OY3ceONN/Jr3dFHH41t27bhtttuw+c//3n/jrt4W1DweOqpp7RQKKT19vZaHj/iiCO0H/zgB5qmmUbL3bt3898/9thjw9po2d3drcXjcYuhOJVKaW1tbdq9996raVptHve2bdu0NWvW8H/PPPOMBkD7/e9/r+3YsUPTtNo8bk3TtJ07d2qzZs3SLrroIi2TyeT8vhaP+8QTT9S+/OUvWx6bM2dOzRiKVVXVrrnmGm3ixInaxo0bbX8/fvx47T/+4z/4Y8lkctgbTHt6eizf4zVr1mgLFizQPve5z2lr1qyp2eP+zGc+k2Movv7667WFCxdqmla77/eYMWO0u+66y/LYD3/4Q23WrFmapvl33DUV3Ozbt08bO3asdsEFF2irV6/WNmzYoH3jG9/QotGotnr1ak3TzBLZD37wg9rKlSu1Z599Vps8efKwLpHVNE277rrrtEmTJmnPPPOMtn79eu3yyy/X2tratIMHD2qaVrvHLbJlyxbHUvBaOu5du3Zphx9+uPaBD3xA27lzp9bR0cH/MWrxuFkp+K9//Wtt7dq12vXXX681NjZqW7durfau+cKXv/xlLZFIaC+88ILlPR0YGODPuf3227VEIqE9+eST2po1a7TPfOYzw7402A6xWkrTavO4X3/9dS0SiWg/+MEPtE2bNmmPPPKI1tDQoD388MP8ObV43J///Oe1SZMm8VLwJ598UmttbdW+9a1v8ef4cdw1Fdxomqa98cYb2qJFi7QxY8Zozc3N2sknn6wtXrzY8pxt27Zp559/vlZfX6+NGTNGu/baa7WhoaEq7bE/pFIp7etf/7rW1tamNTc3a2effbb2z3/+0/KcWjxuEbvgRtNq77jvv/9+DYDtP5FaO25N07Rf/OIX2rRp07RYLKYdf/zxvEy6FnB6T++//37+HFVVte9+97va+PHjtXg8rp1xxhnamjVrqrfTZUIObmr1uP/85z9rc+fO1eLxuDZ79mztvvvus/y+Fo+7p6dHu+6667SpU6dqdXV12syZM7Wbb75ZSyaT/Dl+HLeiaZpWWgaNIAiCIAgiOAyLaimCIAiCIAivUHBDEARBEERNQcENQRAEQRA1BQU3BEEQBEHUFBTcEARBEARRU1BwQxAEQRBETUHBDUEQBEEQNQUFNwRBEARB1BQU3BAEQRAEUVNQcEMQBEEQRE1BwQ1BEARBEDUFBTcEQRAEQdQU/x8gSreyDwYXowAAAABJRU5ErkJggg==",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -149,24 +308,1004 @@
     }
    ],
    "source": [
-    "stats_alt = stats.copy()\n",
-    "stats_alt[\"news_count\"] = stats_alt[[\"st_news_count\", \"ss_news_count\", \"tis_news_count\", \"sibc_news_count\"]].mean(axis=1)\n",
-    "stats_alt[\"epu_count\"] = stats_alt[[\"st_epu_count\", \"ss_epu_count\", \"tis_epu_count\", \"sibc_epu_count\"]].mean(axis=1)\n",
-    "stats_alt[\"z_score_alt\"] = get_epu_zscore(stats_alt)\n",
-    "sf_alt = 100/(stats_alt[\"z_score_alt\"].mean())\n",
-    "stats_alt[\"epu_alt\"] = sf_alt * stats_alt[\"z_score_alt\"]\n",
-    "stats_alt.plot(x=\"date\", y=\"epu_alt\");"
+    "from scipy import signal\n",
+    "def ccf_values(series1, series2):\n",
+    "    p = series1\n",
+    "    q = series2\n",
+    "    p = (p - p.mean()) / (p.std() * len(p))\n",
+    "    q = (q - q.mean()) / (q.std())\n",
+    "    c = np.correlate(p, q, 'full')\n",
+    "    return c\n",
+    "\n",
+    "\n",
+    "corr = ccf_values(si_infl[\"epu_index\"][1:], si_infl[\"inflation\"][1:])\n",
+    "lags = signal.correlation_lags(len(si_infl[\"inflation\"][1:]),\n",
+    "                               len(si_infl[\"epu_index\"][1:]))\n",
+    "plt.plot(lags, corr);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "id": "718561aa",
+   "execution_count": 12,
+   "id": "57085f44",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lags</th>\n",
+       "      <th>ccf</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>-3.0</td>\n",
+       "      <td>0.054080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>-2.0</td>\n",
+       "      <td>-0.091193</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>0.319960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.027509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.092961</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>-0.055663</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>-0.043655</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>77</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.084574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>-0.037249</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.160906</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    lags       ccf\n",
+       "70  -3.0  0.054080\n",
+       "71  -2.0 -0.091193\n",
+       "72  -1.0  0.319960\n",
+       "73   0.0 -0.027509\n",
+       "74   1.0 -0.092961\n",
+       "75   2.0 -0.055663\n",
+       "76   3.0 -0.043655\n",
+       "77   4.0  0.084574\n",
+       "78   5.0 -0.037249\n",
+       "79   6.0  0.160906"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ccf_df = pd.DataFrame([lags, corr], index=[\"lags\", \"ccf\"]).T\n",
+    "ccf_df[(ccf_df.lags >= -3) & (ccf_df.lags <= 6)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7f35e836",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test Statistic                -9.021400e+00\n",
+      "p-value                        5.762258e-15\n",
+      "# Lags Used                    0.000000e+00\n",
+      "Number of Observations Used    7.300000e+01\n",
+      "Critical Value (1%)           -3.523284e+00\n",
+      "Critical Value (5%)           -2.902031e+00\n",
+      "Critical Value (10%)          -2.588371e+00\n",
+      "dtype: float64 \n",
+      " Test Statistic                -6.971426e+00\n",
+      "p-value                        8.644916e-10\n",
+      "# Lags Used                    0.000000e+00\n",
+      "Number of Observations Used    7.300000e+01\n",
+      "Critical Value (1%)           -3.523284e+00\n",
+      "Critical Value (5%)           -2.902031e+00\n",
+      "Critical Value (10%)          -2.588371e+00\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "var_df = si_infl[[\"inflation\", \"epu_index\"]][1:].reset_index(drop=True)\n",
+    "print(adf_test(var_df[\"epu_index\"]), \"\\n\", adf_test(var_df[\"inflation\"]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "9a2c5843",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Name   ::  Test Stat > C(95%)    =>   Signif  \n",
+      " ----------------------------------------\n",
+      "inflation ::  16.06     > 12.3212   =>   True\n",
+      "epu_index ::  1.2       > 4.1296    =>   False\n"
+     ]
+    }
+   ],
+   "source": [
+    "def cointegration_test(df, alpha=0.05):\n",
+    "    out = coint_johansen(df, -1, 5)\n",
+    "    d = {'0.90': 0, '0.95': 1, '0.99': 2}\n",
+    "    traces = out.lr1\n",
+    "    cvts = out.cvt[:, d[str(1 - alpha)]]\n",
+    "\n",
+    "    def adjust(val, length=6):\n",
+    "        return str(val).ljust(length)\n",
+    "\n",
+    "    print('Name   ::  Test Stat > C(95%)    =>   Signif  \\n', '--' * 20)\n",
+    "    for col, trace, cvt in zip(df.columns, traces, cvts):\n",
+    "        print(adjust(col), ':: ', adjust(round(trace, 2), 9), \">\",\n",
+    "              adjust(cvt, 8), ' =>  ', trace > cvt)\n",
+    "\n",
+    "\n",
+    "cointegration_test(si_infl[[\"inflation\", \"epu_index\"]].iloc[\n",
+    "    1:,\n",
+    "])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "bfdc5581",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>lag</th>\n",
+       "      <th>AIC</th>\n",
+       "      <th>BIC</th>\n",
+       "      <th>FPE</th>\n",
+       "      <th>HQIC</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>9.805674</td>\n",
+       "      <td>10.004733</td>\n",
+       "      <td>18138.630383</td>\n",
+       "      <td>9.884332</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>9.881134</td>\n",
+       "      <td>10.215655</td>\n",
+       "      <td>19569.805711</td>\n",
+       "      <td>10.013124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>10.010146</td>\n",
+       "      <td>10.482401</td>\n",
+       "      <td>22290.211200</td>\n",
+       "      <td>10.196191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>10.005401</td>\n",
+       "      <td>10.617725</td>\n",
+       "      <td>22233.085776</td>\n",
+       "      <td>10.246231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>10.104326</td>\n",
+       "      <td>10.859116</td>\n",
+       "      <td>24634.831732</td>\n",
+       "      <td>10.400676</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>10.182071</td>\n",
+       "      <td>11.081788</td>\n",
+       "      <td>26778.109669</td>\n",
+       "      <td>10.534678</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>10.206808</td>\n",
+       "      <td>11.253980</td>\n",
+       "      <td>27679.830094</td>\n",
+       "      <td>10.616415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>10.306809</td>\n",
+       "      <td>11.504034</td>\n",
+       "      <td>30958.238883</td>\n",
+       "      <td>10.774158</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>10.415407</td>\n",
+       "      <td>11.765352</td>\n",
+       "      <td>35085.730392</td>\n",
+       "      <td>10.941238</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10.541341</td>\n",
+       "      <td>12.046747</td>\n",
+       "      <td>40702.167664</td>\n",
+       "      <td>11.126393</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>11</td>\n",
+       "      <td>10.485989</td>\n",
+       "      <td>12.149671</td>\n",
+       "      <td>39696.265033</td>\n",
+       "      <td>11.130995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>12</td>\n",
+       "      <td>10.300236</td>\n",
+       "      <td>12.125084</td>\n",
+       "      <td>34327.867964</td>\n",
+       "      <td>11.005920</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    lag        AIC        BIC           FPE       HQIC\n",
+       "0     1   9.805674  10.004733  18138.630383   9.884332\n",
+       "1     2   9.881134  10.215655  19569.805711  10.013124\n",
+       "2     3  10.010146  10.482401  22290.211200  10.196191\n",
+       "3     4  10.005401  10.617725  22233.085776  10.246231\n",
+       "4     5  10.104326  10.859116  24634.831732  10.400676\n",
+       "5     6  10.182071  11.081788  26778.109669  10.534678\n",
+       "6     7  10.206808  11.253980  27679.830094  10.616415\n",
+       "7     8  10.306809  11.504034  30958.238883  10.774158\n",
+       "8     9  10.415407  11.765352  35085.730392  10.941238\n",
+       "9    10  10.541341  12.046747  40702.167664  11.126393\n",
+       "10   11  10.485989  12.149671  39696.265033  11.130995\n",
+       "11   12  10.300236  12.125084  34327.867964  11.005920"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "length = len(si_infl.iloc[1:])\n",
+    "train = int(length * 0.9)\n",
+    "test = length - train\n",
+    "\n",
+    "\n",
+    "model = VAR(endog=var_df[:train+1])\n",
+    "\n",
+    "eval_lst = []\n",
+    "for i in range(1, 13):\n",
+    "    result = model.fit(i)\n",
+    "    eval_metrics = {\n",
+    "        \"lag\": i,\n",
+    "        \"AIC\": result.aic,\n",
+    "        \"BIC\": result.bic,\n",
+    "        \"FPE\": result.fpe,\n",
+    "        \"HQIC\": result.hqic\n",
+    "    }\n",
+    "    eval_lst.append(eval_metrics)\n",
+    "    \n",
+    "eval_df = pd.DataFrame(eval_lst)\n",
+    "eval_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "eaa3d40e",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "text/plain": [
+       "  Summary of Regression Results   \n",
+       "==================================\n",
+       "Model:                         VAR\n",
+       "Method:                        OLS\n",
+       "Date:           Mon, 11, Sep, 2023\n",
+       "Time:                     16:07:58\n",
+       "--------------------------------------------------------------------\n",
+       "No. of Equations:         2.00000    BIC:                    10.0047\n",
+       "Nobs:                     66.0000    HQIC:                   9.88433\n",
+       "Log likelihood:          -504.887    FPE:                    18138.6\n",
+       "AIC:                      9.80567    Det(Omega_mle):         16595.6\n",
+       "--------------------------------------------------------------------\n",
+       "Results for equation inflation\n",
+       "===============================================================================\n",
+       "                  coefficient       std. error           t-stat            prob\n",
+       "-------------------------------------------------------------------------------\n",
+       "const               -0.259349         0.227167           -1.142           0.254\n",
+       "L1.inflation         0.195267         0.116873            1.671           0.095\n",
+       "L1.epu_index         0.004470         0.001535            2.913           0.004\n",
+       "===============================================================================\n",
+       "\n",
+       "Results for equation epu_index\n",
+       "===============================================================================\n",
+       "                  coefficient       std. error           t-stat            prob\n",
+       "-------------------------------------------------------------------------------\n",
+       "const              117.057118        18.418370            6.355           0.000\n",
+       "L1.inflation        -7.000946         9.475896           -0.739           0.460\n",
+       "L1.epu_index        -0.078710         0.124427           -0.633           0.527\n",
+       "===============================================================================\n",
+       "\n",
+       "Correlation matrix of residuals\n",
+       "             inflation  epu_index\n",
+       "inflation     1.000000   0.028537\n",
+       "epu_index     0.028537   1.000000\n",
+       "\n"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "best_mod = model.fit(1)\n",
+    "best_mod.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "754c6c54",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>cpi</th>\n",
+       "      <th>epu_index</th>\n",
+       "      <th>inflation</th>\n",
+       "      <th>epu_change</th>\n",
+       "      <th>epu_change_1</th>\n",
+       "      <th>epu_change_2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2017-01-01</td>\n",
+       "      <td>98.6</td>\n",
+       "      <td>27.257114</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2017-02-01</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>12.898663</td>\n",
+       "      <td>0.405680</td>\n",
+       "      <td>-52.677809</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2017-03-01</td>\n",
+       "      <td>100.6</td>\n",
+       "      <td>27.257114</td>\n",
+       "      <td>1.616162</td>\n",
+       "      <td>111.317351</td>\n",
+       "      <td>-52.677809</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2017-04-01</td>\n",
+       "      <td>100.7</td>\n",
+       "      <td>27.257114</td>\n",
+       "      <td>0.099404</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>111.317351</td>\n",
+       "      <td>-52.677809</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2017-05-01</td>\n",
+       "      <td>101.0</td>\n",
+       "      <td>27.257114</td>\n",
+       "      <td>0.297915</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>111.317351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>2022-11-01</td>\n",
+       "      <td>117.2</td>\n",
+       "      <td>74.146784</td>\n",
+       "      <td>-0.509338</td>\n",
+       "      <td>-30.521654</td>\n",
+       "      <td>112.937717</td>\n",
+       "      <td>-22.245716</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>71</th>\n",
+       "      <td>2022-12-01</td>\n",
+       "      <td>117.0</td>\n",
+       "      <td>74.146784</td>\n",
+       "      <td>-0.170648</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-30.521654</td>\n",
+       "      <td>112.937717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>2023-01-01</td>\n",
+       "      <td>118.9</td>\n",
+       "      <td>44.235094</td>\n",
+       "      <td>1.623932</td>\n",
+       "      <td>-40.341183</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-30.521654</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>2023-02-01</td>\n",
+       "      <td>119.2</td>\n",
+       "      <td>67.197958</td>\n",
+       "      <td>0.252313</td>\n",
+       "      <td>51.910964</td>\n",
+       "      <td>-40.341183</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>2023-03-01</td>\n",
+       "      <td>119.8</td>\n",
+       "      <td>61.339754</td>\n",
+       "      <td>0.503356</td>\n",
+       "      <td>-8.717830</td>\n",
+       "      <td>51.910964</td>\n",
+       "      <td>-40.341183</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>75 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         date    cpi  epu_index  inflation  epu_change  epu_change_1  \\\n",
+       "0  2017-01-01   98.6  27.257114        NaN         NaN           NaN   \n",
+       "1  2017-02-01   99.0  12.898663   0.405680  -52.677809           NaN   \n",
+       "2  2017-03-01  100.6  27.257114   1.616162  111.317351    -52.677809   \n",
+       "3  2017-04-01  100.7  27.257114   0.099404    0.000000    111.317351   \n",
+       "4  2017-05-01  101.0  27.257114   0.297915    0.000000      0.000000   \n",
+       "..        ...    ...        ...        ...         ...           ...   \n",
+       "70 2022-11-01  117.2  74.146784  -0.509338  -30.521654    112.937717   \n",
+       "71 2022-12-01  117.0  74.146784  -0.170648    0.000000    -30.521654   \n",
+       "72 2023-01-01  118.9  44.235094   1.623932  -40.341183      0.000000   \n",
+       "73 2023-02-01  119.2  67.197958   0.252313   51.910964    -40.341183   \n",
+       "74 2023-03-01  119.8  61.339754   0.503356   -8.717830     51.910964   \n",
+       "\n",
+       "    epu_change_2  \n",
+       "0            NaN  \n",
+       "1            NaN  \n",
+       "2            NaN  \n",
+       "3     -52.677809  \n",
+       "4     111.317351  \n",
+       "..           ...  \n",
+       "70    -22.245716  \n",
+       "71    112.937717  \n",
+       "72    -30.521654  \n",
+       "73      0.000000  \n",
+       "74    -40.341183  \n",
+       "\n",
+       "[75 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "si_infl[\"epu_change_1\"] = si_infl[\"epu_change\"].shift(1)\n",
+    "si_infl[\"epu_change_2\"] = si_infl[\"epu_change\"].shift(2)\n",
+    "si_infl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "df94bf78",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<caption>OLS Regression Results</caption>\n",
+       "<tr>\n",
+       "  <th>Dep. Variable:</th>        <td>inflation</td>    <th>  R-squared:         </th> <td>   0.076</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.061</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   5.169</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Date:</th>             <td>Mon, 11 Sep 2023</td> <th>  Prob (F-statistic):</th>  <td>0.0264</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time:</th>                 <td>16:08:01</td>     <th>  Log-Likelihood:    </th> <td> -108.59</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>No. Observations:</th>      <td>    65</td>      <th>  AIC:               </th> <td>   221.2</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Residuals:</th>          <td>    63</td>      <th>  BIC:               </th> <td>   225.5</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "        <td></td>          <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Intercept</th>    <td>    0.1340</td> <td>    0.169</td> <td>    0.792</td> <td> 0.431</td> <td>   -0.204</td> <td>    0.472</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>epu_change_1</th> <td>    0.0021</td> <td>    0.001</td> <td>    2.273</td> <td> 0.026</td> <td>    0.000</td> <td>    0.004</td>\n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "  <th>Omnibus:</th>       <td> 4.718</td> <th>  Durbin-Watson:     </th> <td>   1.491</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Prob(Omnibus):</th> <td> 0.095</td> <th>  Jarque-Bera (JB):  </th> <td>   5.025</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Skew:</th>          <td> 0.254</td> <th>  Prob(JB):          </th> <td>  0.0811</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Kurtosis:</th>      <td> 4.264</td> <th>  Cond. No.          </th> <td>    192.</td>\n",
+       "</tr>\n",
+       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
+      ],
+      "text/latex": [
+       "\\begin{center}\n",
+       "\\begin{tabular}{lclc}\n",
+       "\\toprule\n",
+       "\\textbf{Dep. Variable:}    &    inflation     & \\textbf{  R-squared:         } &     0.076   \\\\\n",
+       "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared:    } &     0.061   \\\\\n",
+       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       } &     5.169   \\\\\n",
+       "\\textbf{Date:}             & Mon, 11 Sep 2023 & \\textbf{  Prob (F-statistic):} &   0.0264    \\\\\n",
+       "\\textbf{Time:}             &     16:08:01     & \\textbf{  Log-Likelihood:    } &   -108.59   \\\\\n",
+       "\\textbf{No. Observations:} &          65      & \\textbf{  AIC:               } &     221.2   \\\\\n",
+       "\\textbf{Df Residuals:}     &          63      & \\textbf{  BIC:               } &     225.5   \\\\\n",
+       "\\textbf{Df Model:}         &           1      & \\textbf{                     } &             \\\\\n",
+       "\\textbf{Covariance Type:}  &    nonrobust     & \\textbf{                     } &             \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\begin{tabular}{lcccccc}\n",
+       "                        & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
+       "\\midrule\n",
+       "\\textbf{Intercept}      &       0.1340  &        0.169     &     0.792  &         0.431        &       -0.204    &        0.472     \\\\\n",
+       "\\textbf{epu\\_change\\_1} &       0.0021  &        0.001     &     2.273  &         0.026        &        0.000    &        0.004     \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "\\begin{tabular}{lclc}\n",
+       "\\textbf{Omnibus:}       &  4.718 & \\textbf{  Durbin-Watson:     } &    1.491  \\\\\n",
+       "\\textbf{Prob(Omnibus):} &  0.095 & \\textbf{  Jarque-Bera (JB):  } &    5.025  \\\\\n",
+       "\\textbf{Skew:}          &  0.254 & \\textbf{  Prob(JB):          } &   0.0811  \\\\\n",
+       "\\textbf{Kurtosis:}      &  4.264 & \\textbf{  Cond. No.          } &     192.  \\\\\n",
+       "\\bottomrule\n",
+       "\\end{tabular}\n",
+       "%\\caption{OLS Regression Results}\n",
+       "\\end{center}\n",
+       "\n",
+       "Notes: \\newline\n",
+       " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.summary.Summary'>\n",
+       "\"\"\"\n",
+       "                            OLS Regression Results                            \n",
+       "==============================================================================\n",
+       "Dep. Variable:              inflation   R-squared:                       0.076\n",
+       "Model:                            OLS   Adj. R-squared:                  0.061\n",
+       "Method:                 Least Squares   F-statistic:                     5.169\n",
+       "Date:                Mon, 11 Sep 2023   Prob (F-statistic):             0.0264\n",
+       "Time:                        16:08:01   Log-Likelihood:                -108.59\n",
+       "No. Observations:                  65   AIC:                             221.2\n",
+       "Df Residuals:                      63   BIC:                             225.5\n",
+       "Df Model:                           1                                         \n",
+       "Covariance Type:            nonrobust                                         \n",
+       "================================================================================\n",
+       "                   coef    std err          t      P>|t|      [0.025      0.975]\n",
+       "--------------------------------------------------------------------------------\n",
+       "Intercept        0.1340      0.169      0.792      0.431      -0.204       0.472\n",
+       "epu_change_1     0.0021      0.001      2.273      0.026       0.000       0.004\n",
+       "==============================================================================\n",
+       "Omnibus:                        4.718   Durbin-Watson:                   1.491\n",
+       "Prob(Omnibus):                  0.095   Jarque-Bera (JB):                5.025\n",
+       "Skew:                           0.254   Prob(JB):                       0.0811\n",
+       "Kurtosis:                       4.264   Cond. No.                         192.\n",
+       "==============================================================================\n",
+       "\n",
+       "Notes:\n",
+       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+       "\"\"\""
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import statsmodels.formula.api as smf\n",
+    "ols_mod = smf.ols(\"inflation~epu_change_1\", data=si_infl[:train+1])\n",
+    "ols_res = ols_mod.fit()\n",
+    "ols_res.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "105185b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ols_predict = ols_res.fittedvalues\n",
+    "ols_forecast = ols_res.predict(si_infl[\"epu_change_1\"][-test:])\n",
+    "ols_all = pd.concat([ols_predict, ols_forecast], axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "1dacc356",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1.87670199, 2.00587147])"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from statsmodels.stats.stattools import durbin_watson\n",
+    "out = durbin_watson(best_mod.resid)\n",
+    "out"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e39db5bb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "var_forecast = best_mod.forecast(y=var_df.values[-test:], steps=test)\n",
+    "var_forecast_df = pd.DataFrame(var_forecast, index=var_df.index[-test:], columns=[\"var_inflation\", \"var_epu\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "230e5d89",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>var_inflation</th>\n",
+       "      <th>var_epu_index</th>\n",
+       "      <th>inflation</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.122479</td>\n",
+       "      <td>113.201728</td>\n",
+       "      <td>1.616162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.178068</td>\n",
+       "      <td>103.597059</td>\n",
+       "      <td>0.099404</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.118105</td>\n",
+       "      <td>114.215800</td>\n",
+       "      <td>0.297915</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.079343</td>\n",
+       "      <td>112.826035</td>\n",
+       "      <td>-0.396040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>-0.272504</td>\n",
+       "      <td>118.699620</td>\n",
+       "      <td>-0.099404</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>0.511572</td>\n",
+       "      <td>103.481791</td>\n",
+       "      <td>1.919561</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>63</th>\n",
+       "      <td>0.551307</td>\n",
+       "      <td>95.943773</td>\n",
+       "      <td>2.152466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>0.557464</td>\n",
+       "      <td>95.005629</td>\n",
+       "      <td>0.175593</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>0.064494</td>\n",
+       "      <td>110.728955</td>\n",
+       "      <td>1.139351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>0.215050</td>\n",
+       "      <td>104.644432</td>\n",
+       "      <td>1.473137</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>66 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    var_inflation  var_epu_index  inflation\n",
+       "1       -0.122479     113.201728   1.616162\n",
+       "2        0.178068     103.597059   0.099404\n",
+       "3       -0.118105     114.215800   0.297915\n",
+       "4       -0.079343     112.826035  -0.396040\n",
+       "5       -0.272504     118.699620  -0.099404\n",
+       "..            ...            ...        ...\n",
+       "62       0.511572     103.481791   1.919561\n",
+       "63       0.551307      95.943773   2.152466\n",
+       "64       0.557464      95.005629   0.175593\n",
+       "65       0.064494     110.728955   1.139351\n",
+       "66       0.215050     104.644432   1.473137\n",
+       "\n",
+       "[66 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fit_df = best_mod.fittedvalues.rename({\"epu_index\": \"var_epu_index\",\n",
+    "                                       \"inflation\": \"var_inflation\"}, axis=1)\n",
+    "fit_df[\"inflation\"] = var_df[\"inflation\"][:train+1]\n",
+    "fit_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "22856649",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(8, 6))\n",
+    "fit_df[[\"var_inflation\"]].plot(ax=ax, color=\"blue\")\n",
+    "ax.plot(var_df[\"inflation\"], color=\"green\")\n",
+    "ax.plot(var_forecast_df[\"var_inflation\"].index.values,\n",
+    "        var_forecast_df[\"var_inflation\"].values,\n",
+    "        label=\"var_predict_test\", color=\"blue\")\n",
+    "# ax.plot(ols_all, color=\"orange\")\n",
+    "plt.show();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ff96b72c",
+   "metadata": {},
+   "source": [
+    "## EPU"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "8f17e393",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -176,7 +1315,463 @@
     }
    ],
    "source": [
-    "stats.plot(x=\"date\", y=\"epu_index\");"
+    "plt.plot(stats[\"date\"].values, stats[\"epu_index\"].values, label=\"EPU Index\")\n",
+    "plt.xlabel(\"Date\")\n",
+    "plt.vlines(x=pd.to_datetime(\"2020-01-01\"), ymin=0, ymax=800, color=\"red\", linestyle=\"dashed\")\n",
+    "# plt.hlines(y=100, xmin=pd.to_datetime(\"2007-01\"), xmax=pd.to_datetime(\"2024-01\"), color=\"green\", linestyle=\"dashed\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7e3bfee3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['https://www.solomonstarnews.com/manetoali-calls-for-action-to-fight-global-warming/',\n",
+       " 'https://www.solomonstarnews.com/si-to-observe-anti-corruption-day/']"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ss[(ss.date>=\"2015-12-01\") & (ss.date <= \"2015-12-31\") & (ss.epu == True)].url.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "c7b5c5e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np_names = [\"st\", \"ss\", \"tis\", \"sibc\"]\n",
+    "news_col = [col + \"_news_count\" for col in np_names]\n",
+    "stats[\"news_count\"] = stats[news_col].sum(axis=1)\n",
+    "for nc, name in zip(news_col, np_names):\n",
+    "    stats[str(name) + '_ratio'] = stats[nc]/stats[\"news_count\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "23f2e332",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>st_news_count</th>\n",
+       "      <th>st_epu_count</th>\n",
+       "      <th>st_z_score</th>\n",
+       "      <th>ss_news_count</th>\n",
+       "      <th>ss_epu_count</th>\n",
+       "      <th>ss_z_score</th>\n",
+       "      <th>tis_news_count</th>\n",
+       "      <th>tis_epu_count</th>\n",
+       "      <th>tis_z_score</th>\n",
+       "      <th>...</th>\n",
+       "      <th>sibc_z_score</th>\n",
+       "      <th>z_score</th>\n",
+       "      <th>epu_index</th>\n",
+       "      <th>news_count</th>\n",
+       "      <th>st_ratio</th>\n",
+       "      <th>ss_ratio</th>\n",
+       "      <th>tis_ratio</th>\n",
+       "      <th>sibc_ratio</th>\n",
+       "      <th>adj_z_score</th>\n",
+       "      <th>adj_epu_index</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>2011-12-01</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.917445</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.229361</td>\n",
+       "      <td>43.259843</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.917445</td>\n",
+       "      <td>198.457540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>2015-12-01</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.274102</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.976608</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.562677</td>\n",
+       "      <td>106.126693</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>0.051724</td>\n",
+       "      <td>0.948276</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.888547</td>\n",
+       "      <td>408.522194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>2017-09-01</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.577167</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.210830</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.298367</td>\n",
+       "      <td>1.271591</td>\n",
+       "      <td>239.834991</td>\n",
+       "      <td>284.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.193662</td>\n",
+       "      <td>0.580986</td>\n",
+       "      <td>0.225352</td>\n",
+       "      <td>1.076150</td>\n",
+       "      <td>232.788041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127</th>\n",
+       "      <td>2017-11-01</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.078796</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.334047</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.849475</td>\n",
+       "      <td>0.815579</td>\n",
+       "      <td>153.826584</td>\n",
+       "      <td>316.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.265823</td>\n",
+       "      <td>0.477848</td>\n",
+       "      <td>0.256329</td>\n",
+       "      <td>0.920466</td>\n",
+       "      <td>199.111238</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>152</th>\n",
+       "      <td>2019-12-01</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.358758</td>\n",
+       "      <td>118.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.623951</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.072718</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.660640</td>\n",
+       "      <td>3.179017</td>\n",
+       "      <td>599.594917</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>0.266010</td>\n",
+       "      <td>0.581281</td>\n",
+       "      <td>0.029557</td>\n",
+       "      <td>0.123153</td>\n",
+       "      <td>1.664785</td>\n",
+       "      <td>360.119027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>154</th>\n",
+       "      <td>2020-02-01</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.274102</td>\n",
+       "      <td>183.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.330021</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.372474</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.298367</td>\n",
+       "      <td>0.568741</td>\n",
+       "      <td>107.270296</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>0.155102</td>\n",
+       "      <td>0.746939</td>\n",
+       "      <td>0.032653</td>\n",
+       "      <td>0.065306</td>\n",
+       "      <td>1.067606</td>\n",
+       "      <td>230.939702</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>2020-04-01</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.654050</td>\n",
+       "      <td>169.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>0.645553</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.372474</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.818550</td>\n",
+       "      <td>1.622657</td>\n",
+       "      <td>306.049552</td>\n",
+       "      <td>307.0</td>\n",
+       "      <td>0.309446</td>\n",
+       "      <td>0.550489</td>\n",
+       "      <td>0.029316</td>\n",
+       "      <td>0.110749</td>\n",
+       "      <td>1.102333</td>\n",
+       "      <td>238.451721</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>2020-06-01</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.998435</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.003377</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.298367</td>\n",
+       "      <td>0.575045</td>\n",
+       "      <td>108.459269</td>\n",
+       "      <td>220.0</td>\n",
+       "      <td>0.440909</td>\n",
+       "      <td>0.518182</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.040909</td>\n",
+       "      <td>0.895084</td>\n",
+       "      <td>193.620595</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>2020-07-01</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.379169</td>\n",
+       "      <td>156.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.165519</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.950599</td>\n",
+       "      <td>2.123822</td>\n",
+       "      <td>400.574369</td>\n",
+       "      <td>248.0</td>\n",
+       "      <td>0.322581</td>\n",
+       "      <td>0.629032</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.048387</td>\n",
+       "      <td>0.885329</td>\n",
+       "      <td>191.510509</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>2023-06-01</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.684316</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.493477</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.372474</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.378174</td>\n",
+       "      <td>0.982110</td>\n",
+       "      <td>185.235975</td>\n",
+       "      <td>292.0</td>\n",
+       "      <td>0.315068</td>\n",
+       "      <td>0.438356</td>\n",
+       "      <td>0.023973</td>\n",
+       "      <td>0.222603</td>\n",
+       "      <td>0.970242</td>\n",
+       "      <td>209.878510</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          date  st_news_count  st_epu_count  st_z_score  ss_news_count  \\\n",
+       "56  2011-12-01           37.0           1.0    0.917445            0.0   \n",
+       "104 2015-12-01            3.0           0.0    0.274102           55.0   \n",
+       "125 2017-09-01            0.0           0.0    0.000000           55.0   \n",
+       "127 2017-11-01            0.0           0.0    0.000000           84.0   \n",
+       "152 2019-12-01           54.0           2.0    1.358758          118.0   \n",
+       "154 2020-02-01           38.0           0.0    0.274102          183.0   \n",
+       "156 2020-04-01           95.0           2.0    0.654050          169.0   \n",
+       "158 2020-06-01           97.0           5.0    1.998435          114.0   \n",
+       "159 2020-07-01           80.0           3.0    1.379169          156.0   \n",
+       "194 2023-06-01           92.0           2.0    0.684316          128.0   \n",
+       "\n",
+       "     ss_epu_count  ss_z_score  tis_news_count  tis_epu_count  tis_z_score  \\\n",
+       "56            0.0    0.000000             0.0            0.0     0.000000   \n",
+       "104           2.0    1.976608             0.0            0.0     0.000000   \n",
+       "125           4.0    4.577167           165.0            1.0     0.210830   \n",
+       "127           2.0    1.078796           151.0            4.0     0.334047   \n",
+       "152           0.0    0.623951             6.0            1.0     4.072718   \n",
+       "154           5.0    1.330021             8.0            0.0     0.372474   \n",
+       "156           3.0    0.645553             9.0            0.0     0.372474   \n",
+       "158           1.0    0.003377             0.0            0.0     0.000000   \n",
+       "159           1.0    0.165519             0.0            0.0     0.000000   \n",
+       "194           2.0    0.493477             7.0            0.0     0.372474   \n",
+       "\n",
+       "     ...  sibc_z_score   z_score   epu_index  news_count  st_ratio  ss_ratio  \\\n",
+       "56   ...      0.000000  0.229361   43.259843        37.0  1.000000  0.000000   \n",
+       "104  ...      0.000000  0.562677  106.126693        58.0  0.051724  0.948276   \n",
+       "125  ...      0.298367  1.271591  239.834991       284.0  0.000000  0.193662   \n",
+       "127  ...      1.849475  0.815579  153.826584       316.0  0.000000  0.265823   \n",
+       "152  ...      6.660640  3.179017  599.594917       203.0  0.266010  0.581281   \n",
+       "154  ...      0.298367  0.568741  107.270296       245.0  0.155102  0.746939   \n",
+       "156  ...      4.818550  1.622657  306.049552       307.0  0.309446  0.550489   \n",
+       "158  ...      0.298367  0.575045  108.459269       220.0  0.440909  0.518182   \n",
+       "159  ...      6.950599  2.123822  400.574369       248.0  0.322581  0.629032   \n",
+       "194  ...      2.378174  0.982110  185.235975       292.0  0.315068  0.438356   \n",
+       "\n",
+       "     tis_ratio  sibc_ratio  adj_z_score  adj_epu_index  \n",
+       "56    0.000000    0.000000     0.917445     198.457540  \n",
+       "104   0.000000    0.000000     1.888547     408.522194  \n",
+       "125   0.580986    0.225352     1.076150     232.788041  \n",
+       "127   0.477848    0.256329     0.920466     199.111238  \n",
+       "152   0.029557    0.123153     1.664785     360.119027  \n",
+       "154   0.032653    0.065306     1.067606     230.939702  \n",
+       "156   0.029316    0.110749     1.102333     238.451721  \n",
+       "158   0.000000    0.040909     0.895084     193.620595  \n",
+       "159   0.000000    0.048387     0.885329     191.510509  \n",
+       "194   0.023973    0.222603     0.970242     209.878510  \n",
+       "\n",
+       "[10 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stats[stats.adj_epu_index >= np.percentile(stats.adj_epu_index, 95)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c88ca42d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "adj_ratio_lst = []\n",
+    "for idx in stats.index:\n",
+    "    adj_ratio = 0\n",
+    "    for news in np_names:\n",
+    "        zscore_col = news + \"_z_score\"\n",
+    "        ratio_col = news + \"_ratio\"\n",
+    "        adj_ratio += stats[zscore_col][idx] * stats[ratio_col][idx]\n",
+    "    adj_ratio_lst.append(adj_ratio)\n",
+    "    \n",
+    "stats[\"adj_z_score\"] = adj_ratio_lst"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "b6dec5d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "scaling_factor = 100/(stats[stats.date >= \"2020-01-01\"][\"adj_z_score\"].mean())\n",
+    "stats[\"adj_epu_index\"] = stats[\"adj_z_score\"] * scaling_factor\n",
+    "stats.plot(x=\"date\", y=\"adj_epu_index\");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5020d3e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stats_alt = stats.copy()\n",
+    "stats_alt[\"news_count\"] = stats_alt[[\"st_news_count\", \"ss_news_count\", \"tis_news_count\", \"sibc_news_count\"]].mean(axis=1)\n",
+    "stats_alt[\"epu_count\"] = stats_alt[[\"st_epu_count\", \"ss_epu_count\", \"tis_epu_count\", \"sibc_epu_count\"]].mean(axis=1)\n",
+    "cutoff_index = stats_alt[stats_alt.date == pd.to_datetime(\"2019-12-01\")].index[0] + 1\n",
+    "stats_alt[\"z_score_alt\"] = get_epu_zscore(stats_alt, cutoff_index=cutoff_index)\n",
+    "sf_alt = 100/(stats_alt[\"z_score_alt\"][cutoff_index:].mean())\n",
+    "stats_alt[\"epu_alt\"] = sf_alt * stats_alt[\"z_score_alt\"]\n",
+    "stats_alt.plot(x=\"date\", y=\"epu_alt\");"
    ]
   }
  ],
diff --git a/scripts/notebooks/text/solomon_sentiment.ipynb b/scripts/notebooks/text/solomon_sentiment.ipynb
index 78a8881e..eab00323 100644
--- a/scripts/notebooks/text/solomon_sentiment.ipynb
+++ b/scripts/notebooks/text/solomon_sentiment.ipynb
@@ -33,7 +33,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "b65e0e43",
+   "id": "e8debcaf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 95,
    "id": "8f90e054",
    "metadata": {},
    "outputs": [],
@@ -60,8 +60,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "9f6bac30",
+   "execution_count": 96,
+   "id": "bd1f440e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -117,8 +117,7 @@
     }
    ],
    "source": [
-    "# nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])\n",
-    "nlp = spacy.load(\"en_core_web_sm\")\n",
+    "nlp = spacy.load('en_core_web_sm', disable=['parser', 'ner'])\n",
     "\n",
     "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
     "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
@@ -144,610 +143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "id": "73680763",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Mallet LDA: 20 topics, 5 topic bits, 11111 topic mask\n",
-      "Data loaded.\n",
-      "max tokens: 2592\n",
-      "total tokens: 4283306\n",
-      "<10> LL/token: -10.3998\n",
-      "<20> LL/token: -9.25882\n",
-      "<30> LL/token: -8.68029\n",
-      "<40> LL/token: -8.48979\n",
-      "\n",
-      "0\t2.5\tcountry economic business system increase economy percent sector service investment growth provide financial access population improve rate impact level opportunity \n",
-      "1\t2.5\tpolice officer rsipf incident force report investigation vehicle arrest medium suspect man operation station commissioner public information law involve continue \n",
-      "2\t2.5\tservice health medical provide work support disaster hospital people supply care equipment receive facility staff clinic patient centre include province \n",
-      "3\t2.5\tcourt case charge accuse year allege victim man high prosecution matter public face yesterday allegedly order hear trial time evidence \n",
-      "4\t2.5\tgovernment policy national budget development plan ministry year address ensure fund process province report review priority corruption issue consultation implementation \n",
-      "5\t2.5\tcompany land issue report claim log people operation landowner guadalcanal concern call deal mining add site sign question letter accord \n",
-      "6\t2.5\tstudent school year education study teacher week form staff add parent learn start scholarship complete high receive award class graduate \n",
-      "7\t2.5\tpeople water area road market village house honiara sell live problem affect resident call clean city main central damage place \n",
-      "8\t2.5\tproject support development community work program rural infrastructure fund improve provide programme build funding building partnership construction area partner access \n",
-      "9\t2.5\tcovid country case health people border continue response test vaccine risk province community public measure week ensure positive record number \n",
-      "10\t2.5\twoman child family community work young violence life girl awareness change role day people leadership live issue speak man medium \n",
-      "11\t2.5\tgovernment provincial leader decision province statement executive premier medium issue opposition national state member people group meeting interest confidence current \n",
-      "12\t2.5\tpeople event youth day culture leader today year ceremony church traditional peace good country nation celebration group work live speak \n",
-      "13\t2.5\ttravel time leave island ship boat arrive passenger early yesterday home vessel return night lose find trip late sea day \n",
-      "14\t2.5\tpublic pay business payment law receive money operate regulation service cost contract worker approve application grant month explain dollar issue \n",
-      "15\t2.5\tcountry resource island management environment fishery include area impact develop world action sustainable international plan global benefit protect environmental base \n",
-      "16\t2.5\tmember election parliament constituency candidate general vote bill process act party registration yesterday chief political office register voter electoral appointment \n",
-      "17\t2.5\tlocal year food tourism country industry product increase market agriculture island good export high grow farmer produce price small month \n",
-      "18\t2.5\tteam training play good game train host goal competition player match week final hold sport time start event open skill \n",
-      "19\t2.5\tcountry visit island security government meeting support regional official meet leader cooperation assistance region ramsi mission sign include delegation agreement \n",
-      "\n",
-      "<50> LL/token: -8.40295\n",
-      "<60> LL/token: -8.35803\n",
-      "<70> LL/token: -8.32639\n",
-      "<80> LL/token: -8.30815\n",
-      "<90> LL/token: -8.29437\n",
-      "\n",
-      "0\t2.5\tbusiness economic country increase service percent economy sector investment year growth financial provide access opportunity high improve system rate expect \n",
-      "1\t2.5\tpolice officer rsipf force report incident vehicle investigation operation arrest suspect medium station public man commissioner law information continue involve \n",
-      "2\t2.5\tservice health medical provide support work hospital disaster people care receive supply equipment include clinic centre patient staff nurse response \n",
-      "3\t2.5\tcourt case charge accuse year allege man victim prosecution high matter public allegedly face yesterday hear trial time order evidence \n",
-      "4\t2.5\tgovernment policy national development plan budget ensure ministry address process system important consultation priority strategy review stakeholder implementation reform corruption \n",
-      "5\t2.5\tissue company land report claim log deal concern question landowner operation raise mining medium call law add comment matter letter \n",
-      "6\t2.5\tstudent school year education study teacher week staff form training parent learn add high work start complete scholarship award program \n",
-      "7\t2.5\tpeople water area road village live house honiara affect problem community call clean resident city damage main place market add \n",
-      "8\t2.5\tproject support development work fund program community infrastructure rural government provide improve build funding building complete programme construction area facility \n",
-      "9\t2.5\tcovid country case health people border continue test vaccine risk public measure record number response positive ensure community week person \n",
-      "10\t2.5\twoman community child work family young youth medium participant role violence awareness program people girl group change encourage issue training \n",
-      "11\t2.5\tgovernment provincial province people leader decision executive statement national premier opposition western state call issue add confidence guadalcanal motion minister \n",
-      "12\t2.5\tpeople event country year day church today culture peace nation ceremony traditional time speak celebration life great live good celebrate \n",
-      "13\t2.5\ttravel leave time island ship boat home arrive return late passenger vessel early yesterday night day lose find morning trip \n",
-      "14\t2.5\tpublic pay money receive payment worker office business month contract statement cost service application approve give regulation grant dollar source \n",
-      "15\t2.5\tisland country resource management environment develop world region impact fishery global area include sustainable action level conference international protect small \n",
-      "16\t2.5\tmember parliament election constituency bill general candidate vote act process yesterday party chief registration political day register voter electoral appointment \n",
-      "17\t2.5\tlocal food market tourism year industry product country good agriculture export produce farmer price grow sell increase add small month \n",
-      "18\t2.5\tteam training play good game time week competition start goal player match final host sport lead train today hold stage \n",
-      "19\t2.5\tcountry visit meeting island security support leader meet official regional cooperation ramsi mission agreement assistance sign include delegation region discuss \n",
-      "\n",
-      "<100> LL/token: -8.28475\n",
-      "<110> LL/token: -8.27773\n",
-      "<120> LL/token: -8.27024\n",
-      "<130> LL/token: -8.2649\n",
-      "<140> LL/token: -8.26167\n",
-      "\n",
-      "0\t2.5\tbusiness economic increase country year service percent economy investment growth sector financial access high provide cost opportunity expect rate revenue \n",
-      "1\t2.5\tpolice officer rsipf force report incident investigation vehicle operation arrest suspect medium public station law commissioner man continue information involve \n",
-      "2\t2.5\tservice health medical provide support hospital work disaster care people equipment supply include receive centre clinic team patient nurse staff \n",
-      "3\t2.5\tcourt case charge accuse year allege man victim high matter prosecution allegedly public face yesterday hear trial order time lawyer \n",
-      "4\t2.5\tgovernment policy national development plan budget ensure system ministry address process strategy priority consultation stakeholder review important implementation reform corruption \n",
-      "5\t2.5\tissue company land report claim log concern deal question medium landowner raise law operation mining call legal comment letter matter \n",
-      "6\t2.5\tstudent school year education study teacher week staff form parent work child learn add start high complete scholarship award training \n",
-      "7\t2.5\tpeople water area road community village live problem house affect honiara clean call resident damage add city place main site \n",
-      "8\t2.5\tproject support development work fund government program infrastructure rural improve community provide build building funding complete area australian facility construction \n",
-      "9\t2.5\tcovid country case people health border test vaccine continue public risk number measure record person positive week response community report \n",
-      "10\t2.5\twoman community training child work young youth program family medium participant awareness role violence support people group train girl activity \n",
-      "11\t2.5\tgovernment provincial province people leader decision national executive statement premier western opposition issue add call guadalcanal state confidence motion power \n",
-      "12\t2.5\tpeople event year day country church today culture ceremony nation traditional time life peace speak live celebration great celebrate good \n",
-      "13\t2.5\ttravel leave time home return arrive ship boat late passenger island day find night early yesterday vessel family morning flight \n",
-      "14\t2.5\tpublic pay receive money payment office worker month contract statement business application approve fund service give grant cost dollar confirm \n",
-      "15\t2.5\tcountry island resource develop region world environment management global impact fishery sustainable action include level area conference international protect effort \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate act vote process yesterday party registration chief political pass register voter day electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product year agriculture sell export produce farmer country price grow add small work production \n",
-      "18\t2.5\tteam play good game time competition goal player final match week start lead today sport stage place host yesterday year \n",
-      "19\t2.5\tcountry visit meeting island official leader meet security support cooperation regional sign ramsi mission agreement include assistance delegation discuss relationship \n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<150> LL/token: -8.25721\n",
-      "<160> LL/token: -8.25357\n",
-      "<170> LL/token: -8.25159\n",
-      "<180> LL/token: -8.25008\n",
-      "<190> LL/token: -8.24925\n",
-      "\n",
-      "0\t2.5\tbusiness economic increase year country service percent economy investment growth financial sector high cost access rate expect provide revenue opportunity \n",
-      "1\t2.5\tpolice officer rsipf force report incident investigation vehicle operation arrest medium suspect public station law commissioner continue information involve death \n",
-      "2\t2.5\tservice health medical provide support hospital disaster care work people equipment supply receive team include clinic patient centre nurse staff \n",
-      "3\t2.5\tcourt case charge accuse year man allege victim prosecution high matter allegedly face public yesterday hear trial order time lawyer \n",
-      "4\t2.5\tgovernment policy development national plan ensure budget system address ministry strategy process priority consultation review stakeholder important implementation reform corruption \n",
-      "5\t2.5\tissue company land report claim log question concern medium deal law landowner raise mining operation call matter legal comment action \n",
-      "6\t2.5\tstudent school year education study week teacher staff form child parent learn high work start add scholarship complete award continue \n",
-      "7\t2.5\tpeople water area road community village live problem affect house honiara call clean damage resident city add site main source \n",
-      "8\t2.5\tproject support development work fund government infrastructure rural program improve build community provide building funding complete australian facility area construction \n",
-      "9\t2.5\tcovid country case people health border test vaccine continue public risk record measure report number person response positive week community \n",
-      "10\t2.5\twoman community training work child young youth program family medium participant people support awareness violence role group girl train important \n",
-      "11\t2.5\tgovernment provincial province people leader national decision executive premier statement western opposition issue guadalcanal add call confidence state motion minister \n",
-      "12\t2.5\tpeople event year country day church today culture ceremony traditional time nation life speak great celebration live peace celebrate serve \n",
-      "13\t2.5\ttravel leave return arrive time home ship boat late passenger day island yesterday find night vessel flight family early morning \n",
-      "14\t2.5\tpublic pay money receive office payment worker fund month statement contract application give approve business work grant process cost apply \n",
-      "15\t2.5\tcountry island resource region develop world environment management global impact fishery sustainable action level conference include area protect challenge effort \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate act vote process yesterday chief registration party day pass political register voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture year sell export produce country farmer price grow add small production work \n",
-      "18\t2.5\tteam good play game time competition final player match goal start lead sport today half week place stage host year \n",
-      "19\t2.5\tcountry visit meeting island leader official meet security support cooperation regional agreement sign ramsi mission include assistance delegation discuss issue \n",
-      "\n",
-      "<200> LL/token: -8.24754\n",
-      "<210> LL/token: -8.24517\n",
-      "<220> LL/token: -8.24417\n",
-      "<230> LL/token: -8.24283\n",
-      "<240> LL/token: -8.24244\n",
-      "\n",
-      "0\t2.5\tbusiness year economic country increase service percent economy investment growth financial sector cost high access expect rate provide opportunity revenue \n",
-      "1\t2.5\tpolice officer rsipf force report investigation vehicle incident operation medium suspect arrest public station commissioner law continue involve information community \n",
-      "2\t2.5\tservice health medical provide support hospital work people care disaster equipment supply receive include clinic patient team child nurse centre \n",
-      "3\t2.5\tcourt case charge accuse year man allege victim prosecution high matter allegedly public yesterday face hear trial order time lawyer \n",
-      "4\t2.5\tgovernment policy development national plan budget ensure system ministry address strategy process priority important consultation stakeholder implementation review include implement \n",
-      "5\t2.5\tissue land company report claim log medium question concern deal law landowner raise mining operation call legal matter comment add \n",
-      "6\t2.5\tstudent school year education study teacher week staff form high child parent work learn start add scholarship complete class award \n",
-      "7\t2.5\tpeople water area road community village live problem affect house honiara clean damage resident city call add site main home \n",
-      "8\t2.5\tproject support development work fund government infrastructure rural program provide improve build community building funding australian complete area facility access \n",
-      "9\t2.5\tcovid country case people health border test vaccine public continue risk record measure week person number positive report community response \n",
-      "10\t2.5\twoman community training work young child youth program family participant support medium awareness people group violence train role important activity \n",
-      "11\t2.5\tgovernment provincial province people leader national executive decision premier statement western opposition guadalcanal issue add call confidence state motion current \n",
-      "12\t2.5\tpeople event year country day church today culture ceremony time traditional nation life celebration peace live great speak celebrate good \n",
-      "13\t2.5\ttravel leave time return arrive home ship late boat day passenger yesterday family find night vessel flight island morning early \n",
-      "14\t2.5\tpublic pay receive money office payment worker month fund statement contract application approve give grant process source confirm business account \n",
-      "15\t2.5\tcountry island resource region develop world environment global impact management fishery sustainable action level conference challenge include effort protect area \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate vote act process yesterday party chief registration political day register pass voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry product good agriculture sell export produce year farmer country price add grow production international small \n",
-      "18\t2.5\tteam play good game time competition player match final start goal week place lead sport today stage host half year \n",
-      "19\t2.5\tcountry visit meeting island leader meet official security support cooperation regional agreement ramsi mission sign issue include delegation discuss assistance \n",
-      "\n",
-      "<250> LL/token: -8.24137\n",
-      "<260> LL/token: -8.24065\n",
-      "<270> LL/token: -8.23929\n",
-      "<280> LL/token: -8.24099\n",
-      "<290> LL/token: -8.23954\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country service percent economy investment growth financial sector high access cost rate expect revenue opportunity provide \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation incident operation medium suspect arrest public station law continue commissioner information involve community \n",
-      "2\t2.5\tservice health medical provide support hospital work care disaster people equipment supply team include receive clinic patient child staff nurse \n",
-      "3\t2.5\tcourt case charge accuse year man allege victim prosecution high matter allegedly face public yesterday hear trial lawyer count order \n",
-      "4\t2.5\tgovernment policy development national plan ensure budget system address strategy ministry priority stakeholder process consultation important review implementation implement reform \n",
-      "5\t2.5\tissue land company report claim log medium concern deal question law landowner raise mining call legal operation matter action comment \n",
-      "6\t2.5\tstudent school year education study week teacher staff child form parent work learn high add start scholarship complete award class \n",
-      "7\t2.5\tpeople water area road community live village affect problem house clean damage call honiara resident city site add main home \n",
-      "8\t2.5\tproject support development work fund government infrastructure rural program build provide improve community building funding australian complete facility area construction \n",
-      "9\t2.5\tcovid country case people border health public test vaccine continue risk measure report record person number positive week response virus \n",
-      "10\t2.5\twoman community training work young youth child program family support people medium participant awareness role violence group train important opportunity \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier decision western statement opposition guadalcanal issue add confidence call motion group state \n",
-      "12\t2.5\tpeople event year country day church today culture ceremony traditional time nation life celebration speak great peace live celebrate serve \n",
-      "13\t2.5\ttravel leave return time arrive ship late boat passenger day yesterday family home night flight vessel find island week morning \n",
-      "14\t2.5\tpublic pay receive money office payment worker fund month statement contract application give approve source cost official grant process confirm \n",
-      "15\t2.5\tcountry island region resource develop world global environment impact management sustainable fishery level action include conference challenge area effort international \n",
-      "16\t2.5\tmember parliament election bill general constituency candidate vote act process party yesterday chief day registration register political pass voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce year farmer price add country grow production small business \n",
-      "18\t2.5\tteam play good game time competition final player match start goal sport lead today place stage week half host yesterday \n",
-      "19\t2.5\tcountry visit meeting leader meet island official security support cooperation regional agreement ramsi mission sign include issue assistance delegation discuss \n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<300> LL/token: -8.239\n",
-      "<310> LL/token: -8.23845\n",
-      "<320> LL/token: -8.23922\n",
-      "<330> LL/token: -8.23946\n",
-      "<340> LL/token: -8.23862\n",
-      "\n",
-      "0\t2.5\tbusiness year economic increase country service percent economy investment growth financial sector high cost access expect rate opportunity revenue provide \n",
-      "1\t2.5\tpolice officer rsipf force report incident vehicle investigation operation medium arrest suspect public station law commissioner continue involve information act \n",
-      "2\t2.5\tservice health medical provide support hospital work care people disaster equipment supply team include receive child clinic patient nurse staff \n",
-      "3\t2.5\tcourt case charge accuse year man allege victim prosecution matter high allegedly face public yesterday hear trial time order lawyer \n",
-      "4\t2.5\tgovernment policy development plan national ensure budget system address ministry strategy stakeholder priority consultation process important review implement implementation reform \n",
-      "5\t2.5\tissue land company report claim log medium question concern deal law landowner raise mining call action operation legal decision matter \n",
-      "6\t2.5\tstudent school year education study week teacher staff form child add parent work high learn start scholarship complete award class \n",
-      "7\t2.5\tpeople water area community road live village affect problem house clean damage site call resident honiara city home main add \n",
-      "8\t2.5\tproject support development work fund government infrastructure rural program build provide improve community building funding complete australian facility area access \n",
-      "9\t2.5\tcovid country case people border health public test vaccine continue risk measure report person record positive week number response community \n",
-      "10\t2.5\twoman community training work young youth program child people family support participant awareness medium group violence role train activity opportunity \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier decision western opposition statement guadalcanal issue add confidence call current motion minister \n",
-      "12\t2.5\tpeople event year country day church today culture ceremony time traditional nation life celebration peace speak great live celebrate good \n",
-      "13\t2.5\ttravel leave return arrive late ship time boat yesterday day passenger family home night find week flight vessel morning early \n",
-      "14\t2.5\tpublic pay receive money office payment worker fund month contract statement give application process approve source grant reveal work ministry \n",
-      "15\t2.5\tcountry island region resource develop world environment global impact management sustainable fishery action level conference challenge include effort area international \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate vote act process yesterday party registration chief political pass register day voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer country year price add grow production small plant \n",
-      "18\t2.5\tteam play good game time competition player match final goal start sport today lead place week stage host half yesterday \n",
-      "19\t2.5\tcountry visit meeting leader island official meet security support cooperation agreement regional mission ramsi sign include issue assistance delegation discuss \n",
-      "\n",
-      "<350> LL/token: -8.23806\n",
-      "<360> LL/token: -8.23892\n",
-      "<370> LL/token: -8.23819\n",
-      "<380> LL/token: -8.23912\n",
-      "<390> LL/token: -8.23898\n",
-      "\n",
-      "0\t2.5\tbusiness economic year increase country service percent economy investment growth financial sector high access cost rate provide opportunity expect revenue \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle incident investigation operation medium suspect arrest public station law commissioner continue involve information community \n",
-      "2\t2.5\tservice health medical provide support hospital work care disaster equipment include receive supply child team people clinic patient centre nurse \n",
-      "3\t2.5\tcourt case charge accuse year man allege victim prosecution high matter allegedly face public yesterday hear trial lawyer count order \n",
-      "4\t2.5\tgovernment policy development plan national ensure budget system address strategy ministry stakeholder priority important process consultation review implementation implement sector \n",
-      "5\t2.5\tissue land company report claim medium log question concern deal law landowner raise action mining matter call legal decision operation \n",
-      "6\t2.5\tstudent school year education week study teacher staff child form work parent high learn add start scholarship award complete class \n",
-      "7\t2.5\tpeople water area road community live village affect problem house damage clean resident call honiara city site home add main \n",
-      "8\t2.5\tproject support development work fund infrastructure rural government program build provide improve community building funding complete australian facility construction area \n",
-      "9\t2.5\tcovid country case people border health public test continue vaccine risk measure record person positive report number response week virus \n",
-      "10\t2.5\twoman community training work youth young program child people family support participant awareness violence medium group role train activity opportunity \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier western opposition decision guadalcanal add statement issue call confidence minister current motion \n",
-      "12\t2.5\tpeople event year country day church culture today ceremony nation time life traditional celebration speak peace great live celebrate good \n",
-      "13\t2.5\ttravel leave return arrive time ship late boat day passenger yesterday night family flight vessel home morning week find island \n",
-      "14\t2.5\tpublic pay receive money office payment worker month fund contract application process statement approve give source ministry work grant issue \n",
-      "15\t2.5\tcountry island region resource develop world global environment management impact sustainable fishery action level include conference effort challenge regional area \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate act vote process chief party registration political yesterday day register pass voter today \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer add year country price small production grow plant \n",
-      "18\t2.5\tteam play good game time competition start player match final goal sport place today stage yesterday lead half week host \n",
-      "19\t2.5\tcountry visit meeting official leader island meet security support cooperation agreement sign issue mission regional ramsi include delegation assistance discuss \n",
-      "\n",
-      "<400> LL/token: -8.23983\n",
-      "<410> LL/token: -8.23826\n",
-      "<420> LL/token: -8.23818\n",
-      "<430> LL/token: -8.23754\n",
-      "<440> LL/token: -8.2372\n",
-      "\n",
-      "0\t2.5\tbusiness economic increase year country service percent economy investment growth financial sector high access cost rate provide expect revenue opportunity \n",
-      "1\t2.5\tpolice officer rsipf force report investigation vehicle incident operation medium public suspect arrest law station commissioner continue involve information community \n",
-      "2\t2.5\tservice health medical provide support hospital work care equipment supply team disaster include people receive child clinic patient centre nurse \n",
-      "3\t2.5\tcourt case charge accuse year man allege victim prosecution matter high allegedly face public yesterday hear trial time lawyer order \n",
-      "4\t2.5\tgovernment policy development plan national ensure budget system address ministry strategy priority stakeholder process important consultation implementation implement review reform \n",
-      "5\t2.5\tissue land company report claim medium log concern question deal law raise landowner call action mining matter decision statement legal \n",
-      "6\t2.5\tstudent school year education study week teacher staff child form high parent add learn work start scholarship complete award class \n",
-      "7\t2.5\tpeople water area community road village live affect problem damage house clean resident city home call site honiara report add \n",
-      "8\t2.5\tproject support development work fund infrastructure rural government program provide build improve community building funding australian complete facility area assistance \n",
-      "9\t2.5\tcovid country case people border health test vaccine public risk continue record measure person report positive week response number ensure \n",
-      "10\t2.5\twoman community training work young program youth child people family participant support awareness violence group role opportunity activity train medium \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier western decision opposition statement guadalcanal add issue confidence minister call motion current \n",
-      "12\t2.5\tpeople event year day country church today culture ceremony traditional nation time life celebration peace speak live great celebrate serve \n",
-      "13\t2.5\ttravel leave return time arrive ship boat day late yesterday passenger night find flight week family vessel home morning early \n",
-      "14\t2.5\tpublic pay receive money office payment worker month fund contract give application process approve grant statement service work source explain \n",
-      "15\t2.5\tcountry island region resource develop world environment global impact sustainable management fishery action level conference include challenge effort international area \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate vote act process party registration political chief day yesterday pass register voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer year add grow price production small work plant \n",
-      "18\t2.5\tteam play good game time competition player match final start goal place sport lead today half stage yesterday host week \n",
-      "19\t2.5\tcountry visit meeting island leader official meet security cooperation support agreement sign regional include mission issue ramsi delegation discuss assistance \n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<450> LL/token: -8.23836\n",
-      "<460> LL/token: -8.23823\n",
-      "<470> LL/token: -8.23719\n",
-      "<480> LL/token: -8.23735\n",
-      "<490> LL/token: -8.23762\n",
-      "\n",
-      "0\t2.5\tbusiness year economic increase country service percent economy investment growth financial sector high cost access rate expect opportunity revenue provide \n",
-      "1\t2.5\tpolice officer rsipf force report investigation vehicle incident operation medium public suspect arrest station law commissioner continue information involve community \n",
-      "2\t2.5\tservice health medical provide support hospital care work include supply receive equipment people child team clinic patient staff nurse centre \n",
-      "3\t2.5\tcourt case charge accuse year man allege victim prosecution matter high allegedly public face yesterday hear trial order count lawyer \n",
-      "4\t2.5\tgovernment policy development plan national ensure budget system address strategy ministry stakeholder priority consultation important process implementation implement review key \n",
-      "5\t2.5\tissue land company report claim medium log concern question deal law landowner raise decision call mining matter statement legal action \n",
-      "6\t2.5\tstudent school year education study teacher week staff child form high parent learn work add start complete scholarship award class \n",
-      "7\t2.5\tpeople water area community road village live affect problem damage clean resident site house honiara add home city report issue \n",
-      "8\t2.5\tproject support development work fund infrastructure rural government provide build program community improve building funding complete australian facility area construction \n",
-      "9\t2.5\tcovid country case people border health public test vaccine continue risk measure record person number positive response report week community \n",
-      "10\t2.5\twoman community training work program young youth child family people support participant awareness opportunity violence role train activity group medium \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier western opposition decision statement guadalcanal add issue confidence call minister group current \n",
-      "12\t2.5\tpeople event year country day church culture today time nation ceremony traditional life celebration speak live great peace good celebrate \n",
-      "13\t2.5\ttravel leave return arrive ship time late boat yesterday week day family passenger night flight morning vessel home find early \n",
-      "14\t2.5\tpublic pay receive money office payment worker fund month application contract process source approve give grant statement work reveal explain \n",
-      "15\t2.5\tcountry island region resource world develop global environment impact management sustainable fishery action level conference include challenge effort international regional \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate vote act process party registration political day register chief yesterday pass voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry product good agriculture sell export produce farmer add business year small grow price production find \n",
-      "18\t2.5\tteam play good game time competition player final match start goal sport place week lead today half stage year yesterday \n",
-      "19\t2.5\tcountry visit meeting leader official island meet security support cooperation agreement mission sign regional include issue ramsi delegation assistance discuss \n",
-      "\n",
-      "<500> LL/token: -8.23746\n",
-      "<510> LL/token: -8.23754\n",
-      "<520> LL/token: -8.23799\n",
-      "<530> LL/token: -8.23943\n",
-      "<540> LL/token: -8.23902\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country percent economy service investment growth financial sector high cost access rate expect revenue opportunity provide \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation incident operation medium public suspect arrest station law commissioner continue information involve act \n",
-      "2\t2.5\tservice health medical provide support hospital work care people include receive equipment supply child team clinic patient staff nurse centre \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution high matter allegedly face public hear yesterday trial order lawyer count \n",
-      "4\t2.5\tgovernment development policy national plan ensure budget system address strategy ministry priority stakeholder important process consultation implementation key sector implement \n",
-      "5\t2.5\tissue land company report claim medium log concern question deal law landowner decision raise action mining call matter statement legal \n",
-      "6\t2.5\tstudent school year education study teacher week child staff form parent add high learn start work scholarship complete award class \n",
-      "7\t2.5\tpeople water area community road village live affect problem damage clean home house resident report site honiara city call disaster \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build government provide improve community program building funding complete australian area facility construction \n",
-      "9\t2.5\tcovid country case people border public health test continue vaccine risk measure person positive record report response week number virus \n",
-      "10\t2.5\twoman community training work program young youth child support family people participant awareness train violence opportunity group role activity medium \n",
-      "11\t2.5\tgovernment provincial province people leader national executive western premier opposition decision guadalcanal statement add issue minister confidence current call motion \n",
-      "12\t2.5\tpeople event year day church country today culture ceremony nation traditional time life celebration speak live great peace celebrate family \n",
-      "13\t2.5\ttravel leave return time arrive yesterday ship boat late day week passenger night flight family morning vessel find island early \n",
-      "14\t2.5\tpublic pay receive money office payment worker fund process give source month application contract statement approve work grant ministry service \n",
-      "15\t2.5\tcountry island region resource develop world environment global impact sustainable fishery management level action include challenge conference effort international regional \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate vote act process chief party day political registration register yesterday pass voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer add year small price production grow plant activity \n",
-      "18\t2.5\tteam play good game time competition player match final goal start sport place today week lead half stage host yesterday \n",
-      "19\t2.5\tcountry visit meeting leader official island meet security support cooperation agreement sign issue mission regional include ramsi delegation discuss assistance \n",
-      "\n",
-      "<550> LL/token: -8.2382\n",
-      "<560> LL/token: -8.23793\n",
-      "<570> LL/token: -8.23816\n",
-      "<580> LL/token: -8.23834\n",
-      "<590> LL/token: -8.23881\n",
-      "\n",
-      "0\t2.5\tbusiness increase economic year country percent economy service investment growth financial sector high cost rate expect access revenue provide report \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle operation investigation incident medium public suspect arrest station law commissioner continue involve information member \n",
-      "2\t2.5\tservice health medical provide support hospital work care people child receive include equipment supply team clinic patient centre staff nurse \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution high matter allegedly face public yesterday hear trial lawyer time count \n",
-      "4\t2.5\tgovernment development policy national plan ensure budget system address strategy ministry priority stakeholder sector key important consultation process implementation implement \n",
-      "5\t2.5\tissue land company report medium claim log concern question deal law raise landowner decision matter action call mining statement legal \n",
-      "6\t2.5\tstudent school year education study teacher week staff child form add parent start work high learn scholarship award complete class \n",
-      "7\t2.5\tpeople water area community road village live affect disaster problem damage clean report resident home house site city call honiara \n",
-      "8\t2.5\tproject support development work fund infrastructure rural government build provide community improve building program funding complete facility australian area construction \n",
-      "9\t2.5\tcovid country case people border public health test vaccine continue response risk measure record person positive number report week emergency \n",
-      "10\t2.5\twoman community training work program youth young child people family support participant awareness opportunity violence train group role activity programme \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier western opposition guadalcanal decision statement issue add confidence minister current group call \n",
-      "12\t2.5\tpeople event year country day church culture today time traditional ceremony life nation celebration live peace speak great serve celebrate \n",
-      "13\t2.5\ttravel leave return arrive time day yesterday ship week boat late passenger night flight morning vessel confirm early island find \n",
-      "14\t2.5\tpublic pay receive money office payment worker fund month process application contract give statement source ministry approve grant reveal explain \n",
-      "15\t2.5\tcountry island region resource world develop environment global management sustainable impact fishery action include level conference international effort challenge regional \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate vote act process party political chief registration register yesterday day pass hold voter \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer add grow production price small year plant business \n",
-      "18\t2.5\tteam play good game time competition player match final goal start today place sport stage lead week host half yesterday \n",
-      "19\t2.5\tcountry visit meeting leader official island security meet support cooperation agreement sign mission regional issue assistance include ramsi delegation discuss \n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<600> LL/token: -8.23797\n",
-      "<610> LL/token: -8.23895\n",
-      "<620> LL/token: -8.23949\n",
-      "<630> LL/token: -8.23861\n",
-      "<640> LL/token: -8.23917\n",
-      "\n",
-      "0\t2.5\tbusiness economic year increase country percent economy service investment growth financial sector high cost rate access revenue opportunity expect provide \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation operation incident medium public suspect arrest station commissioner law continue information involve act \n",
-      "2\t2.5\tservice health medical provide support hospital people work care child receive include equipment supply clinic patient staff team nurse centre \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly face public yesterday hear trial time order lawyer \n",
-      "4\t2.5\tgovernment development policy plan national ensure budget system address strategy priority stakeholder ministry important sector key consultation implement implementation process \n",
-      "5\t2.5\tissue land company report medium claim log concern question deal law landowner raise decision call matter action mining statement legal \n",
-      "6\t2.5\tstudent school year education study teacher week child staff form add parent start high learn work scholarship award continue complete \n",
-      "7\t2.5\tpeople water area community village live road disaster affect problem damage clean report resident home site city house supply situation \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build government provide building improve community program funding complete area facility australian construction \n",
-      "9\t2.5\tcovid country case people border public health test vaccine continue response risk measure report record positive person number week emergency \n",
-      "10\t2.5\twoman community training work program youth young child people support family participant opportunity awareness train violence role activity group encourage \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier western opposition guadalcanal decision statement add confidence minister issue call current motion \n",
-      "12\t2.5\tpeople event year country church day culture today time ceremony traditional nation life celebration speak live good peace family great \n",
-      "13\t2.5\ttravel return leave yesterday arrive day ship time boat late week passenger night flight morning vessel confirm home family follow \n",
-      "14\t2.5\tpublic pay receive money office payment worker process month fund application give contract statement source approve reveal work ministry issue \n",
-      "15\t2.5\tcountry island region resource world develop environment global impact sustainable fishery management action level include conference effort challenge international regional \n",
-      "16\t2.5\tmember parliament election bill constituency general candidate vote act process party political registration chief day register hold pass yesterday voter \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer add year grow small production price business plant \n",
-      "18\t2.5\tteam play good game time competition start player match final goal sport week today place lead half host stage year \n",
-      "19\t2.5\tcountry visit meeting leader official island meet security support cooperation agreement sign mission regional issue assistance include ramsi delegation discuss \n",
-      "\n",
-      "<650> LL/token: -8.23893\n",
-      "<660> LL/token: -8.23759\n",
-      "<670> LL/token: -8.23845\n",
-      "<680> LL/token: -8.23872\n",
-      "<690> LL/token: -8.23837\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country percent economy service investment growth financial sector high cost rate revenue access expect opportunity total \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation operation incident medium suspect arrest public station law commissioner continue involve information community \n",
-      "2\t2.5\tservice health medical provide support hospital people work care include child receive equipment supply clinic patient staff nurse team centre \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly public face hear yesterday trial order lawyer time \n",
-      "4\t2.5\tgovernment development policy national plan ensure system budget address strategy stakeholder ministry priority sector important consultation implement process implementation key \n",
-      "5\t2.5\tissue land company medium report claim log question concern deal call law decision landowner raise statement action matter mining comment \n",
-      "6\t2.5\tstudent school year education study teacher week child staff form start parent add high learn work scholarship complete award class \n",
-      "7\t2.5\tpeople water area community village live disaster affect road problem report damage clean resident home house site honiara city supply \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build government building provide improve program funding complete community facility area assistance construction \n",
-      "9\t2.5\tcovid country case people border public health test vaccine response continue risk measure record positive person number report community emergency \n",
-      "10\t2.5\twoman community training program work youth young child support people participant family opportunity group awareness violence train activity role programme \n",
-      "11\t2.5\tgovernment provincial province people leader national executive premier western opposition guadalcanal decision add issue statement confidence minister current group motion \n",
-      "12\t2.5\tpeople event year country day church culture today time nation ceremony traditional life family celebration speak live serve great celebrate \n",
-      "13\t2.5\ttravel return leave yesterday week arrive day time ship boat late passenger flight night morning early vessel confirm follow transport \n",
-      "14\t2.5\tpublic pay receive money office payment worker process month fund give application contract approve issue ministry reveal source official grant \n",
-      "15\t2.5\tcountry island region resource develop world environment global impact management fishery sustainable action conference include level effort challenge regional international \n",
-      "16\t2.5\tmember parliament election bill constituency act candidate general vote process chief party political registration day register yesterday pass voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer add grow small production business year price plant \n",
-      "18\t2.5\tteam good play game time competition player match final goal start sport place today lead stage half week host yesterday \n",
-      "19\t2.5\tcountry visit meeting leader island official meet security support cooperation agreement sign issue mission regional include assistance ramsi delegation discuss \n",
-      "\n",
-      "<700> LL/token: -8.23885\n",
-      "<710> LL/token: -8.2398\n",
-      "<720> LL/token: -8.23998\n",
-      "<730> LL/token: -8.24014\n",
-      "<740> LL/token: -8.24038\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country percent economy service investment growth financial sector high cost rate expect revenue total access opportunity \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation incident operation medium suspect public arrest station law commissioner continue information involve act \n",
-      "2\t2.5\tservice health medical provide support hospital work people care child receive equipment include supply clinic patient staff nurse team centre \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly face public hear trial yesterday count lawyer time \n",
-      "4\t2.5\tgovernment development policy national plan ensure system budget address priority strategy sector stakeholder important ministry implement consultation key implementation process \n",
-      "5\t2.5\tissue land company medium claim concern log question report deal law landowner call raise action decision mining matter statement legal \n",
-      "6\t2.5\tstudent school year education study teacher week child staff form add parent high start learn work scholarship award complete class \n",
-      "7\t2.5\tpeople water area community village live disaster affect road home problem damage clean report resident house city supply situation call \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build government provide building improve community program funding complete facility area construction assistance \n",
-      "9\t2.5\tcovid country case people public border health test vaccine continue response risk measure record positive person number emergency week situation \n",
-      "10\t2.5\twoman community training program work youth young child support people family participant opportunity train awareness violence activity group programme skill \n",
-      "11\t2.5\tgovernment provincial province people national leader executive premier western opposition guadalcanal decision add issue statement confidence minister group current motion \n",
-      "12\t2.5\tpeople event year country day church culture today life ceremony time traditional nation family celebration speak great live celebrate peace \n",
-      "13\t2.5\ttravel return leave yesterday week arrive time day ship boat passenger late flight night morning confirm vessel early follow transport \n",
-      "14\t2.5\tpublic pay receive money office payment worker report process fund month give statement application ministry reveal contract approve grant source \n",
-      "15\t2.5\tcountry island region resource develop world environment global impact fishery sustainable management action conference include effort level challenge international regional \n",
-      "16\t2.5\tmember parliament election bill act constituency general candidate vote process political party registration chief pass register day voter yesterday electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture export sell produce farmer add year small business grow production price plant \n",
-      "18\t2.5\tteam play good game time competition player match final start goal sport place lead today stage half host year yesterday \n",
-      "19\t2.5\tcountry visit meeting leader official island meet security sign agreement cooperation support mission regional issue assistance include ramsi delegation discuss \n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<750> LL/token: -8.23958\n",
-      "<760> LL/token: -8.24139\n",
-      "<770> LL/token: -8.241\n",
-      "<780> LL/token: -8.24088\n",
-      "<790> LL/token: -8.24017\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country percent economy service investment growth financial sector cost high rate expect total revenue government access \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation operation incident medium suspect public arrest station law commissioner continue involve information community \n",
-      "2\t2.5\tservice health medical provide support hospital work care people child include receive equipment supply clinic patient staff nurse team centre \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly face public hear yesterday trial order lawyer count \n",
-      "4\t2.5\tgovernment development policy national plan ensure system address strategy budget stakeholder sector priority ministry important key consultation implementation process implement \n",
-      "5\t2.5\tissue land company medium claim log concern question deal report landowner law call raise decision action statement mining matter state \n",
-      "6\t2.5\tstudent school year education study teacher week staff form child high parent add learn start work award scholarship complete continue \n",
-      "7\t2.5\tpeople water area community village disaster live affect road problem home damage clean report resident house site call city situation \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build government building provide improve community program funding complete area facility construction assistance \n",
-      "9\t2.5\tcovid country case people border public health test vaccine continue response risk measure record positive person number emergency week situation \n",
-      "10\t2.5\twoman community training program work youth young child support people family participant opportunity train awareness violence programme group activity role \n",
-      "11\t2.5\tgovernment provincial province people national leader executive premier western opposition guadalcanal add decision issue statement confidence current group minister motion \n",
-      "12\t2.5\tpeople event year day church country culture today time nation life ceremony traditional family celebration live speak serve peace good \n",
-      "13\t2.5\ttravel return leave week arrive yesterday day time ship boat passenger late night flight vessel confirm morning follow early transport \n",
-      "14\t2.5\tpublic pay receive money office payment worker report give process month fund statement application issue reveal source accord contract grant \n",
-      "15\t2.5\tcountry island region resource develop world environment global impact fishery sustainable management include action conference challenge level effort regional international \n",
-      "16\t2.5\tmember parliament election bill constituency candidate general act vote process political party registration chief register day pass voter electoral appointment \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture sell export produce farmer add small business production grow find price year \n",
-      "18\t2.5\tteam play good game time competition final player match start goal sport place today stage host lead half week win \n",
-      "19\t2.5\tcountry visit meeting leader official island meet security support cooperation agreement sign mission regional include ramsi assistance issue delegation discuss \n",
-      "\n",
-      "<800> LL/token: -8.24003\n",
-      "<810> LL/token: -8.24034\n",
-      "<820> LL/token: -8.24013\n",
-      "<830> LL/token: -8.24118\n",
-      "<840> LL/token: -8.24017\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country percent economy service investment financial budget growth sector high cost government rate total expect revenue \n",
-      "1\t2.5\tpolice officer rsipf force report investigation vehicle incident operation medium suspect public arrest station commissioner continue law involve information community \n",
-      "2\t2.5\tservice health medical provide support hospital work care people include child receive equipment supply clinic patient nurse staff team centre \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly public face hear yesterday trial lawyer time order \n",
-      "4\t2.5\tgovernment development policy national plan ensure system address strategy priority sector stakeholder important key implement ministry consultation support process implementation \n",
-      "5\t2.5\tland issue company medium claim log concern question deal report law landowner decision raise call matter statement action mining legal \n",
-      "6\t2.5\tstudent school year education study teacher week staff child form parent high add start learn award work scholarship complete class \n",
-      "7\t2.5\tpeople water area community village disaster live affect road problem damage clean report home resident house call supply city site \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build building government provide improve community complete funding program area facility construction assistance \n",
-      "9\t2.5\tcovid country case people border public health test vaccine response continue measure risk person record positive number emergency week situation \n",
-      "10\t2.5\twoman community training program work youth young child support people opportunity participant family train awareness violence activity group skill programme \n",
-      "11\t2.5\tgovernment provincial province people national leader executive premier western opposition guadalcanal decision add statement issue confidence call minister current group \n",
-      "12\t2.5\tpeople event year country day church culture today time nation ceremony life traditional family celebration speak live great serve celebrate \n",
-      "13\t2.5\ttravel return leave week yesterday arrive day time ship boat passenger late flight night confirm vessel morning transport follow trip \n",
-      "14\t2.5\tpublic pay receive money office payment worker report process issue fund month give application statement ministry reveal contract grant approve \n",
-      "15\t2.5\tcountry island region resource world develop environment global impact fishery sustainable management action conference challenge include level regional effort international \n",
-      "16\t2.5\tmember parliament election bill general constituency candidate act vote process political party chief registration register day hold pass voter yesterday \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture export sell produce farmer add year business grow production price small plant \n",
-      "18\t2.5\tteam play good game time competition player match final goal start sport lead place today stage half host year week \n",
-      "19\t2.5\tcountry visit meeting leader official island meet security support cooperation sign agreement mission regional include assistance issue delegation ramsi discuss \n",
-      "\n",
-      "<850> LL/token: -8.24059\n",
-      "<860> LL/token: -8.24147\n",
-      "<870> LL/token: -8.23962\n",
-      "<880> LL/token: -8.23991\n",
-      "<890> LL/token: -8.2409\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country budget percent economy investment service growth financial government sector high cost rate expect revenue total \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation incident operation medium suspect arrest public station commissioner law continue information involve community \n",
-      "2\t2.5\tservice health medical provide support hospital work care child equipment include people supply receive clinic patient nurse staff team centre \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly public face hear yesterday trial lawyer order count \n",
-      "4\t2.5\tgovernment development policy national plan ensure system address strategy sector stakeholder key priority important support implement consultation implementation ministry process \n",
-      "5\t2.5\tissue land company medium claim log concern question deal report law decision landowner raise call matter action statement mining add \n",
-      "6\t2.5\tstudent school year education study teacher week staff child form add parent high start work learn award scholarship complete class \n",
-      "7\t2.5\tpeople water area community village disaster live affect road problem home report damage clean resident city situation house supply call \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build government building community provide improve program funding complete facility area assistance construction \n",
-      "9\t2.5\tcovid country case people border health public test vaccine response continue risk measure record positive person emergency number report week \n",
-      "10\t2.5\twoman community training program work youth young child support people family opportunity participant train awareness violence activity group programme skill \n",
-      "11\t2.5\tgovernment provincial province people national leader executive western premier guadalcanal opposition add decision issue statement confidence current minister call group \n",
-      "12\t2.5\tpeople event year day country church culture today time life ceremony nation traditional family celebration live great speak peace celebrate \n",
-      "13\t2.5\ttravel return leave yesterday week arrive time day ship boat passenger late flight confirm night vessel follow morning early operation \n",
-      "14\t2.5\tpublic pay receive office money payment report worker issue process application ministry fund give month contract source reveal statement approve \n",
-      "15\t2.5\tcountry island region world resource develop global environment impact management sustainable fishery level include action conference challenge small regional effort \n",
-      "16\t2.5\tmember parliament election bill constituency candidate general vote act process political party chief registration register day pass voter electoral appointment \n",
-      "17\t2.5\tlocal market food tourism industry good product agriculture export sell produce farmer add business year small grow price production activity \n",
-      "18\t2.5\tteam play good game time competition player match start final goal sport place lead today stage half host yesterday hold \n",
-      "19\t2.5\tcountry visit meeting leader official island meet security support cooperation agreement sign mission regional issue assistance include ramsi delegation discuss \n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<900> LL/token: -8.23998\n",
-      "<910> LL/token: -8.24133\n",
-      "<920> LL/token: -8.24159\n",
-      "<930> LL/token: -8.24036\n",
-      "<940> LL/token: -8.2421\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country budget percent economy investment service financial growth government cost sector high rate expect revenue total \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle operation investigation incident medium suspect public arrest station commissioner law continue involve information community \n",
-      "2\t2.5\tservice health medical provide support hospital work people care child equipment include supply receive clinic staff patient nurse centre team \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly face public yesterday hear trial count order time \n",
-      "4\t2.5\tgovernment development policy national plan ensure system address sector strategy key priority stakeholder support implement consultation important implementation ministry management \n",
-      "5\t2.5\tissue land company medium claim log concern report question deal law call decision landowner statement matter raise action mining interest \n",
-      "6\t2.5\tstudent school year education study teacher week staff child form add parent high work start learn award scholarship complete continue \n",
-      "7\t2.5\tpeople water area community village disaster live affect road problem home report damage clean resident call situation house site city \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build building provide government improve complete funding community program facility area construction assistance \n",
-      "9\t2.5\tcovid country case people border public health test continue vaccine response risk measure positive record person week number emergency situation \n",
-      "10\t2.5\twoman community training program work youth young child support opportunity people participant train awareness family group violence activity programme role \n",
-      "11\t2.5\tgovernment provincial province people national leader executive premier western guadalcanal opposition decision add confidence issue statement current minister group motion \n",
-      "12\t2.5\tpeople event year day church country culture today ceremony nation traditional time life family celebration speak great live celebrate serve \n",
-      "13\t2.5\ttravel return leave week arrive day yesterday time ship boat passenger flight late confirm vessel night transport follow morning early \n",
-      "14\t2.5\tpublic pay receive money office payment worker report process give issue month application ministry source reveal fund contract statement accord \n",
-      "15\t2.5\tcountry island region world resource develop global environment impact management fishery sustainable conference level action include challenge international small regional \n",
-      "16\t2.5\tmember parliament election bill act general constituency candidate vote process political party registration day chief pass register hold voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product export agriculture sell produce farmer business add year grow small production company work \n",
-      "18\t2.5\tteam play good game time competition player match final start goal place sport lead today half host stage yesterday week \n",
-      "19\t2.5\tcountry visit meeting island leader official meet security support cooperation agreement sign regional mission issue assistance include ramsi delegation discuss \n",
-      "\n",
-      "<950> LL/token: -8.24247\n",
-      "<960> LL/token: -8.24313\n",
-      "<970> LL/token: -8.24155\n",
-      "<980> LL/token: -8.24426\n",
-      "<990> LL/token: -8.24288\n",
-      "\n",
-      "0\t2.5\tbusiness year increase economic country percent economy investment service budget government financial growth sector cost high rate expect total revenue \n",
-      "1\t2.5\tpolice officer rsipf force report vehicle investigation incident operation medium suspect public arrest station law commissioner continue information involve community \n",
-      "2\t2.5\tservice health medical provide support hospital work care people child equipment receive supply clinic patient include nurse staff centre doctor \n",
-      "3\t2.5\tcourt case charge accuse man year allege victim prosecution matter high allegedly public face hear yesterday trial order lawyer count \n",
-      "4\t2.5\tgovernment development policy plan ensure national system address support strategy sector key stakeholder priority important implement management provide implementation achieve \n",
-      "5\t2.5\tissue land company medium claim log concern question deal report law decision call landowner raise action statement matter mining interest \n",
-      "6\t2.5\tstudent school year education study teacher week staff child form add parent high start work learn award scholarship continue complete \n",
-      "7\t2.5\tpeople water area community village disaster live affect home road report problem damage clean resident city situation supply house call \n",
-      "8\t2.5\tproject support development work fund infrastructure rural build building government provide complete funding improve community program area facility construction include \n",
-      "9\t2.5\tcovid country case people border health public test vaccine response continue risk measure record positive person emergency number community situation \n",
-      "10\t2.5\twoman community training program work youth young child support people opportunity participant train family awareness activity violence group role programme \n",
-      "11\t2.5\tgovernment provincial province people national leader executive premier western guadalcanal opposition add decision issue confidence minister statement current member motion \n",
-      "12\t2.5\tpeople event year church country day culture today ceremony nation time traditional life family celebration great live speak celebrate good \n",
-      "13\t2.5\ttravel return week yesterday day leave arrive time ship boat passenger confirm flight vessel late night follow transport morning operation \n",
-      "14\t2.5\tpublic pay receive money office payment worker report process issue give application ministry fund reveal month statement contract accord grant \n",
-      "15\t2.5\tcountry island region world resource environment develop global impact management fishery sustainable include conference action level small challenge international regional \n",
-      "16\t2.5\tmember parliament election bill general act candidate constituency vote process political chief party registration yesterday register day pass voter electoral \n",
-      "17\t2.5\tlocal market food tourism industry good product export agriculture sell produce farmer add business grow small price production plant company \n",
-      "18\t2.5\tteam play good game time competition player match final goal sport place start today lead half stage host week win \n",
-      "19\t2.5\tcountry visit meeting leader island official meet security support cooperation agreement sign mission regional assistance issue include ramsi delegation discuss \n",
-      "\n",
-      "<1000> LL/token: -8.2436\n",
-      "\n",
-      "Total time: 3 minutes 45 seconds\n"
-     ]
-    }
-   ],
-   "source": [
-    "from gensim.models.wrappers import LdaMallet\n",
-    "mallet_path = os.getcwd() + '/../mallet-2.0.8/bin/mallet'\n",
-    "ldamallet = LdaMallet(mallet_path, corpus=corpus, num_topics=20, id2word=id2word)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "id": "238361cb",
    "metadata": {},
    "outputs": [
@@ -759,1210 +155,1210 @@
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -8.39325\n",
-      "<20> LL/token: -8.26887\n",
-      "<30> LL/token: -8.0447\n",
-      "<40> LL/token: -7.9616\n",
-      "\n",
-      "0\t25\tgovernment country support work development project provincial national people include issue provide service year student island leader member community province \n",
-      "1\t25\tpolice people year officer time public report case day week team yesterday community court follow child family man high good \n",
-      "\n",
-      "<50> LL/token: -7.92392\n",
-      "<60> LL/token: -7.90241\n",
-      "<70> LL/token: -7.88851\n",
-      "<80> LL/token: -7.87863\n",
-      "<90> LL/token: -7.87212\n",
-      "\n",
-      "0\t25\tgovernment country support work development project people community provincial national include provide service year island woman student issue leader important \n",
-      "1\t25\tpolice people year public time officer report week case day yesterday team court follow medium member family month call election \n",
-      "\n",
-      "<100> LL/token: -7.86749\n",
-      "<110> LL/token: -7.8633\n",
-      "<120> LL/token: -7.86055\n",
-      "<130> LL/token: -7.85919\n",
-      "<140> LL/token: -7.85791\n",
-      "\n",
-      "0\t25\tgovernment country support work development project people community national include service year provide provincial island woman student leader issue school \n",
-      "1\t25\tpolice people year public time officer report week case day yesterday team court follow medium member company month call family \n",
-      "\n",
-      "<150> LL/token: -7.85605\n",
-      "<160> LL/token: -7.85443\n",
-      "<170> LL/token: -7.85264\n",
-      "<180> LL/token: -7.85193\n",
-      "<190> LL/token: -7.85133\n",
-      "\n",
-      "0\t25\tgovernment country work support development people project community include national year provide service island woman provincial student leader school important \n",
-      "1\t25\tpolice people public year time officer report week case day yesterday team follow court medium member company issue month call \n",
-      "\n",
-      "<200> LL/token: -7.85055\n",
-      "<210> LL/token: -7.8501\n",
-      "<220> LL/token: -7.84984\n",
-      "<230> LL/token: -7.84913\n",
-      "<240> LL/token: -7.8489\n",
-      "\n",
-      "0\t25\tgovernment country work support development project people community include national year provide service island woman provincial student leader school important \n",
-      "1\t25\tpolice people public year officer time report week case day yesterday team follow court member medium issue company month call \n",
-      "\n",
-      "<250> LL/token: -7.84803\n",
-      "<260> LL/token: -7.84789\n",
-      "<270> LL/token: -7.8474\n",
-      "<280> LL/token: -7.847\n",
-      "<290> LL/token: -7.84679\n",
-      "\n",
-      "0\t25\tgovernment country support work development people project community include year national island provide service woman provincial student leader school important \n",
-      "1\t25\tpolice people public year officer time report case week day yesterday team member follow court medium issue company month call \n",
-      "\n",
-      "<300> LL/token: -7.84688\n",
-      "<310> LL/token: -7.84663\n",
-      "<320> LL/token: -7.8457\n",
-      "<330> LL/token: -7.84527\n",
-      "<340> LL/token: -7.84606\n",
-      "\n",
-      "0\t25\tgovernment country support work development people project community national include year island provide service woman provincial student leader school important \n",
-      "1\t25\tpolice people public year officer time report week case day yesterday team member follow court issue medium company month call \n",
-      "\n",
-      "<350> LL/token: -7.84504\n",
-      "<360> LL/token: -7.84458\n",
-      "<370> LL/token: -7.84467\n",
-      "<380> LL/token: -7.84507\n",
-      "<390> LL/token: -7.84546\n",
-      "\n",
-      "0\t25\tgovernment country work support development people project community include year national island provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer time report case week day yesterday team follow member court issue medium company call month \n",
-      "\n",
-      "<400> LL/token: -7.8446\n",
-      "<410> LL/token: -7.84392\n",
-      "<420> LL/token: -7.84366\n",
-      "<430> LL/token: -7.84305\n",
-      "<440> LL/token: -7.84323\n",
-      "\n",
-      "0\t25\tgovernment country work support development people project community include year national island provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer time report case week day yesterday team member follow issue court medium company add call \n",
-      "\n",
-      "<450> LL/token: -7.84335\n",
-      "<460> LL/token: -7.84257\n",
-      "<470> LL/token: -7.84276\n",
-      "<480> LL/token: -7.84255\n",
-      "<490> LL/token: -7.84232\n",
-      "\n",
-      "0\t25\tgovernment country work support development people project community include year island national provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer time report week case day yesterday team member follow issue court medium company add call \n",
-      "\n",
-      "<500> LL/token: -7.8421\n",
-      "<510> LL/token: -7.84226\n",
-      "<520> LL/token: -7.84186\n",
-      "<530> LL/token: -7.84183\n",
-      "<540> LL/token: -7.84131\n",
-      "\n",
-      "0\t25\tgovernment country work support community people development project island include national year provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer time report case week day yesterday team member issue follow court medium company add call \n",
-      "\n",
-      "<550> LL/token: -7.8407\n",
-      "<560> LL/token: -7.84083\n",
-      "<570> LL/token: -7.84089\n",
-      "<580> LL/token: -7.84104\n",
-      "<590> LL/token: -7.84123\n",
-      "\n",
-      "0\t25\tgovernment country work support community people development project island include year national provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer time report week case yesterday team day member issue follow court medium company call month \n",
-      "\n",
-      "<600> LL/token: -7.84063\n",
-      "<610> LL/token: -7.84031\n",
-      "<620> LL/token: -7.84025\n",
-      "<630> LL/token: -7.84004\n",
-      "<640> LL/token: -7.84028\n",
-      "\n",
-      "0\t25\tgovernment country work support people community development project year island include national provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer time report case week yesterday team day member issue follow court medium company add month \n",
-      "\n",
-      "<650> LL/token: -7.8402\n",
-      "<660> LL/token: -7.83983\n",
-      "<670> LL/token: -7.83968\n",
-      "<680> LL/token: -7.83862\n",
-      "<690> LL/token: -7.83873\n",
-      "\n",
-      "0\t25\tgovernment country work support people community development project island year national include provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer report time week case yesterday team day member issue follow court medium company month add \n",
-      "\n",
-      "<700> LL/token: -7.83915\n",
-      "<710> LL/token: -7.83917\n",
-      "<720> LL/token: -7.83981\n",
-      "<730> LL/token: -7.8394\n",
-      "<740> LL/token: -7.83988\n",
-      "\n",
-      "0\t25\tgovernment country work support people community development project island include year national provide service woman student provincial leader school important \n",
-      "1\t25\tpolice people public year officer report time case week yesterday member team day issue follow court medium company add month \n",
-      "\n",
-      "<750> LL/token: -7.83985\n",
-      "<760> LL/token: -7.83987\n",
-      "<770> LL/token: -7.83983\n",
-      "<780> LL/token: -7.83993\n",
-      "<790> LL/token: -7.83983\n",
-      "\n",
-      "0\t25\tgovernment country work support people community development project island include national year provide service woman student leader school provincial important \n",
-      "1\t25\tpolice people public year officer time report week case yesterday member day issue team follow court medium company call add \n",
-      "\n",
-      "<800> LL/token: -7.83937\n",
-      "<810> LL/token: -7.84\n",
-      "<820> LL/token: -7.84021\n",
-      "<830> LL/token: -7.8401\n",
-      "<840> LL/token: -7.83941\n",
-      "\n",
-      "0\t25\tgovernment country work support community people development project year island include national provide service woman student leader school important provincial \n",
-      "1\t25\tpolice people public year officer time report week case member yesterday issue day team follow court medium company add call \n",
-      "\n",
-      "<850> LL/token: -7.83916\n",
-      "<860> LL/token: -7.83956\n",
-      "<870> LL/token: -7.83961\n",
-      "<880> LL/token: -7.83904\n",
-      "<890> LL/token: -7.83885\n",
-      "\n",
-      "0\t25\tgovernment country work support community people development project island year include national provide service woman student school leader provincial important \n",
-      "1\t25\tpolice people public year officer time report week case member yesterday issue day follow team court medium company add call \n",
-      "\n",
-      "<900> LL/token: -7.83927\n",
-      "<910> LL/token: -7.83925\n",
-      "<920> LL/token: -7.83919\n",
-      "<930> LL/token: -7.83876\n",
-      "<940> LL/token: -7.83873\n",
-      "\n",
-      "0\t25\tgovernment country work support community people development project island year include national provide service woman student school leader provincial important \n",
-      "1\t25\tpolice people public year officer time report week case member yesterday issue day follow team court medium company add call \n",
-      "\n",
-      "<950> LL/token: -7.83901\n"
+      "<10> LL/token: -8.39195\n",
+      "<20> LL/token: -8.17774\n",
+      "<30> LL/token: -7.99216\n",
+      "<40> LL/token: -7.932\n",
+      "\n",
+      "0\t25\tgovernment country support work development project people community include national provide year island service woman provincial leader issue program important \n",
+      "1\t25\tpolice people year public officer time report week case yesterday day team covid court member follow medium family election man \n",
+      "\n",
+      "<50> LL/token: -7.90408\n",
+      "<60> LL/token: -7.8882\n",
+      "<70> LL/token: -7.878\n",
+      "<80> LL/token: -7.87134\n",
+      "<90> LL/token: -7.86574\n",
+      "\n",
+      "0\t25\tgovernment country support work development project people community island include national year provide woman service leader provincial school important program \n",
+      "1\t25\tpolice people year public officer time report week case yesterday day team member covid follow court issue medium add receive \n",
+      "\n",
+      "<100> LL/token: -7.86217\n",
+      "<110> LL/token: -7.85905\n",
+      "<120> LL/token: -7.85716\n",
+      "<130> LL/token: -7.85465\n",
+      "<140> LL/token: -7.8537\n",
+      "\n",
+      "0\t25\tgovernment country work support people community development project island year include provide national service woman leader school important provincial program \n",
+      "1\t25\tpolice people public year officer time report week case yesterday team member day covid issue follow court medium add company \n",
+      "\n",
+      "<150> LL/token: -7.85241\n",
+      "<160> LL/token: -7.8521\n",
+      "<170> LL/token: -7.85058\n",
+      "<180> LL/token: -7.84963\n",
+      "<190> LL/token: -7.84936\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide national service woman leader school student important program \n",
+      "1\t25\tpolice people public year officer time report week case member yesterday team day issue covid follow court medium company add \n",
+      "\n",
+      "<200> LL/token: -7.84967\n",
+      "<210> LL/token: -7.849\n",
+      "<220> LL/token: -7.84854\n",
+      "<230> LL/token: -7.84818\n",
+      "<240> LL/token: -7.84744\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide national service woman leader student school important program \n",
+      "1\t25\tpolice people public year officer time report week case member yesterday day team issue follow court covid medium company add \n",
+      "\n",
+      "<250> LL/token: -7.84751\n",
+      "<260> LL/token: -7.84676\n",
+      "<270> LL/token: -7.84576\n",
+      "<280> LL/token: -7.84622\n",
+      "<290> LL/token: -7.84594\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide national service woman student leader school important program \n",
+      "1\t25\tpolice people public year officer time report week case member yesterday day issue team follow court covid medium company add \n",
+      "\n",
+      "<300> LL/token: -7.84521\n",
+      "<310> LL/token: -7.84522\n",
+      "<320> LL/token: -7.84511\n",
+      "<330> LL/token: -7.84498\n",
+      "<340> LL/token: -7.84457\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project year island include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member yesterday issue day team follow court medium covid add company \n",
+      "\n",
+      "<350> LL/token: -7.84405\n",
+      "<360> LL/token: -7.84377\n",
+      "<370> LL/token: -7.84357\n",
+      "<380> LL/token: -7.8434\n",
+      "<390> LL/token: -7.84248\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member yesterday issue day follow court team medium covid company call \n",
+      "\n",
+      "<400> LL/token: -7.8431\n",
+      "<410> LL/token: -7.84347\n",
+      "<420> LL/token: -7.8439\n",
+      "<430> LL/token: -7.8437\n",
+      "<440> LL/token: -7.84377\n",
+      "\n",
+      "0\t25\tgovernment country work support people community development project island year include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<450> LL/token: -7.84379\n",
+      "<460> LL/token: -7.84362\n",
+      "<470> LL/token: -7.84379\n",
+      "<480> LL/token: -7.84362\n",
+      "<490> LL/token: -7.84329\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<500> LL/token: -7.84346\n",
+      "<510> LL/token: -7.84328\n",
+      "<520> LL/token: -7.84338\n",
+      "<530> LL/token: -7.84308\n",
+      "<540> LL/token: -7.8429\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member yesterday issue day follow court team medium add covid company \n",
+      "\n",
+      "<550> LL/token: -7.84235\n",
+      "<560> LL/token: -7.84267\n",
+      "<570> LL/token: -7.84321\n",
+      "<580> LL/token: -7.84312\n",
+      "<590> LL/token: -7.84339\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project year island include provide national service woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<600> LL/token: -7.84319\n",
+      "<610> LL/token: -7.84318\n",
+      "<620> LL/token: -7.84315\n",
+      "<630> LL/token: -7.8426\n",
+      "<640> LL/token: -7.84271\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project year island include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time member week case yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<650> LL/token: -7.84271\n",
+      "<660> LL/token: -7.84284\n",
+      "<670> LL/token: -7.84326\n",
+      "<680> LL/token: -7.8436\n",
+      "<690> LL/token: -7.8431\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project year island include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time member case week yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<700> LL/token: -7.84368\n",
+      "<710> LL/token: -7.84314\n",
+      "<720> LL/token: -7.84359\n",
+      "<730> LL/token: -7.84395\n",
+      "<740> LL/token: -7.84328\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<750> LL/token: -7.84343\n",
+      "<760> LL/token: -7.84346\n",
+      "<770> LL/token: -7.84372\n",
+      "<780> LL/token: -7.84327\n",
+      "<790> LL/token: -7.84327\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project year island include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time member week case yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<800> LL/token: -7.84293\n",
+      "<810> LL/token: -7.84271\n",
+      "<820> LL/token: -7.84235\n",
+      "<830> LL/token: -7.84268\n",
+      "<840> LL/token: -7.84258\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project island year include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time member week case yesterday issue day follow court team medium covid add company \n",
+      "\n",
+      "<850> LL/token: -7.8423\n",
+      "<860> LL/token: -7.84233\n",
+      "<870> LL/token: -7.84222\n",
+      "<880> LL/token: -7.84292\n",
+      "<890> LL/token: -7.84281\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project year island include provide national service woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time week case member issue yesterday day follow court team medium covid add company \n",
+      "\n",
+      "<900> LL/token: -7.84226\n",
+      "<910> LL/token: -7.84215\n",
+      "<920> LL/token: -7.84253\n",
+      "<930> LL/token: -7.84285\n",
+      "<940> LL/token: -7.84316\n",
+      "\n",
+      "0\t25\tgovernment country work support community people development project year island include provide service national woman student school leader important program \n",
+      "1\t25\tpolice people public year officer report time member week case issue yesterday day follow court team medium covid add company \n",
+      "\n",
+      "<950> LL/token: -7.84243\n",
+      "<960> LL/token: -7.84229\n",
+      "<970> LL/token: -7.84261\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<960> LL/token: -7.83878\n",
-      "<970> LL/token: -7.83838\n",
-      "<980> LL/token: -7.83892\n",
-      "<990> LL/token: -7.839\n",
+      "<980> LL/token: -7.84332\n",
+      "<990> LL/token: -7.84281\n",
       "\n",
-      "0\t25\tgovernment country work support people community development project island include year national provide service woman student school leader provincial important \n",
-      "1\t25\tpolice people public year officer time report case week member yesterday issue day follow court team medium company add call \n",
+      "0\t25\tgovernment country work support community people development project year island include provide service woman national student school leader important program \n",
+      "1\t25\tpolice people public year officer report time member week case issue yesterday day follow court medium team covid provincial add \n",
       "\n",
-      "<1000> LL/token: -7.83949\n",
+      "<1000> LL/token: -7.84311\n",
       "\n",
-      "Total time: 1 minutes 59 seconds\n",
+      "Total time: 1 minutes 20 seconds\n",
       "Mallet LDA: 3 topics, 2 topic bits, 11 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -8.77387\n",
-      "<20> LL/token: -8.40353\n",
-      "<30> LL/token: -8.11343\n",
-      "<40> LL/token: -8.03293\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide community include island national program service people important policy ensure plan training \n",
-      "1\t16.66667\tpolice government public issue officer member provincial report year court case company medium parliament election statement people land yesterday man \n",
-      "2\t16.66667\tpeople year student team time school week covid day health good child community family work province start water today continue \n",
-      "\n",
-      "<50> LL/token: -7.99721\n",
-      "<60> LL/token: -7.97937\n",
-      "<70> LL/token: -7.9685\n",
-      "<80> LL/token: -7.96161\n",
-      "<90> LL/token: -7.95798\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national island program community service important ensure policy plan training fund \n",
-      "1\t16.66667\tpolice government public officer member issue provincial report year case court medium company parliament election yesterday statement man people office \n",
-      "2\t16.66667\tpeople year student team community school time covid week health day child good work family province water start area today \n",
-      "\n",
-      "<100> LL/token: -7.95545\n",
-      "<110> LL/token: -7.95281\n",
-      "<120> LL/token: -7.95094\n",
-      "<130> LL/token: -7.94947\n",
-      "<140> LL/token: -7.94906\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program island community service important ensure policy training plan fund \n",
-      "1\t16.66667\tpolice government public officer issue member report provincial year case court medium company parliament election yesterday statement man people office \n",
-      "2\t16.66667\tpeople year student team community school time covid health week day work child good family water province start area country \n",
-      "\n",
-      "<150> LL/token: -7.9474\n",
-      "<160> LL/token: -7.94614\n",
-      "<170> LL/token: -7.94565\n",
-      "<180> LL/token: -7.94472\n",
-      "<190> LL/token: -7.94426\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program island service community important ensure policy plan training fund \n",
-      "1\t16.66667\tpolice government public officer member issue report provincial year case court medium company parliament election yesterday statement man people add \n",
-      "2\t16.66667\tpeople year student community team school time covid health week day work child good family province water start area island \n",
-      "\n",
-      "<200> LL/token: -7.94395\n",
-      "<210> LL/token: -7.94327\n",
-      "<220> LL/token: -7.9427\n",
-      "<230> LL/token: -7.9427\n",
-      "<240> LL/token: -7.94232\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service community island important ensure plan policy training fund \n",
-      "1\t16.66667\tpolice government public officer member issue report provincial year case court medium company parliament election yesterday statement man people call \n",
-      "2\t16.66667\tpeople year student community team school time covid health week day child work good family province water start area island \n",
-      "\n",
-      "<250> LL/token: -7.94146\n",
-      "<260> LL/token: -7.94146\n",
-      "<270> LL/token: -7.94197\n",
-      "<280> LL/token: -7.94169\n",
-      "<290> LL/token: -7.94163\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island community important ensure plan policy training fund \n",
-      "1\t16.66667\tpolice government public officer member issue report provincial case year court medium company parliament election yesterday statement man people add \n",
-      "2\t16.66667\tpeople year student community team school time covid health week day work child good family water start province area country \n",
-      "\n",
-      "<300> LL/token: -7.94142\n",
-      "<310> LL/token: -7.94076\n",
-      "<320> LL/token: -7.94134\n",
-      "<330> LL/token: -7.94087\n",
-      "<340> LL/token: -7.94017\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service community island ensure important policy plan fund training \n",
-      "1\t16.66667\tpolice government public officer member issue report provincial year case court medium company parliament election yesterday people statement man call \n",
-      "2\t16.66667\tpeople year student team community school time covid health week day child work good family water start province area island \n",
-      "\n",
-      "<350> LL/token: -7.94073\n",
-      "<360> LL/token: -7.9412\n",
-      "<370> LL/token: -7.94059\n",
-      "<380> LL/token: -7.94012\n",
-      "<390> LL/token: -7.94067\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island community important ensure plan policy fund training \n",
-      "1\t16.66667\tpolice government public officer member issue report provincial case year court medium company parliament yesterday election statement man people call \n",
-      "2\t16.66667\tpeople year student community team school time covid health week day work child good family water start province area country \n",
-      "\n",
-      "<400> LL/token: -7.9413\n",
-      "<410> LL/token: -7.94148\n",
-      "<420> LL/token: -7.94133\n",
-      "<430> LL/token: -7.94051\n",
-      "<440> LL/token: -7.94074\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island community important ensure plan policy fund training \n",
-      "1\t16.66667\tpolice government public officer member issue report provincial year case court medium company parliament yesterday election people man statement call \n",
-      "2\t16.66667\tpeople year student community team school time covid health week day work child good family water start province area island \n",
-      "\n",
-      "<450> LL/token: -7.94102\n",
-      "<460> LL/token: -7.94073\n",
-      "<470> LL/token: -7.94093\n",
-      "<480> LL/token: -7.94048\n",
-      "<490> LL/token: -7.94117\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy plan fund training \n",
-      "1\t16.66667\tpolice government public officer member issue report provincial year case court medium company parliament election yesterday statement man people call \n",
-      "2\t16.66667\tpeople year student community team school time covid health week day child work good family water start province area island \n",
-      "\n",
-      "<500> LL/token: -7.94125\n",
-      "<510> LL/token: -7.94096\n",
-      "<520> LL/token: -7.94123\n",
-      "<530> LL/token: -7.94113\n",
-      "<540> LL/token: -7.94101\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important ensure community policy fund plan training \n",
-      "1\t16.66667\tpolice government public officer issue member report provincial year case court medium company parliament yesterday election statement people man add \n",
-      "2\t16.66667\tpeople year student community team school time covid health week day work child good family water province start area island \n",
-      "\n",
-      "<550> LL/token: -7.94117\n",
-      "<560> LL/token: -7.94093\n",
-      "<570> LL/token: -7.94117\n",
-      "<580> LL/token: -7.94133\n",
-      "<590> LL/token: -7.9419\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important community policy fund training plan \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial year case court medium company parliament yesterday election people statement man call \n",
-      "2\t16.66667\tpeople year community student team school covid time health week day child work family good water start province area island \n",
-      "\n",
-      "<600> LL/token: -7.94171\n",
-      "<610> LL/token: -7.94136\n",
-      "<620> LL/token: -7.94153\n",
-      "<630> LL/token: -7.94091\n",
-      "<640> LL/token: -7.94122\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important policy community plan training fund \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial year case court medium company parliament election yesterday people man statement add \n",
-      "2\t16.66667\tpeople year community student team school time covid health week day work child family good water province start area island \n",
-      "\n"
+      "<10> LL/token: -8.77489\n",
+      "<20> LL/token: -8.44031\n",
+      "<30> LL/token: -8.14777\n",
+      "<40> LL/token: -8.05557\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program island community people year policy important training business fund \n",
+      "1\t16.66667\tpeople year student community team school week covid health province work time service country day child area water good family \n",
+      "2\t16.66667\tpolice public officer government member issue year report provincial court yesterday case medium parliament election man company time statement law \n",
+      "\n",
+      "<50> LL/token: -8.01317\n",
+      "<60> LL/token: -7.99087\n",
+      "<70> LL/token: -7.97674\n",
+      "<80> LL/token: -7.96714\n",
+      "<90> LL/token: -7.96159\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program island important people policy fund community training ensure year \n",
+      "1\t16.66667\tpeople year community student team school covid week health time day work province child good family area water service start \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year court case medium yesterday company parliament election man statement people call \n",
+      "\n",
+      "<100> LL/token: -7.95737\n",
+      "<110> LL/token: -7.9534\n",
+      "<120> LL/token: -7.95146\n",
+      "<130> LL/token: -7.94958\n",
+      "<140> LL/token: -7.94861\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program island important service community people policy ensure fund training \n",
+      "1\t16.66667\tpeople year community student team school covid health time week day work child good family area province water start country \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<150> LL/token: -7.94727\n",
+      "<160> LL/token: -7.94568\n",
+      "<170> LL/token: -7.94511\n",
+      "<180> LL/token: -7.94412\n",
+      "<190> LL/token: -7.94401\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program island service important ensure policy community people training fund \n",
+      "1\t16.66667\tpeople year community student team school covid health time week day work child good family area province water start island \n",
+      "2\t16.66667\tpolice public government officer issue member report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<200> LL/token: -7.94327\n",
+      "<210> LL/token: -7.94287\n",
+      "<220> LL/token: -7.94288\n",
+      "<230> LL/token: -7.94231\n",
+      "<240> LL/token: -7.94246\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service important island ensure community policy fund training people \n",
+      "1\t16.66667\tpeople year community student team school time covid health week day work child family good province area water start country \n",
+      "2\t16.66667\tpolice government public officer member issue report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<250> LL/token: -7.94251\n",
+      "<260> LL/token: -7.9423\n",
+      "<270> LL/token: -7.94179\n",
+      "<280> LL/token: -7.94188\n",
+      "<290> LL/token: -7.94226\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy fund people training \n",
+      "1\t16.66667\tpeople year student community team school covid health time week day work child good family area water province start island \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<300> LL/token: -7.94096\n",
+      "<310> LL/token: -7.9409\n",
+      "<320> LL/token: -7.94107\n",
+      "<330> LL/token: -7.94092\n",
+      "<340> LL/token: -7.94133\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy fund people training \n",
+      "1\t16.66667\tpeople year student community team school covid time health week day child work good family area water province start local \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election people man statement add \n",
+      "\n",
+      "<350> LL/token: -7.94058\n",
+      "<360> LL/token: -7.94152\n",
+      "<370> LL/token: -7.94098\n",
+      "<380> LL/token: -7.94062\n",
+      "<390> LL/token: -7.94087\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy people fund training \n",
+      "1\t16.66667\tpeople year student community team school time covid health week day work child good family area province water start island \n",
+      "2\t16.66667\tpolice public government officer issue member report provincial year case court medium company yesterday parliament people election man statement office \n",
+      "\n",
+      "<400> LL/token: -7.94114\n",
+      "<410> LL/token: -7.94052\n",
+      "<420> LL/token: -7.94014\n",
+      "<430> LL/token: -7.94006\n",
+      "<440> LL/token: -7.93974\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program island service important ensure community policy fund training people \n",
+      "1\t16.66667\tpeople year community student team school covid health time week day work child good family area water province start country \n",
+      "2\t16.66667\tpolice public government officer issue member report provincial year case court medium company yesterday parliament people election man statement call \n",
+      "\n",
+      "<450> LL/token: -7.94022\n",
+      "<460> LL/token: -7.94048\n",
+      "<470> LL/token: -7.94104\n",
+      "<480> LL/token: -7.94105\n",
+      "<490> LL/token: -7.94082\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure people policy fund training \n",
+      "1\t16.66667\tpeople year community student team school covid time health week day child work good family water area start province island \n",
+      "2\t16.66667\tpolice public government officer issue member report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<500> LL/token: -7.94038\n",
+      "<510> LL/token: -7.94003\n",
+      "<520> LL/token: -7.94011\n",
+      "<530> LL/token: -7.94099\n",
+      "<540> LL/token: -7.94017\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy fund plan training \n",
+      "1\t16.66667\tpeople year student community team school covid time health week day work child good family water area province start island \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election people man statement call \n",
+      "\n",
+      "<550> LL/token: -7.94027\n",
+      "<560> LL/token: -7.9402\n",
+      "<570> LL/token: -7.93989\n",
+      "<580> LL/token: -7.93957\n",
+      "<590> LL/token: -7.93985\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important ensure community policy fund training people \n",
+      "1\t16.66667\tpeople year community student team school covid time health week day child good work family water area start province local \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<600> LL/token: -7.9398\n",
+      "<610> LL/token: -7.9396\n",
+      "<620> LL/token: -7.93954\n",
+      "<630> LL/token: -7.93954\n",
+      "<640> LL/token: -7.94007\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important policy fund community training plan \n",
+      "1\t16.66667\tpeople year community student team school time covid health week day work child good family water area start province local \n",
+      "2\t16.66667\tpolice public government officer issue member report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<650> LL/token: -7.93968\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<650> LL/token: -7.94207\n",
-      "<660> LL/token: -7.94179\n",
-      "<670> LL/token: -7.94065\n",
-      "<680> LL/token: -7.94066\n",
-      "<690> LL/token: -7.94133\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important community policy plan fund training \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election statement man people call \n",
-      "2\t16.66667\tpeople year community student team school covid time health week day child work family good water start province area island \n",
-      "\n",
-      "<700> LL/token: -7.94076\n",
-      "<710> LL/token: -7.94106\n",
-      "<720> LL/token: -7.94041\n",
-      "<730> LL/token: -7.94009\n",
-      "<740> LL/token: -7.94064\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important community plan policy fund training \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial year case court medium company parliament yesterday election man statement people call \n",
-      "2\t16.66667\tpeople year community student team school time covid health week day child work good family water start province area island \n",
-      "\n",
-      "<750> LL/token: -7.94042\n",
-      "<760> LL/token: -7.9405\n",
-      "<770> LL/token: -7.94099\n",
-      "<780> LL/token: -7.94104\n",
-      "<790> LL/token: -7.94133\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure community important policy fund plan training \n",
-      "1\t16.66667\tpolice public government officer issue member report provincial year case court medium company parliament election yesterday man statement people call \n",
-      "2\t16.66667\tpeople year community student team school time covid health week day work good child family water start province area country \n",
-      "\n",
-      "<800> LL/token: -7.94165\n",
-      "<810> LL/token: -7.9412\n",
-      "<820> LL/token: -7.94162\n",
-      "<830> LL/token: -7.94225\n",
-      "<840> LL/token: -7.94176\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important policy community plan fund training \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial case year court medium company yesterday parliament election man statement people call \n",
-      "2\t16.66667\tpeople year community student team school time covid health week day work child good family water start province area country \n",
-      "\n",
-      "<850> LL/token: -7.94171\n",
-      "<860> LL/token: -7.94157\n",
-      "<870> LL/token: -7.9417\n",
-      "<880> LL/token: -7.94143\n",
-      "<890> LL/token: -7.9422\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important policy fund community plan training \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man statement people add \n",
-      "2\t16.66667\tpeople year community student team school time covid health week day work child good family water start province area island \n",
-      "\n",
-      "<900> LL/token: -7.94151\n",
-      "<910> LL/token: -7.94211\n",
-      "<920> LL/token: -7.94168\n",
-      "<930> LL/token: -7.94137\n",
-      "<940> LL/token: -7.94225\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important ensure fund policy community plan training \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man statement people call \n",
-      "2\t16.66667\tpeople year community student team school covid time health week day child work good family water start country area province \n",
-      "\n",
-      "<950> LL/token: -7.9428\n",
-      "<960> LL/token: -7.94306\n",
-      "<970> LL/token: -7.9424\n",
-      "<980> LL/token: -7.9423\n",
-      "<990> LL/token: -7.94234\n",
-      "\n",
-      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure important policy fund community plan training \n",
-      "1\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man statement people call \n",
-      "2\t16.66667\tpeople year community student team school time covid health week day work child good family water start area province country \n",
-      "\n",
-      "<1000> LL/token: -7.94204\n",
-      "\n",
-      "Total time: 2 minutes 25 seconds\n",
+      "<660> LL/token: -7.94009\n",
+      "<670> LL/token: -7.9399\n",
+      "<680> LL/token: -7.94009\n",
+      "<690> LL/token: -7.94009\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service important island ensure community policy fund training plan \n",
+      "1\t16.66667\tpeople year community student team school time covid health week day child good work family area water province start country \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament people election man statement call \n",
+      "\n",
+      "<700> LL/token: -7.9394\n",
+      "<710> LL/token: -7.94024\n",
+      "<720> LL/token: -7.93994\n",
+      "<730> LL/token: -7.93973\n",
+      "<740> LL/token: -7.93965\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important ensure community policy fund training plan \n",
+      "1\t16.66667\tpeople year community student team school covid time health week day work child good family area water province start island \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<750> LL/token: -7.9393\n",
+      "<760> LL/token: -7.93957\n",
+      "<770> LL/token: -7.93953\n",
+      "<780> LL/token: -7.93915\n",
+      "<790> LL/token: -7.93937\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy fund plan training \n",
+      "1\t16.66667\tpeople year student community team school time covid health week day child work good family water area start province island \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament election man people statement add \n",
+      "\n",
+      "<800> LL/token: -7.93946\n",
+      "<810> LL/token: -7.93942\n",
+      "<820> LL/token: -7.93956\n",
+      "<830> LL/token: -7.93912\n",
+      "<840> LL/token: -7.9395\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy fund training plan \n",
+      "1\t16.66667\tpeople year student community team school covid time health week day child good work family area water start province island \n",
+      "2\t16.66667\tpolice public government officer issue member report provincial year case court medium company yesterday parliament people election man statement call \n",
+      "\n",
+      "<850> LL/token: -7.93921\n",
+      "<860> LL/token: -7.93906\n",
+      "<870> LL/token: -7.93909\n",
+      "<880> LL/token: -7.93941\n",
+      "<890> LL/token: -7.93933\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important community ensure policy fund year plan \n",
+      "1\t16.66667\tpeople year student community team school covid time health week day child good work family water area start province island \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial case year court medium company yesterday parliament election man people statement call \n",
+      "\n",
+      "<900> LL/token: -7.93956\n",
+      "<910> LL/token: -7.93997\n",
+      "<920> LL/token: -7.94004\n",
+      "<930> LL/token: -7.94063\n",
+      "<940> LL/token: -7.94017\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island ensure community important policy fund training plan \n",
+      "1\t16.66667\tpeople year community student team school time covid health week day child work good family water area start province island \n",
+      "2\t16.66667\tpolice public government officer member issue report provincial year case court medium company yesterday parliament people election man statement call \n",
+      "\n",
+      "<950> LL/token: -7.94006\n",
+      "<960> LL/token: -7.9401\n",
+      "<970> LL/token: -7.94065\n",
+      "<980> LL/token: -7.94025\n",
+      "<990> LL/token: -7.93954\n",
+      "\n",
+      "0\t16.66667\tgovernment country support development project work woman provide include national program service island important ensure community policy fund training plan \n",
+      "1\t16.66667\tpeople year community student team school covid time health week day child good work family area water province start local \n",
+      "2\t16.66667\tpolice public government officer issue member report provincial year case court medium company yesterday parliament election people man statement call \n",
+      "\n",
+      "<1000> LL/token: -7.94055\n",
+      "\n",
+      "Total time: 1 minutes 18 seconds\n",
       "Mallet LDA: 4 topics, 2 topic bits, 11 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.04128\n",
-      "<20> LL/token: -8.66733\n",
-      "<30> LL/token: -8.34392\n",
-      "<40> LL/token: -8.19193\n",
-      "\n",
-      "0\t12.5\tcountry people community support woman service work island covid health include provide water child visit continue area ensure address important \n",
-      "1\t12.5\tproject year development student work school team local program support training good opportunity business country economic education market event improve \n",
-      "2\t12.5\tgovernment provincial issue member people province national parliament company land election add process statement decision current state leader official meeting \n",
-      "3\t12.5\tpolice officer case public report year court yesterday man time medium charge rsipf accuse matter day follow order high call \n",
-      "\n",
-      "<50> LL/token: -8.12065\n",
-      "<60> LL/token: -8.08215\n",
-      "<70> LL/token: -8.06139\n",
-      "<80> LL/token: -8.04839\n",
-      "<90> LL/token: -8.03787\n",
-      "\n",
-      "0\t12.5\tcountry people community support woman service work provide include covid health island development area water ensure continue child important assistance \n",
-      "1\t12.5\tyear project work student school team local good training program opportunity business country development event time education start market island \n",
-      "2\t12.5\tgovernment provincial issue member people province national leader company parliament election land add process statement state public decision official office \n",
-      "3\t12.5\tpolice officer case public report year court yesterday man time charge rsipf day accuse people medium operation week follow high \n",
-      "\n",
-      "<100> LL/token: -8.02962\n",
-      "<110> LL/token: -8.02312\n",
-      "<120> LL/token: -8.01848\n",
-      "<130> LL/token: -8.0153\n",
-      "<140> LL/token: -8.01142\n",
-      "\n",
-      "0\t12.5\tcountry support community people development service woman provide work include covid health island area ensure water continue plan economic important \n",
-      "1\t12.5\tyear project work student school team local good training country business time opportunity program event island visit start education market \n",
-      "2\t12.5\tgovernment provincial issue member people leader national province company parliament election land add process statement state public decision official office \n",
-      "3\t12.5\tpolice officer case report public court year people man yesterday time charge rsipf accuse operation day family week follow medium \n",
-      "\n",
-      "<150> LL/token: -8.00781\n",
-      "<160> LL/token: -8.00467\n",
-      "<170> LL/token: -8.00202\n",
-      "<180> LL/token: -8.00123\n",
-      "<190> LL/token: -7.99953\n",
-      "\n",
-      "0\t12.5\tcountry support community people development service provide work include woman covid health island area ensure water plan economic continue important \n",
-      "1\t12.5\tyear project work student school team good local training time country visit business event island start opportunity education market program \n",
-      "2\t12.5\tgovernment provincial issue member people leader company national parliament province election land process statement add state public decision office official \n",
-      "3\t12.5\tpolice officer case report public court people year man yesterday time charge rsipf accuse operation family follow week high day \n",
-      "\n",
-      "<200> LL/token: -7.99697\n",
-      "<210> LL/token: -7.99533\n",
-      "<220> LL/token: -7.99416\n",
-      "<230> LL/token: -7.99265\n",
-      "<240> LL/token: -7.99207\n",
-      "\n",
-      "0\t12.5\tcountry support community development people service provide include work covid health island woman ensure area water plan economic continue important \n",
-      "1\t12.5\tyear project work student team school good local training visit time event country island business start education opportunity day market \n",
-      "2\t12.5\tgovernment issue provincial member people leader company national parliament election land province add process statement public state decision official office \n",
-      "3\t12.5\tpolice officer case report public people court year man yesterday time charge rsipf operation accuse family day week high follow \n",
-      "\n",
-      "<250> LL/token: -7.99053\n",
-      "<260> LL/token: -7.99003\n",
-      "<270> LL/token: -7.99024\n",
-      "<280> LL/token: -7.98964\n",
-      "<290> LL/token: -7.98967\n",
-      "\n",
-      "0\t12.5\tcountry support community development project people service provide work include covid health island ensure area plan water government economic continue \n",
-      "1\t12.5\tyear work student team school good local woman visit training time country island day event start week education market business \n",
-      "2\t12.5\tgovernment provincial issue member people leader company parliament national election land province process statement add public state decision office official \n",
-      "3\t12.5\tpolice officer case report public people court year man yesterday time charge rsipf operation accuse follow high week family area \n",
-      "\n",
-      "<300> LL/token: -7.98715\n"
+      "<10> LL/token: -9.04187\n",
+      "<20> LL/token: -8.62715\n",
+      "<30> LL/token: -8.26589\n",
+      "<40> LL/token: -8.13462\n",
+      "\n",
+      "0\t12.5\tproject community support service country provide work covid development health include area water people increase improve economic plan ensure sector \n",
+      "1\t12.5\tgovernment provincial issue member student national people parliament province election add land statement process public school year state decision office \n",
+      "2\t12.5\tpolice officer case year report public court time man yesterday charge rsipf people accuse operation high follow family find day \n",
+      "3\t12.5\tcountry people woman work year team island good visit support leader development opportunity event important today time hold day program \n",
+      "\n",
+      "<50> LL/token: -8.08474\n",
+      "<60> LL/token: -8.05894\n",
+      "<70> LL/token: -8.04553\n",
+      "<80> LL/token: -8.03666\n",
+      "<90> LL/token: -8.0292\n",
+      "\n",
+      "0\t12.5\tproject country support service development provide community covid health work include area water increase plan economic ensure island improve people \n",
+      "1\t12.5\tgovernment issue provincial member national parliament province people election land student statement add process state public company year decision office \n",
+      "2\t12.5\tpolice officer case report public year court people man time yesterday charge rsipf accuse operation week high day find follow \n",
+      "3\t12.5\tcountry people work woman year team school good island support visit training program opportunity leader event time community today important \n",
+      "\n",
+      "<100> LL/token: -8.02272\n",
+      "<110> LL/token: -8.01864\n",
+      "<120> LL/token: -8.01428\n",
+      "<130> LL/token: -8.01062\n",
+      "<140> LL/token: -8.0084\n",
+      "\n",
+      "0\t12.5\tproject country support development service provide community work covid health include area water increase island plan ensure economic improve business \n",
+      "1\t12.5\tgovernment issue provincial member people national province parliament company election land add state statement process public decision office leader meeting \n",
+      "2\t12.5\tpolice officer case report year public court people man time yesterday charge rsipf accuse week operation follow day high find \n",
+      "3\t12.5\tcountry people work year woman student school team visit good island support training program child community opportunity event time today \n",
+      "\n",
+      "<150> LL/token: -8.00588\n",
+      "<160> LL/token: -8.00473\n",
+      "<170> LL/token: -8.00389\n",
+      "<180> LL/token: -8.00171\n",
+      "<190> LL/token: -8.00065\n",
+      "\n",
+      "0\t12.5\tcountry project support development service provide community work covid health include area island water plan increase ensure economic improve business \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament province election land add statement state process public decision meeting office leader \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf accuse operation week follow high day find \n",
+      "3\t12.5\tcountry work people year woman student team school good visit support island training community child program time event opportunity today \n",
+      "\n",
+      "<200> LL/token: -7.99934\n",
+      "<210> LL/token: -7.99925\n",
+      "<220> LL/token: -7.99763\n",
+      "<230> LL/token: -7.9979\n",
+      "<240> LL/token: -7.99689\n",
+      "\n",
+      "0\t12.5\tcountry project support development service provide community work covid health include area island water increase plan ensure economic improve business \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament election land province add statement process state public meeting leader decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf week accuse operation follow day high find \n",
+      "3\t12.5\tcountry people work year woman student team school good visit island training support child program community time event day opportunity \n",
+      "\n",
+      "<250> LL/token: -7.99612\n",
+      "<260> LL/token: -7.9954\n",
+      "<270> LL/token: -7.99469\n",
+      "<280> LL/token: -7.99278\n",
+      "<290> LL/token: -7.99333\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide community work covid health include area island water increase plan ensure economic improve business \n",
+      "1\t12.5\tgovernment issue provincial member people national company province parliament election land statement add process state public leader meeting decision office \n",
+      "2\t12.5\tpolice officer case public report court year people man time yesterday charge rsipf week accuse operation high follow day force \n",
+      "3\t12.5\tcountry people work year woman student team school good visit training island support child community program time event today day \n",
+      "\n",
+      "<300> LL/token: -7.99377\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<310> LL/token: -7.98428\n",
-      "<320> LL/token: -7.98274\n",
-      "<330> LL/token: -7.98168\n",
-      "<340> LL/token: -7.97924\n",
-      "\n",
-      "0\t12.5\tcountry support community development project service provide people work include covid health island government ensure plan area water economic increase \n",
-      "1\t12.5\tyear work woman student team school good local visit training time country day child island event people start week education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament national election land province process statement add public state decision office meeting \n",
-      "3\t12.5\tpolice officer case report public court people year man yesterday time charge operation rsipf accuse high follow week area force \n",
-      "\n",
-      "<350> LL/token: -7.97916\n",
-      "<360> LL/token: -7.97871\n",
-      "<370> LL/token: -7.97853\n",
-      "<380> LL/token: -7.97922\n",
-      "<390> LL/token: -7.97942\n",
-      "\n",
-      "0\t12.5\tcountry support development project community service provide include work people covid health government island ensure plan area water increase economic \n",
-      "1\t12.5\tyear work woman student team school good local visit country training people time child island day event start education market \n",
-      "2\t12.5\tgovernment issue provincial member people leader company national parliament election land province process statement add state public decision office official \n",
-      "3\t12.5\tpolice officer case report public court people year man yesterday time operation charge rsipf accuse high week follow area force \n",
-      "\n",
-      "<400> LL/token: -7.97981\n",
-      "<410> LL/token: -7.97863\n",
-      "<420> LL/token: -7.97786\n",
-      "<430> LL/token: -7.97803\n",
-      "<440> LL/token: -7.97797\n",
-      "\n",
-      "0\t12.5\tcountry support development project community service provide include work covid health people government island ensure plan area water increase economic \n",
-      "1\t12.5\tyear work woman student team school good local people country visit training time child island day event start education week \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national province add statement process state public decision office official \n",
-      "3\t12.5\tpolice officer case report public court people year man yesterday time charge operation rsipf accuse high follow week area force \n",
-      "\n",
-      "<450> LL/token: -7.97647\n",
-      "<460> LL/token: -7.97662\n",
-      "<470> LL/token: -7.97636\n",
-      "<480> LL/token: -7.97697\n",
-      "<490> LL/token: -7.97665\n",
-      "\n",
-      "0\t12.5\tcountry support development project community service provide include work covid health government people island ensure plan water area increase economic \n",
-      "1\t12.5\tyear work woman student team school good local people visit country training time child island day event start week education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament province election land national process statement add public state decision official office \n",
-      "3\t12.5\tpolice officer case report public court people year man yesterday time charge operation rsipf accuse high follow week area force \n",
-      "\n",
-      "<500> LL/token: -7.97754\n",
-      "<510> LL/token: -7.97682\n",
-      "<520> LL/token: -7.97773\n",
-      "<530> LL/token: -7.97791\n",
-      "<540> LL/token: -7.97801\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service include work covid health government people island ensure plan area water increase economic \n",
-      "1\t12.5\tyear work woman student team school good people local visit country training time child day island event start week education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company national parliament election land add province process statement public state decision office official \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday time operation charge rsipf accuse high follow area week force \n",
-      "\n",
-      "<550> LL/token: -7.9764\n",
-      "<560> LL/token: -7.97584\n",
-      "<570> LL/token: -7.97539\n",
-      "<580> LL/token: -7.97498\n",
-      "<590> LL/token: -7.97513\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service include work covid health government island people ensure plan area water increase economic \n",
-      "1\t12.5\tyear woman work student team school good people local visit country training time child day island event start education market \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national province add process statement public state decision office official \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday time operation charge rsipf accuse high week area follow force \n",
-      "\n",
-      "<600> LL/token: -7.97574\n",
-      "<610> LL/token: -7.97555\n",
-      "<620> LL/token: -7.97524\n",
-      "<630> LL/token: -7.97562\n",
-      "<640> LL/token: -7.97547\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service include work covid health government island ensure plan people water area increase economic \n",
-      "1\t12.5\tyear woman work student team school people good local visit country training time child island day event start week education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company national parliament election land province process statement add public state decision office official \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday time charge operation rsipf accuse week follow area high force \n",
-      "\n",
-      "<650> LL/token: -7.97536\n",
-      "<660> LL/token: -7.9758\n",
-      "<670> LL/token: -7.97577\n",
-      "<680> LL/token: -7.97609\n",
-      "<690> LL/token: -7.97603\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service work include covid health government island ensure plan people water area increase economic \n",
-      "1\t12.5\tyear woman work student team people school good local visit country training time child island day event start week education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national province statement process add public state decision office meeting \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday time charge operation rsipf accuse high week area follow force \n",
-      "\n",
-      "<700> LL/token: -7.97649\n",
-      "<710> LL/token: -7.97627\n",
-      "<720> LL/token: -7.97664\n",
-      "<730> LL/token: -7.97729\n",
-      "<740> LL/token: -7.97717\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service work include covid health government island ensure plan people increase area economic water \n",
-      "1\t12.5\tyear woman work student team people school good local visit country training time child island day event week start education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national statement province add process public state decision office meeting \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday time operation charge rsipf accuse area high week follow force \n",
-      "\n",
-      "<750> LL/token: -7.97844\n",
-      "<760> LL/token: -7.97855\n",
-      "<770> LL/token: -7.97826\n",
-      "<780> LL/token: -7.97817\n",
-      "<790> LL/token: -7.97865\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service work include government covid health island ensure plan increase people area economic water \n",
-      "1\t12.5\tyear woman work student people team school good local visit country training time child day island event start today week \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national add province process statement public state decision office medium \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday charge operation time rsipf accuse high area week follow force \n",
-      "\n",
-      "<800> LL/token: -7.97862\n",
-      "<810> LL/token: -7.97997\n",
-      "<820> LL/token: -7.97994\n",
-      "<830> LL/token: -7.97993\n",
-      "<840> LL/token: -7.98014\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service work include government covid health island ensure plan increase area people economic water \n",
-      "1\t12.5\tyear woman work student people team school good local visit country time training child island day event start education today \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national statement province process add public state decision office year \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday time operation charge rsipf accuse week high area follow force \n",
-      "\n",
-      "<850> LL/token: -7.97997\n",
-      "<860> LL/token: -7.9804\n",
-      "<870> LL/token: -7.97995\n",
-      "<880> LL/token: -7.97979\n",
-      "<890> LL/token: -7.9813\n",
-      "\n",
-      "0\t12.5\tcountry support development project community service provide work include government covid health island ensure plan increase area economic people water \n",
-      "1\t12.5\tyear woman work student people team school good local country visit training child time day island event start today education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national province add statement process public state decision office medium \n",
-      "3\t12.5\tpolice officer case report public court year people man yesterday time operation charge rsipf accuse week follow high area force \n",
-      "\n",
-      "<900> LL/token: -7.98067\n"
+      "<310> LL/token: -7.99361\n",
+      "<320> LL/token: -7.99291\n",
+      "<330> LL/token: -7.99299\n",
+      "<340> LL/token: -7.99237\n",
+      "\n",
+      "0\t12.5\tcountry project support development service provide community covid health work include island area water plan increase ensure economic improve business \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament province election land statement add process public state leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf operation accuse week follow high day force \n",
+      "3\t12.5\twork year country people woman student team school good visit training island community child support program time event today day \n",
+      "\n",
+      "<350> LL/token: -7.99296\n",
+      "<360> LL/token: -7.99291\n",
+      "<370> LL/token: -7.99217\n",
+      "<380> LL/token: -7.99155\n",
+      "<390> LL/token: -7.99241\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide community work covid health include area island water increase plan ensure economic improve business \n",
+      "1\t12.5\tgovernment issue provincial member people national company province parliament election land statement state add process public leader meeting decision office \n",
+      "2\t12.5\tpolice officer case public report court year people man time yesterday charge operation rsipf week accuse follow high day find \n",
+      "3\t12.5\tpeople year country work woman student team school good visit training island community child support time program event day today \n",
+      "\n",
+      "<400> LL/token: -7.99098\n",
+      "<410> LL/token: -7.99164\n",
+      "<420> LL/token: -7.9906\n",
+      "<430> LL/token: -7.99076\n",
+      "<440> LL/token: -7.98997\n",
+      "\n",
+      "0\t12.5\tcountry project support development service provide work community covid health include area island plan water increase ensure economic improve business \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament province election land statement state add process public leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man yesterday time charge rsipf operation accuse week follow high day find \n",
+      "3\t12.5\tpeople year work country woman student team school good visit training island child community time program support event day today \n",
+      "\n",
+      "<450> LL/token: -7.98942\n",
+      "<460> LL/token: -7.98973\n",
+      "<470> LL/token: -7.9893\n",
+      "<480> LL/token: -7.98964\n",
+      "<490> LL/token: -7.98939\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work community covid health include island area water increase plan ensure economic government improve \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament add province election land statement process public state leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf operation accuse week high follow day find \n",
+      "3\t12.5\tyear people country work woman student team school good visit training child community island time program support day event today \n",
+      "\n",
+      "<500> LL/token: -7.98943\n",
+      "<510> LL/token: -7.98972\n",
+      "<520> LL/token: -7.98968\n",
+      "<530> LL/token: -7.98865\n",
+      "<540> LL/token: -7.98873\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work community covid health include island area water plan increase ensure government economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people national province company parliament election land statement public process state add leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf operation accuse week high follow force find \n",
+      "3\t12.5\tpeople year work country woman student team school good visit training child island community time program day support event today \n",
+      "\n",
+      "<550> LL/token: -7.98938\n",
+      "<560> LL/token: -7.98884\n",
+      "<570> LL/token: -7.98928\n",
+      "<580> LL/token: -7.98866\n",
+      "<590> LL/token: -7.98807\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work community covid health include island area plan water ensure increase economic improve government \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament province election land statement add process state public leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf operation accuse week high follow day force \n",
+      "3\t12.5\tpeople year work country woman student team school good visit training child island community time program support event today day \n",
+      "\n",
+      "<600> LL/token: -7.98809\n",
+      "<610> LL/token: -7.9884\n",
+      "<620> LL/token: -7.98825\n",
+      "<630> LL/token: -7.98916\n",
+      "<640> LL/token: -7.9892\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work covid health include community island area plan water increase ensure government economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people company national parliament province election land statement state process add public leader meeting decision office \n",
+      "2\t12.5\tpolice officer case public report court year people man time yesterday charge operation rsipf accuse week follow high day force \n",
+      "3\t12.5\tyear people work country woman student team school good visit training community island child time program day event support today \n",
+      "\n",
+      "<650> LL/token: -7.989\n",
+      "<660> LL/token: -7.98912\n",
+      "<670> LL/token: -7.98926\n",
+      "<680> LL/token: -7.98916\n",
+      "<690> LL/token: -7.98904\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work covid include community health island area water plan increase ensure government economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament election land province statement add process public state leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf operation week accuse high follow day area \n",
+      "3\t12.5\tyear people work woman country student team school good visit training community child island time program event day support today \n",
+      "\n",
+      "<700> LL/token: -7.98956\n",
+      "<710> LL/token: -7.98895\n",
+      "<720> LL/token: -7.98849\n",
+      "<730> LL/token: -7.98839\n",
+      "<740> LL/token: -7.9881\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work covid include health community island government area plan water ensure increase economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people national company parliament province election land statement process add state public leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge operation rsipf accuse week follow high area day \n",
+      "3\t12.5\tpeople year work country woman student team school good visit community training child time island program support day event today \n",
+      "\n",
+      "<750> LL/token: -7.98821\n",
+      "<760> LL/token: -7.98789\n",
+      "<770> LL/token: -7.98803\n",
+      "<780> LL/token: -7.98826\n",
+      "<790> LL/token: -7.98798\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work covid include health community island plan area water ensure government increase economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people company national province parliament election land statement public state add process leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report court public year man people time yesterday charge operation rsipf accuse week follow high area force \n",
+      "3\t12.5\tpeople year work woman country student team school good visit training community child time island day program event today support \n",
+      "\n",
+      "<800> LL/token: -7.98772\n",
+      "<810> LL/token: -7.98788\n",
+      "<820> LL/token: -7.98804\n",
+      "<830> LL/token: -7.98779\n",
+      "<840> LL/token: -7.98707\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work covid health include community island government plan area ensure water increase economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people company national province parliament election land statement add public state process leader meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf operation accuse week follow high day area \n",
+      "3\t12.5\tpeople year work woman country student team school good visit community training child time island program day today event education \n",
+      "\n",
+      "<850> LL/token: -7.98778\n",
+      "<860> LL/token: -7.98749\n",
+      "<870> LL/token: -7.98688\n",
+      "<880> LL/token: -7.98733\n",
+      "<890> LL/token: -7.98742\n",
+      "\n",
+      "0\t12.5\tcountry project development support service provide work covid health include community island government plan area ensure water increase economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people company national parliament election land statement province add state leader process public meeting decision office \n",
+      "2\t12.5\tpolice officer case public report court people year man yesterday time charge operation rsipf accuse week follow high area day \n",
+      "3\t12.5\tpeople year work woman country student team school good visit community training child time island day program event today week \n",
+      "\n",
+      "<900> LL/token: -7.98721\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<910> LL/token: -7.98072\n",
-      "<920> LL/token: -7.98171\n",
-      "<930> LL/token: -7.98153\n",
-      "<940> LL/token: -7.98141\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service work include government covid health island ensure plan increase area economic improve water \n",
-      "1\t12.5\tyear woman work people student team school good country visit local training time child day island event start today education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament election land national statement process add province state public decision office year \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday operation charge time rsipf accuse week area high follow force \n",
-      "\n",
-      "<950> LL/token: -7.98211\n",
-      "<960> LL/token: -7.98183\n",
-      "<970> LL/token: -7.98065\n",
-      "<980> LL/token: -7.98133\n",
-      "<990> LL/token: -7.98123\n",
-      "\n",
-      "0\t12.5\tcountry support development project community provide service work include government covid health island plan ensure area increase economic improve water \n",
-      "1\t12.5\tyear woman people work student team school good visit country time child training local day island event start today education \n",
-      "2\t12.5\tgovernment issue provincial member people leader company parliament national election land province process add statement public state decision office year \n",
-      "3\t12.5\tpolice officer case report public court people man year yesterday charge operation time rsipf accuse high week follow area force \n",
-      "\n",
-      "<1000> LL/token: -7.98187\n",
-      "\n",
-      "Total time: 1 minutes 30 seconds\n",
+      "<910> LL/token: -7.98647\n",
+      "<920> LL/token: -7.98607\n",
+      "<930> LL/token: -7.9867\n",
+      "<940> LL/token: -7.98639\n",
+      "\n",
+      "0\t12.5\tcountry development project support provide service work include covid health community government island area ensure plan water increase economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people company national parliament election land statement public leader province process state add meeting decision office \n",
+      "2\t12.5\tpolice officer case report public court year people man time yesterday charge rsipf operation accuse week follow high area force \n",
+      "3\t12.5\tpeople year work woman country student team school good visit training community child time island day program event today education \n",
+      "\n",
+      "<950> LL/token: -7.98577\n",
+      "<960> LL/token: -7.98604\n",
+      "<970> LL/token: -7.98636\n",
+      "<980> LL/token: -7.98581\n",
+      "<990> LL/token: -7.9864\n",
+      "\n",
+      "0\t12.5\tcountry development project support provide service work include covid health community government island area plan ensure water increase economic improve \n",
+      "1\t12.5\tgovernment issue provincial member people company national parliament election land statement public province state leader process add meeting office decision \n",
+      "2\t12.5\tpolice officer case report public court year man people yesterday time charge operation rsipf accuse week follow high area force \n",
+      "3\t12.5\tpeople year work woman country student team school good visit community training child time island day program event today support \n",
+      "\n",
+      "<1000> LL/token: -7.98623\n",
+      "\n",
+      "Total time: 1 minutes 34 seconds\n",
       "Mallet LDA: 5 topics, 3 topic bits, 111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.24607\n",
-      "<20> LL/token: -8.79671\n",
-      "<30> LL/token: -8.34414\n",
-      "<40> LL/token: -8.2098\n",
-      "\n",
-      "0\t10\tpolice officer year court man time yesterday charge case rsipf accuse public team force family allege leave incident find report \n",
-      "1\t10\tpeople covid health service country week province report number case operation continue receive work public medical community western include add \n",
-      "2\t10\tgovernment project development country support island policy provide area fund water work economic include plan year national sector improve people \n",
-      "3\t10\tgovernment issue provincial member company people parliament election leader land public statement process decision state add national office pay medium \n",
-      "4\t10\twoman work student community country school support year program training visit event opportunity people education child island important local good \n",
-      "\n",
-      "<50> LL/token: -8.15092\n",
-      "<60> LL/token: -8.11846\n",
-      "<70> LL/token: -8.09702\n",
-      "<80> LL/token: -8.08386\n",
-      "<90> LL/token: -8.07389\n",
-      "\n",
-      "0\t10\tpolice officer year court man case time yesterday public charge rsipf accuse high force report find allege incident leave arrest \n",
-      "1\t10\tpeople covid health province service country week community water report continue number work operation western medical case include travel month \n",
-      "2\t10\tgovernment development project country support provide include policy business work economic island fund plan improve area sector service national year \n",
-      "3\t10\tgovernment issue provincial member company people parliament election land public statement leader process state national decision add office medium pay \n",
-      "4\t10\twoman work people community student year school country visit training program support good child event education island important day opportunity \n",
-      "\n",
-      "<100> LL/token: -8.06775\n",
-      "<110> LL/token: -8.0628\n",
-      "<120> LL/token: -8.05948\n",
-      "<130> LL/token: -8.05659\n",
-      "<140> LL/token: -8.05422\n",
-      "\n",
-      "0\t10\tpolice officer year court man public case yesterday time charge rsipf accuse report force high find allege incident leave arrest \n",
-      "1\t10\tpeople covid health service province country community water week report continue work number western medical operation include travel case affect \n",
-      "2\t10\tgovernment development country project support provide include policy business work economic island fund plan improve ensure sector develop national area \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land statement public leader process state decision add national office medium pay \n",
-      "4\t10\twoman work year people community student school country visit training good program support child event education island day team hold \n",
-      "\n",
-      "<150> LL/token: -8.05228\n",
-      "<160> LL/token: -8.05083\n",
-      "<170> LL/token: -8.04861\n",
-      "<180> LL/token: -8.04809\n",
-      "<190> LL/token: -8.04695\n",
-      "\n",
-      "0\t10\tpolice officer year court man case public yesterday time charge rsipf accuse report force high find allege incident arrest leave \n",
-      "1\t10\tpeople covid health service province community country water week continue report work medical number western travel operation area case include \n",
-      "2\t10\tgovernment development country project support provide include work policy business economic fund island improve plan ensure sector develop national service \n",
-      "3\t10\tgovernment issue provincial member company people parliament election land public statement leader process national state decision add office medium pay \n",
-      "4\t10\twoman people year work student community school country visit training good program child event support education island team day today \n",
-      "\n",
-      "<200> LL/token: -8.04552\n",
-      "<210> LL/token: -8.04566\n",
-      "<220> LL/token: -8.04485\n",
-      "<230> LL/token: -8.04456\n",
-      "<240> LL/token: -8.04428\n",
-      "\n",
-      "0\t10\tpolice officer year court public man case yesterday time charge rsipf accuse report high force allege find incident leave arrest \n",
-      "1\t10\tpeople covid health service community country province water week report continue area medical work number western travel include operation affect \n",
-      "2\t10\tgovernment development country project support provide work include policy business economic island fund improve plan develop sector ensure service year \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land statement public leader national process state decision add province office medium \n",
-      "4\t10\twoman year people work student community school country training visit good program child team support event education day island today \n",
-      "\n",
-      "<250> LL/token: -8.04345\n",
-      "<260> LL/token: -8.04225\n",
-      "<270> LL/token: -8.04108\n",
-      "<280> LL/token: -8.04052\n",
-      "<290> LL/token: -8.04017\n",
-      "\n",
-      "0\t10\tpolice officer year court public case man yesterday time charge report rsipf accuse high force find allege incident arrest victim \n",
-      "1\t10\tpeople covid health service community province country water week continue area medical report number work western travel include affect operation \n",
-      "2\t10\tcountry government development project support provide work include business policy economic island fund improve plan develop sector ensure service region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land statement leader public national process state add decision office province medium \n",
-      "4\t10\tyear woman work people student community school country visit good training team child program event support education day hold island \n",
-      "\n",
-      "<300> LL/token: -8.04\n",
-      "<310> LL/token: -8.03927\n",
-      "<320> LL/token: -8.03899\n",
-      "<330> LL/token: -8.03902\n",
-      "<340> LL/token: -8.03818\n",
-      "\n",
-      "0\t10\tpolice officer year court public case man yesterday time charge report rsipf accuse high force allege find incident arrest follow \n",
-      "1\t10\tpeople covid health community service country province water week continue report area medical work number travel western affect include operation \n",
-      "2\t10\tgovernment country development project support provide include work policy business economic island improve plan fund ensure develop service sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land statement leader national public process state add decision office province medium \n",
-      "4\t10\twoman year work people student school community country training team good visit child program event support education day time island \n",
-      "\n",
-      "<350> LL/token: -8.0368\n",
-      "<360> LL/token: -8.03562\n",
-      "<370> LL/token: -8.03575\n",
-      "<380> LL/token: -8.03574\n",
-      "<390> LL/token: -8.03498\n",
-      "\n",
-      "0\t10\tpolice officer year court public case man yesterday report time charge rsipf accuse high force allege incident find arrest order \n",
-      "1\t10\tpeople covid health community service country province water week area medical continue work travel report western number affect include island \n",
-      "2\t10\tcountry government development project support provide include work policy business economic plan island fund improve ensure develop service sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land leader statement public national process add decision state province office medium \n",
-      "4\t10\twoman year work student people school community country team good training visit program child event education support day today time \n",
-      "\n",
-      "<400> LL/token: -8.03522\n"
+      "<10> LL/token: -9.24543\n",
+      "<20> LL/token: -8.84322\n",
+      "<30> LL/token: -8.35112\n",
+      "<40> LL/token: -8.19154\n",
+      "\n",
+      "0\t10\tpolice officer case report public court man year charge operation rsipf yesterday accuse force community person allege incident medium continue \n",
+      "1\t10\tgovernment issue provincial member company parliament land statement state process public decision add pay business province office meeting national executive \n",
+      "2\t10\tpeople team time local week island good year water day market month start place medical travel home number add live \n",
+      "3\t10\tcountry support project development provide service community government include health work plan island economic ensure improve increase area sector policy \n",
+      "4\t10\twoman year people student school work country election leader training child event program hold community education member day good young \n",
+      "\n",
+      "<50> LL/token: -8.13246\n",
+      "<60> LL/token: -8.10304\n",
+      "<70> LL/token: -8.08609\n",
+      "<80> LL/token: -8.07423\n",
+      "<90> LL/token: -8.06624\n",
+      "\n",
+      "0\t10\tpolice officer case public report court year man yesterday charge rsipf accuse operation high force medium person allege matter order \n",
+      "1\t10\tgovernment issue provincial member company parliament land statement process state add national people decision province public pay office leader meeting \n",
+      "2\t10\tpeople team covid health water time local week island good medical travel province market month service day start number home \n",
+      "3\t10\tcountry development support project provide government service include work island ensure community plan economic improve policy develop sector increase assistance \n",
+      "4\t10\tpeople year woman work student school country community training child visit event program leader day good education election support hold \n",
+      "\n",
+      "<100> LL/token: -8.06106\n",
+      "<110> LL/token: -8.05569\n",
+      "<120> LL/token: -8.05182\n",
+      "<130> LL/token: -8.04919\n",
+      "<140> LL/token: -8.04685\n",
+      "\n",
+      "0\t10\tpolice officer case public report court year man yesterday charge rsipf accuse operation high force medium time person order matter \n",
+      "1\t10\tgovernment issue provincial member company parliament people land election statement process national state province add decision leader public pay office \n",
+      "2\t10\tpeople covid health team water time week local province island service medical travel good market month area western number home \n",
+      "3\t10\tcountry development project support government provide include work service ensure island plan economic policy improve community develop business sector assistance \n",
+      "4\t10\tpeople year woman work student school country community training visit child good program event day support education leader today hold \n",
+      "\n",
+      "<150> LL/token: -8.04342\n",
+      "<160> LL/token: -8.04112\n",
+      "<170> LL/token: -8.03908\n",
+      "<180> LL/token: -8.03825\n",
+      "<190> LL/token: -8.037\n",
+      "\n",
+      "0\t10\tpolice officer case report public year court man yesterday charge rsipf accuse high operation medium time force order person matter \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land statement national process province state add decision leader public office pay \n",
+      "2\t10\tpeople covid health water team time province service week island medical local travel area market month good western number affect \n",
+      "3\t10\tcountry support development project government provide include work service ensure island plan economic policy improve business develop sector assistance management \n",
+      "4\t10\tpeople year woman work student school community country visit training child good program event day education today leader support hold \n",
+      "\n",
+      "<200> LL/token: -8.03565\n",
+      "<210> LL/token: -8.03436\n",
+      "<220> LL/token: -8.0341\n",
+      "<230> LL/token: -8.03316\n",
+      "<240> LL/token: -8.03212\n",
+      "\n",
+      "0\t10\tpolice officer case public report year court man yesterday charge rsipf accuse medium high operation time force order person matter \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land statement national province process leader state add decision public pay office \n",
+      "2\t10\tpeople covid health water service province time week community island area local medical travel team market month affect western number \n",
+      "3\t10\tcountry support development project government provide include work service ensure island plan economic policy improve business develop sector assistance fund \n",
+      "4\t10\tyear woman people student work school country community training visit good child team event program day education today hold support \n",
+      "\n",
+      "<250> LL/token: -8.03269\n",
+      "<260> LL/token: -8.03061\n",
+      "<270> LL/token: -8.02988\n",
+      "<280> LL/token: -8.03007\n",
+      "<290> LL/token: -8.02982\n",
+      "\n",
+      "0\t10\tpolice officer case public report year court man yesterday charge rsipf accuse medium time high force operation person order matter \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land statement national province process leader state decision add public office pay \n",
+      "2\t10\tpeople covid health water service province community time week island medical local area travel country market month affect food number \n",
+      "3\t10\tcountry support development project government provide work include service ensure island plan economic policy improve business develop fund sector management \n",
+      "4\t10\tyear woman people student work school community country training visit team good child event program day education today hold time \n",
+      "\n",
+      "<300> LL/token: -8.02857\n",
+      "<310> LL/token: -8.02755\n",
+      "<320> LL/token: -8.02867\n",
+      "<330> LL/token: -8.0272\n",
+      "<340> LL/token: -8.02692\n",
+      "\n",
+      "0\t10\tpolice officer public report case year court man yesterday charge rsipf accuse time medium high force order person operation matter \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land statement national province process leader state add decision office public pay \n",
+      "2\t10\tpeople covid health water service community province area island country week medical travel local time market number month food affect \n",
+      "3\t10\tcountry support development project government provide work include service ensure island policy economic plan business improve fund develop sector assistance \n",
+      "4\t10\twoman year people student work school community country team training visit good child event program today education day time young \n",
+      "\n",
+      "<350> LL/token: -8.02714\n",
+      "<360> LL/token: -8.02605\n",
+      "<370> LL/token: -8.02526\n",
+      "<380> LL/token: -8.02472\n",
+      "<390> LL/token: -8.02418\n",
+      "\n",
+      "0\t10\tpolice officer public report case year court man yesterday charge rsipf accuse medium high time force order person matter operation \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land national statement leader process province decision state add office public pay \n",
+      "2\t10\tpeople covid health water community service province country area island medical week travel time local market number affect western food \n",
+      "3\t10\tcountry support development project government provide work include service ensure island policy economic plan business improve develop fund sector national \n",
+      "4\t10\twoman year student people work school community team country training visit good child event program today education day time young \n",
+      "\n",
+      "<400> LL/token: -8.02498\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<410> LL/token: -8.03515\n",
-      "<420> LL/token: -8.03491\n",
-      "<430> LL/token: -8.03475\n",
-      "<440> LL/token: -8.03564\n",
-      "\n",
-      "0\t10\tpolice officer year court public case man yesterday report time charge rsipf accuse high force allege incident follow find matter \n",
-      "1\t10\tpeople covid health community service country province water week area medical work continue report travel number affect western island include \n",
-      "2\t10\tcountry government development project support provide include work policy business economic island plan improve fund ensure develop service sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land leader statement public process national add decision state province office constituency \n",
-      "4\t10\twoman year work student people school community country team visit training good child program event education support day time today \n",
-      "\n",
-      "<450> LL/token: -8.03487\n",
-      "<460> LL/token: -8.03457\n",
-      "<470> LL/token: -8.03491\n",
-      "<480> LL/token: -8.03416\n",
-      "<490> LL/token: -8.034\n",
-      "\n",
-      "0\t10\tpolice officer year court public case man yesterday report charge time rsipf accuse high force allege incident follow matter find \n",
-      "1\t10\tpeople covid health community service country province water week continue medical area work travel report island affect include western number \n",
-      "2\t10\tcountry development support project government provide work include business policy economic plan island improve fund ensure develop sector service region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land leader statement national process public decision state add province office medium \n",
-      "4\t10\twoman year student work people school community country team good visit training child program event education day support time today \n",
-      "\n",
-      "<500> LL/token: -8.03425\n",
-      "<510> LL/token: -8.03339\n",
-      "<520> LL/token: -8.03381\n",
-      "<530> LL/token: -8.03313\n",
-      "<540> LL/token: -8.03284\n",
-      "\n",
-      "0\t10\tpolice officer year public court case man yesterday report charge rsipf time accuse high force allege matter incident order find \n",
-      "1\t10\tpeople covid health community service country province water week area medical continue island travel work number report affect western include \n",
-      "2\t10\tcountry support development government project provide work include business policy economic plan island improve fund service ensure develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election leader land statement national process state decision add public province office constituency \n",
-      "4\t10\twoman year student work school people community team country good training visit child event program education time day today support \n",
-      "\n",
-      "<550> LL/token: -8.03197\n",
-      "<560> LL/token: -8.03223\n",
-      "<570> LL/token: -8.03217\n",
-      "<580> LL/token: -8.03219\n",
-      "<590> LL/token: -8.03123\n",
-      "\n",
-      "0\t10\tpolice officer year public court case man yesterday report charge rsipf accuse time high force allege incident matter follow order \n",
-      "1\t10\tpeople community covid health service country province water week area medical work island travel include continue affect number report western \n",
-      "2\t10\tcountry support development project government provide work include business policy economic island plan fund improve service ensure develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land leader statement national process state add decision public province office constituency \n",
-      "4\t10\tyear woman student work people school community team good training country visit child event program education time day today young \n",
-      "\n",
-      "<600> LL/token: -8.03045\n",
-      "<610> LL/token: -8.02998\n",
-      "<620> LL/token: -8.02944\n",
-      "<630> LL/token: -8.02974\n",
-      "<640> LL/token: -8.02916\n",
-      "\n",
-      "0\t10\tpolice officer year public court case man yesterday report charge rsipf time accuse high force matter order allege incident follow \n",
-      "1\t10\tpeople covid community health service country province water week area work medical continue island travel include affect number western report \n",
-      "2\t10\tcountry support development project government provide work include business policy economic plan island improve fund service develop ensure sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land leader statement national process decision add state province public office constituency \n",
-      "4\t10\twoman year student work school people team community good training country visit event child program education day time today young \n",
-      "\n",
-      "<650> LL/token: -8.02913\n",
-      "<660> LL/token: -8.02957\n",
-      "<670> LL/token: -8.03017\n",
-      "<680> LL/token: -8.02974\n",
-      "<690> LL/token: -8.02967\n",
-      "\n",
-      "0\t10\tpolice officer public year court case man report yesterday charge rsipf time accuse high force medium allege order incident matter \n",
-      "1\t10\tpeople community covid health service country province water week area medical work island continue include travel affect number report western \n",
-      "2\t10\tcountry support development project government provide work include business policy economic plan improve island fund service ensure develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament leader election land statement national process decision add state province public office constituency \n",
-      "4\t10\twoman year student work school people team community good country training visit child event program education time today day young \n",
-      "\n",
-      "<700> LL/token: -8.03052\n",
-      "<710> LL/token: -8.02974\n",
-      "<720> LL/token: -8.02989\n",
-      "<730> LL/token: -8.0295\n",
-      "<740> LL/token: -8.03068\n",
-      "\n",
-      "0\t10\tpolice officer public year court case man report yesterday charge rsipf accuse time high force order allege matter medium incident \n",
-      "1\t10\tpeople community covid health service country province water week area medical island travel work affect continue include western number report \n",
-      "2\t10\tcountry support development project government provide work include business policy economic island plan improve fund service ensure develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament election land leader statement national process state add decision province public office constituency \n",
-      "4\t10\twoman year student work school people team community training good visit country child event time program education today day young \n",
-      "\n",
-      "<750> LL/token: -8.03073\n",
-      "<760> LL/token: -8.03159\n",
-      "<770> LL/token: -8.03067\n",
-      "<780> LL/token: -8.03083\n",
-      "<790> LL/token: -8.03127\n",
-      "\n",
-      "0\t10\tpolice officer public year court case man report yesterday charge rsipf accuse time high force order matter allege medium incident \n",
-      "1\t10\tpeople community covid health service country water province week area medical work continue island travel number affect include western food \n",
-      "2\t10\tcountry support development project government provide work include business policy plan economic island service fund improve ensure develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament leader election land statement national process province decision add state public office constituency \n",
-      "4\t10\twoman year student work school people team community training good visit country child event time program education day today young \n",
-      "\n",
-      "<800> LL/token: -8.03104\n",
-      "<810> LL/token: -8.03103\n",
-      "<820> LL/token: -8.0309\n",
-      "<830> LL/token: -8.03014\n",
-      "<840> LL/token: -8.03079\n",
-      "\n",
-      "0\t10\tpolice officer public year court case man report yesterday charge rsipf accuse time high force order matter medium allege incident \n",
-      "1\t10\tpeople community covid health service country province water area week island medical work travel continue number include affect western food \n",
-      "2\t10\tcountry support development project government provide work include policy business economic plan improve fund service island ensure develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company leader parliament election land statement national process decision add state province public office constituency \n",
-      "4\t10\tyear woman student work school people team community good training visit country child event time program education today day young \n",
-      "\n",
-      "<850> LL/token: -8.03007\n",
-      "<860> LL/token: -8.03049\n",
-      "<870> LL/token: -8.03082\n",
-      "<880> LL/token: -8.03197\n",
-      "<890> LL/token: -8.03154\n",
-      "\n",
-      "0\t10\tpolice officer public year court case man report yesterday charge rsipf accuse time high force matter order allege incident medium \n",
-      "1\t10\tpeople community covid health service country province water area week island medical travel continue work include western number report affect \n",
-      "2\t10\tcountry support development government project provide work include business policy economic plan island improve service fund ensure develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament leader election land statement national process add province decision state public office constituency \n",
-      "4\t10\twoman year student work school people team community training good country visit child event program education time day today young \n",
-      "\n",
-      "<900> LL/token: -8.03154\n"
+      "<410> LL/token: -8.0251\n",
+      "<420> LL/token: -8.02496\n",
+      "<430> LL/token: -8.02357\n",
+      "<440> LL/token: -8.02346\n",
+      "\n",
+      "0\t10\tpolice officer public report case court year man yesterday charge rsipf accuse time medium high force order person matter allege \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land national statement leader province process add decision state public pay office \n",
+      "2\t10\tpeople covid health community water service province country area week island medical travel local market food number affect western continue \n",
+      "3\t10\tcountry support development project government provide work include ensure service policy island plan economic business improve fund develop sector assistance \n",
+      "4\t10\twoman year student work people school team community country training good visit child event program day education today time young \n",
+      "\n",
+      "<450> LL/token: -8.02296\n",
+      "<460> LL/token: -8.02311\n",
+      "<470> LL/token: -8.02367\n",
+      "<480> LL/token: -8.02343\n",
+      "<490> LL/token: -8.02327\n",
+      "\n",
+      "0\t10\tpolice officer report public case year court man yesterday charge rsipf accuse time medium high force order person matter allege \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land national statement leader province process add state decision public pay office \n",
+      "2\t10\tpeople covid health community water service country province area island week medical travel local market food number affect work time \n",
+      "3\t10\tcountry support development project government provide work include service policy island economic ensure business plan improve develop fund sector national \n",
+      "4\t10\twoman year student school work people team community country training visit good child event education program day today time young \n",
+      "\n",
+      "<500> LL/token: -8.02445\n",
+      "<510> LL/token: -8.02465\n",
+      "<520> LL/token: -8.02352\n",
+      "<530> LL/token: -8.02337\n",
+      "<540> LL/token: -8.02498\n",
+      "\n",
+      "0\t10\tpolice officer report public case year court man yesterday charge rsipf accuse medium time high force order matter allege incident \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land leader statement national province process decision state add public office pay \n",
+      "2\t10\tpeople covid health community water service province country area medical week local island travel market food number affect work western \n",
+      "3\t10\tcountry support development project government provide work include service policy island economic ensure business plan improve fund develop national sector \n",
+      "4\t10\twoman year student people school work team community training country good visit child event time day education today program young \n",
+      "\n",
+      "<550> LL/token: -8.02419\n",
+      "<560> LL/token: -8.02443\n",
+      "<570> LL/token: -8.02553\n",
+      "<580> LL/token: -8.02514\n",
+      "<590> LL/token: -8.02554\n",
+      "\n",
+      "0\t10\tpolice officer public report case year court man yesterday charge rsipf accuse time medium high force order matter allege incident \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land leader national statement process province add decision state public office constituency \n",
+      "2\t10\tpeople covid health community service water province country area week medical island travel local market food work affect continue western \n",
+      "3\t10\tcountry support development project government provide work include service policy island economic plan business ensure improve fund develop national sector \n",
+      "4\t10\twoman year student school people work team community training country visit good child event time day education program today young \n",
+      "\n",
+      "<600> LL/token: -8.02524\n",
+      "<610> LL/token: -8.02464\n",
+      "<620> LL/token: -8.02531\n",
+      "<630> LL/token: -8.02523\n",
+      "<640> LL/token: -8.02559\n",
+      "\n",
+      "0\t10\tpolice officer report public year case court man yesterday charge rsipf accuse time medium high force order matter law allege \n",
+      "1\t10\tgovernment provincial issue member people company parliament election land leader statement national province process state add decision public office constituency \n",
+      "2\t10\tpeople covid health community service water country province area week medical local island travel market work food continue affect number \n",
+      "3\t10\tcountry support development project government provide work include policy island economic service business plan ensure improve fund national develop sector \n",
+      "4\t10\twoman year student school people work team training country good community visit child event time day education today program young \n",
+      "\n",
+      "<650> LL/token: -8.02433\n",
+      "<660> LL/token: -8.0245\n",
+      "<670> LL/token: -8.02466\n",
+      "<680> LL/token: -8.02565\n",
+      "<690> LL/token: -8.02562\n",
+      "\n",
+      "0\t10\tpolice officer report public case court year man yesterday charge rsipf accuse time medium high force order matter allege incident \n",
+      "1\t10\tgovernment issue provincial member people parliament leader company election land statement province national process add decision state public office constituency \n",
+      "2\t10\tpeople covid health community service water country province area week island medical travel local market food affect work number continue \n",
+      "3\t10\tcountry support development project government provide work include policy island service business economic plan ensure improve national fund develop sector \n",
+      "4\t10\twoman year student school work people team good training country visit community child event time day education today program young \n",
+      "\n",
+      "<700> LL/token: -8.02582\n",
+      "<710> LL/token: -8.02579\n",
+      "<720> LL/token: -8.02605\n",
+      "<730> LL/token: -8.02672\n",
+      "<740> LL/token: -8.02688\n",
+      "\n",
+      "0\t10\tpolice officer public report case court year man yesterday charge rsipf accuse time high medium order force matter allege law \n",
+      "1\t10\tgovernment issue provincial member people parliament election land company leader statement national province process add decision state public office constituency \n",
+      "2\t10\tpeople covid health community service water country province area medical island week travel local market food work affect number western \n",
+      "3\t10\tcountry support development project government provide work include policy island service economic business plan ensure improve fund develop sector national \n",
+      "4\t10\twoman year student school people work team good training community visit country child event time day education today program young \n",
+      "\n",
+      "<750> LL/token: -8.02734\n",
+      "<760> LL/token: -8.02773\n",
+      "<770> LL/token: -8.02717\n",
+      "<780> LL/token: -8.02827\n",
+      "<790> LL/token: -8.02716\n",
+      "\n",
+      "0\t10\tpolice officer report public case year court man yesterday charge rsipf accuse time medium high force order matter allege incident \n",
+      "1\t10\tgovernment issue provincial member people parliament company election land leader statement national province process decision add state public office constituency \n",
+      "2\t10\tpeople covid health community service country water province area island week medical travel local market food number affect include work \n",
+      "3\t10\tcountry support development project government provide work include policy service economic island business ensure improve plan fund develop national sector \n",
+      "4\t10\twoman year student school work people team training good visit child community country event time day education today program young \n",
+      "\n",
+      "<800> LL/token: -8.02774\n",
+      "<810> LL/token: -8.02768\n",
+      "<820> LL/token: -8.02784\n",
+      "<830> LL/token: -8.02816\n",
+      "<840> LL/token: -8.02814\n",
+      "\n",
+      "0\t10\tpolice officer public report year case court man yesterday charge rsipf accuse time medium high force matter order allege law \n",
+      "1\t10\tgovernment issue provincial member people company parliament election land leader statement national province process add decision state public office constituency \n",
+      "2\t10\tpeople covid health community service water country province area week island medical travel local market food continue work western number \n",
+      "3\t10\tcountry support development project government provide work include policy service island economic business plan ensure improve fund develop assistance sector \n",
+      "4\t10\twoman year student school people work team training good visit community child country event time day education today program young \n",
+      "\n",
+      "<850> LL/token: -8.02861\n",
+      "<860> LL/token: -8.02898\n",
+      "<870> LL/token: -8.02808\n",
+      "<880> LL/token: -8.02811\n",
+      "<890> LL/token: -8.02821\n",
+      "\n",
+      "0\t10\tpolice officer report public year case court man yesterday charge rsipf accuse time high medium force order matter allege incident \n",
+      "1\t10\tgovernment provincial issue member people company leader parliament election land statement national province process state decision add public office constituency \n",
+      "2\t10\tpeople covid health community service water country province area week medical island travel local market food work affect number western \n",
+      "3\t10\tcountry support development project government provide work include service policy business economic island plan ensure improve fund develop national sector \n",
+      "4\t10\tyear woman student school work people team training good visit community child country event time day education today program young \n",
+      "\n",
+      "<900> LL/token: -8.02841\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<910> LL/token: -8.03199\n",
-      "<920> LL/token: -8.03102\n",
-      "<930> LL/token: -8.0311\n",
-      "<940> LL/token: -8.03095\n",
-      "\n",
-      "0\t10\tpolice officer public year court case man report yesterday charge rsipf accuse time high force order matter allege medium incident \n",
-      "1\t10\tpeople community covid health service country water province week island area medical travel continue include western work affect number food \n",
-      "2\t10\tcountry support development project government provide work include policy business economic plan service island improve ensure fund develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company parliament leader election land statement national process province decision add state public office constituency \n",
-      "4\t10\tyear woman student work school people team community good training visit country child event time education program today day young \n",
-      "\n",
-      "<950> LL/token: -8.03014\n",
-      "<960> LL/token: -8.0312\n",
-      "<970> LL/token: -8.03156\n",
-      "<980> LL/token: -8.03178\n",
-      "<990> LL/token: -8.03137\n",
-      "\n",
-      "0\t10\tpolice officer public year court case man report yesterday charge rsipf accuse time high force order matter medium allege incident \n",
-      "1\t10\tpeople community covid health service country water province area week island medical travel include western affect food continue work number \n",
-      "2\t10\tcountry support development project government provide work include policy business economic service plan improve island ensure fund develop sector region \n",
-      "3\t10\tgovernment issue provincial member people company leader parliament election land statement national process province add decision state public office constituency \n",
-      "4\t10\twoman year student work school people team community training good visit country child event time education program day today young \n",
-      "\n",
-      "<1000> LL/token: -8.0325\n",
-      "\n",
-      "Total time: 1 minutes 29 seconds\n",
+      "<910> LL/token: -8.02847\n",
+      "<920> LL/token: -8.02937\n",
+      "<930> LL/token: -8.02831\n",
+      "<940> LL/token: -8.02956\n",
+      "\n",
+      "0\t10\tpolice officer public report case court year man yesterday charge rsipf accuse time high medium force order matter allege incident \n",
+      "1\t10\tgovernment provincial issue member people company parliament leader election land national statement province process add decision state public office constituency \n",
+      "2\t10\tpeople covid health community service water country province area week medical island travel market local food work affect include number \n",
+      "3\t10\tcountry support development project government provide work include policy service island economic business plan improve ensure fund develop sector assistance \n",
+      "4\t10\twoman year student school work people team good training visit community child country event time day education today program young \n",
+      "\n",
+      "<950> LL/token: -8.02951\n",
+      "<960> LL/token: -8.02928\n",
+      "<970> LL/token: -8.02974\n",
+      "<980> LL/token: -8.03044\n",
+      "<990> LL/token: -8.03054\n",
+      "\n",
+      "0\t10\tpolice officer public report year case court man yesterday charge rsipf accuse time medium high force order matter allege incident \n",
+      "1\t10\tgovernment provincial issue member people leader company parliament election land statement national province process decision add state public office constituency \n",
+      "2\t10\tpeople covid health community service water country province area island medical week travel market local food continue number affect include \n",
+      "3\t10\tcountry support development project government provide work include policy service business island economic plan ensure improve fund develop sector assistance \n",
+      "4\t10\twoman year student school people work team training good community visit child country event time day education today program young \n",
+      "\n",
+      "<1000> LL/token: -8.03084\n",
+      "\n",
+      "Total time: 1 minutes 36 seconds\n",
       "Mallet LDA: 6 topics, 3 topic bits, 111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.38567\n",
-      "<20> LL/token: -8.81074\n",
-      "<30> LL/token: -8.39844\n",
-      "<40> LL/token: -8.25286\n",
-      "\n",
-      "0\t8.33333\tcommunity work support woman student service school provide project program training child health water education people year include improve youth \n",
-      "1\t8.33333\tcountry government development project policy island economic support increase business include sector region develop resource year plan ensure fund provide \n",
-      "2\t8.33333\tteam year people visit time country good day island event today week medical start local play work open place month \n",
-      "3\t8.33333\tpolice officer case public court year man report charge rsipf accuse yesterday matter force high order law allege incident money \n",
-      "4\t8.33333\tgovernment provincial member people leader issue parliament national election province country decision statement meeting official add state group hold process \n",
-      "5\t8.33333\tcovid people company land issue report operation public week situation travel pay add road province source confirm accord area follow \n",
-      "\n",
-      "<50> LL/token: -8.18742\n",
-      "<60> LL/token: -8.15394\n",
-      "<70> LL/token: -8.13361\n",
-      "<80> LL/token: -8.11953\n",
-      "<90> LL/token: -8.11096\n",
-      "\n",
-      "0\t8.33333\twork community support woman student service school program project provide training child people health education include year australian youth important \n",
-      "1\t8.33333\tcountry development government project island support economic policy include increase business sector region develop resource provide year fund regional plan \n",
-      "2\t8.33333\tyear team people country time visit good day island event today week local start play place open hold medical host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force matter high order allege incident money arrest \n",
-      "4\t8.33333\tgovernment provincial member people issue leader national parliament election statement decision province state add process official meeting medium group executive \n",
-      "5\t8.33333\tcovid company people land report water operation province week area issue travel situation road pay source market add confirm business \n",
-      "\n",
-      "<100> LL/token: -8.10327\n",
-      "<110> LL/token: -8.0986\n",
-      "<120> LL/token: -8.09666\n",
-      "<130> LL/token: -8.09323\n",
-      "<140> LL/token: -8.09092\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program provide project child training people health year education include australian youth complete \n",
-      "1\t8.33333\tcountry development government project support island economic policy include business increase sector region develop provide resource year infrastructure ensure regional \n",
-      "2\t8.33333\tyear team country people time visit day good island event today start week play local place open hold host hospital \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force matter order high money allege incident arrest \n",
-      "4\t8.33333\tgovernment provincial member issue people leader parliament national election statement decision state process province add medium meeting official public executive \n",
-      "5\t8.33333\tcovid people company land water operation report area province week travel road health market situation source issue supply pay affect \n",
-      "\n",
-      "<150> LL/token: -8.08811\n",
-      "<160> LL/token: -8.08699\n",
-      "<170> LL/token: -8.08676\n",
-      "<180> LL/token: -8.08615\n",
-      "<190> LL/token: -8.0852\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program provide project training child people year education health include important youth staff \n",
-      "1\t8.33333\tcountry development government project support island policy economic include business sector increase region develop provide resource year plan infrastructure regional \n",
-      "2\t8.33333\tyear country team people time visit day good island event today week start play open hold local place host hospital \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force matter money order high allege incident time \n",
-      "4\t8.33333\tgovernment provincial member issue people leader parliament national election statement decision process state medium province add public meeting official executive \n",
-      "5\t8.33333\tcovid people company land water operation area province report health travel road market week situation source supply business pay issue \n",
-      "\n",
-      "<200> LL/token: -8.08546\n",
-      "<210> LL/token: -8.08403\n",
-      "<220> LL/token: -8.08499\n",
-      "<230> LL/token: -8.08383\n",
-      "<240> LL/token: -8.08335\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program project provide child training people year education health include important youth staff \n",
-      "1\t8.33333\tcountry development government project support island economic policy include business sector increase region provide develop resource year infrastructure regional plan \n",
-      "2\t8.33333\tyear team people country time visit day good island today event start play place open week local hold lead host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force matter order high money allege incident arrest \n",
-      "4\t8.33333\tgovernment provincial member issue leader people parliament election national statement decision process state add medium public province meeting executive official \n",
-      "5\t8.33333\tcovid people company land water operation area province health report week travel road market situation source affect supply continue add \n",
-      "\n",
-      "<250> LL/token: -8.0834\n",
-      "<260> LL/token: -8.08265\n",
-      "<270> LL/token: -8.08198\n",
-      "<280> LL/token: -8.08247\n",
-      "<290> LL/token: -8.08142\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program provide child project people training year education health include youth complete important \n",
-      "1\t8.33333\tcountry development government project support island policy economic include business sector provide region develop increase resource infrastructure ensure year regional \n",
-      "2\t8.33333\tyear country team people time visit day good island today event start play place open week hold local lead host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force matter money order allege high incident arrest \n",
-      "4\t8.33333\tgovernment provincial member issue people leader parliament election national statement decision process add state public medium province meeting official executive \n",
-      "5\t8.33333\tcovid people company land water area operation province health report week medical travel road market situation supply affect source log \n",
-      "\n",
-      "<300> LL/token: -8.08122\n"
+      "<10> LL/token: -9.41015\n",
+      "<20> LL/token: -8.83353\n",
+      "<30> LL/token: -8.37629\n",
+      "<40> LL/token: -8.24143\n",
+      "\n",
+      "0\t8.33333\tgovernment member people provincial leader issue national parliament election meeting country statement state decision medium official group add minister hold \n",
+      "1\t8.33333\tcommunity support service people covid health country provide work include water province project continue ensure plan medical area national assistance \n",
+      "2\t8.33333\tpolice officer public case court report man charge rsipf year accuse yesterday matter force order allege incident high arrest victim \n",
+      "3\t8.33333\tschool year student people team time day child good family week visit start event today young home travel life live \n",
+      "4\t8.33333\tcountry development woman island support work opportunity economic training program develop market region sector include local project challenge international policy \n",
+      "5\t8.33333\tgovernment year company land project issue fund business pay add work budget month cost ministry accord receive money road sign \n",
+      "\n",
+      "<50> LL/token: -8.18384\n",
+      "<60> LL/token: -8.15152\n",
+      "<70> LL/token: -8.12986\n",
+      "<80> LL/token: -8.11632\n",
+      "<90> LL/token: -8.10606\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement country decision state meeting medium province official group add minister \n",
+      "1\t8.33333\tpeople community country service covid health province water support work provide continue include medical area week ensure response affect facility \n",
+      "2\t8.33333\tpolice officer public court case report man charge rsipf year accuse yesterday force matter order allege incident arrest victim high \n",
+      "3\t8.33333\tyear student school team time good child day people visit event start young family today island work week play place \n",
+      "4\t8.33333\tcountry development support project woman work island program training economic provide opportunity include develop sector policy improve region important market \n",
+      "5\t8.33333\tgovernment year company land business project fund issue pay work add service ministry budget month cost local expect accord receive \n",
+      "\n",
+      "<100> LL/token: -8.0997\n",
+      "<110> LL/token: -8.09529\n",
+      "<120> LL/token: -8.09198\n",
+      "<130> LL/token: -8.08977\n",
+      "<140> LL/token: -8.08597\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election decision statement country state province medium meeting official add group constituency \n",
+      "1\t8.33333\tpeople community covid health country service province water continue provide work include week support medical area response affect case report \n",
+      "2\t8.33333\tpolice officer court public case man report charge rsipf yesterday year accuse force matter order allege incident time arrest victim \n",
+      "3\t8.33333\tyear student school team time good child visit event day people woman work start today young family island week play \n",
+      "4\t8.33333\tcountry support development project work program island woman provide economic include training opportunity improve develop policy sector region important community \n",
+      "5\t8.33333\tgovernment year company business land fund project work pay service issue ministry add budget month local cost money expect road \n",
+      "\n",
+      "<150> LL/token: -8.08424\n",
+      "<160> LL/token: -8.08262\n",
+      "<170> LL/token: -8.08137\n",
+      "<180> LL/token: -8.08061\n",
+      "<190> LL/token: -8.07938\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement decision state province medium country add meeting official group constituency \n",
+      "1\t8.33333\tpeople community covid health country service province water continue include week provide medical area work support western response affect case \n",
+      "2\t8.33333\tpolice officer court public case man report charge yesterday year rsipf accuse force matter order allege incident arrest victim time \n",
+      "3\t8.33333\tyear student school team time good woman child visit event day work people today young start island family week play \n",
+      "4\t8.33333\tsupport country development project work island program provide include economic woman improve training policy develop opportunity sector region community important \n",
+      "5\t8.33333\tgovernment year company business land fund work service project pay issue ministry add local budget month cost expect money receive \n",
+      "\n",
+      "<200> LL/token: -8.07939\n",
+      "<210> LL/token: -8.07824\n",
+      "<220> LL/token: -8.07746\n",
+      "<230> LL/token: -8.07722\n",
+      "<240> LL/token: -8.07655\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement decision state province medium meeting official country add group constituency \n",
+      "1\t8.33333\tpeople community covid health country province service water continue week area medical include work provide affect response support western situation \n",
+      "2\t8.33333\tpolice officer court public case man report year charge rsipf yesterday accuse force matter order allege incident arrest victim time \n",
+      "3\t8.33333\tyear student school team good woman time visit event child work day people young start today island youth family education \n",
+      "4\t8.33333\tsupport country development project work provide island include program economic woman improve policy develop training sector opportunity community region important \n",
+      "5\t8.33333\tgovernment year company business land fund work service pay project local issue ministry add budget market cost month money expect \n",
+      "\n",
+      "<250> LL/token: -8.07564\n",
+      "<260> LL/token: -8.0751\n",
+      "<270> LL/token: -8.07469\n",
+      "<280> LL/token: -8.07374\n",
+      "<290> LL/token: -8.07332\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement state decision province medium meeting add official group country constituency \n",
+      "1\t8.33333\tpeople community covid health country province service water continue area week medical include provide affect island work response case report \n",
+      "2\t8.33333\tpolice officer court public case man report year charge yesterday rsipf accuse force matter order allege incident time arrest victim \n",
+      "3\t8.33333\tyear student school team woman good time visit event child work day young people today start youth education week play \n",
+      "4\t8.33333\tsupport country development project work provide include island program economic improve policy government develop woman sector community opportunity region training \n",
+      "5\t8.33333\tgovernment year business company land fund work service pay market local ministry project issue add budget month cost money expect \n",
+      "\n",
+      "<300> LL/token: -8.07382\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<310> LL/token: -8.08036\n",
-      "<320> LL/token: -8.07978\n",
-      "<330> LL/token: -8.0795\n",
-      "<340> LL/token: -8.07966\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program provide child project training people year education include health youth staff complete \n",
-      "1\t8.33333\tcountry development government project support island policy economic include business sector provide increase region develop resource infrastructure ensure national regional \n",
-      "2\t8.33333\tyear country team people time visit day good island event today play place hold local start week open lead host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force matter money high allege incident order time \n",
-      "4\t8.33333\tgovernment provincial issue member people leader parliament election national statement decision process public state medium province add meeting constituency executive \n",
-      "5\t8.33333\tcovid people company land water health area operation medical province report travel road week market situation supply affect source continue \n",
-      "\n",
-      "<350> LL/token: -8.0791\n",
-      "<360> LL/token: -8.07884\n",
-      "<370> LL/token: -8.07953\n",
-      "<380> LL/token: -8.0789\n",
-      "<390> LL/token: -8.07964\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program provide child people training project year education include health complete youth staff \n",
-      "1\t8.33333\tcountry development government project support policy economic island include business sector provide increase region develop resource infrastructure ensure national regional \n",
-      "2\t8.33333\tyear team country people time visit good day island today event start hold play place week local open lead host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force matter money order allege high incident arrest \n",
-      "4\t8.33333\tgovernment provincial issue member leader people parliament election national statement decision process public state add medium province meeting office executive \n",
-      "5\t8.33333\tcovid people company land water health area operation province medical report week travel road market situation supply source affect site \n",
-      "\n",
-      "<400> LL/token: -8.07957\n",
-      "<410> LL/token: -8.07874\n",
-      "<420> LL/token: -8.07864\n",
-      "<430> LL/token: -8.07722\n",
-      "<440> LL/token: -8.07835\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program people child provide training project year education include youth health build staff \n",
-      "1\t8.33333\tcountry government development project support policy economic business include island sector provide increase develop region resource infrastructure plan national ensure \n",
-      "2\t8.33333\tyear country team people time visit good day island today event place hold start open play local lead week host \n",
-      "3\t8.33333\tpolice officer court public case year man report charge rsipf accuse yesterday force money matter allege order incident high time \n",
-      "4\t8.33333\tgovernment provincial issue member people leader parliament election national statement decision process public state add medium province meeting constituency executive \n",
-      "5\t8.33333\tcovid people company land water health area operation medical province travel week market report road supply situation affect site service \n",
-      "\n",
-      "<450> LL/token: -8.07815\n",
-      "<460> LL/token: -8.0765\n",
-      "<470> LL/token: -8.0763\n",
-      "<480> LL/token: -8.07676\n",
-      "<490> LL/token: -8.07642\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program people child provide training year project education include important youth complete health \n",
-      "1\t8.33333\tcountry development government project support policy economic business island include sector develop increase provide region resource infrastructure national ensure plan \n",
-      "2\t8.33333\tyear country team people time visit good day island today event hold play place open start local lead group host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force money order matter allege high incident arrest \n",
-      "4\t8.33333\tgovernment provincial issue member leader people parliament election national statement public process decision state medium add province meeting office constituency \n",
-      "5\t8.33333\tpeople covid company water land health area operation medical province report week travel market road situation supply affect food site \n",
-      "\n",
-      "<500> LL/token: -8.07764\n",
-      "<510> LL/token: -8.07784\n",
-      "<520> LL/token: -8.07769\n",
-      "<530> LL/token: -8.07767\n",
-      "<540> LL/token: -8.07779\n",
-      "\n",
-      "0\t8.33333\twork community support woman student school service program people child provide training year education project include youth complete staff important \n",
-      "1\t8.33333\tcountry government development project support policy economic business island include sector provide develop increase region resource infrastructure ensure plan national \n",
-      "2\t8.33333\tyear team country people time visit good day island today event hold play place start open local lead host group \n",
-      "3\t8.33333\tpolice officer court public case year man report charge rsipf accuse yesterday force order matter money allege incident high arrest \n",
-      "4\t8.33333\tgovernment provincial issue member people leader parliament election national statement process land decision public state add province medium constituency executive \n",
-      "5\t8.33333\tcovid people company water health area operation medical province week report market travel road situation supply food country affect western \n",
-      "\n",
-      "<550> LL/token: -8.0776\n",
-      "<560> LL/token: -8.07755\n",
-      "<570> LL/token: -8.07675\n",
-      "<580> LL/token: -8.07656\n",
-      "<590> LL/token: -8.07553\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school service program people child year training provide education project important include youth complete staff \n",
-      "1\t8.33333\tcountry government development project support policy include economic business island provide sector develop region increase resource infrastructure plan ensure national \n",
-      "2\t8.33333\tteam country year people time visit good day island today event hold place local play open start lead host group \n",
-      "3\t8.33333\tpolice officer court public case year man report charge rsipf accuse yesterday force money order high matter allege incident arrest \n",
-      "4\t8.33333\tgovernment issue provincial member people leader parliament election national statement land public decision process state add medium province office constituency \n",
-      "5\t8.33333\tpeople covid company water health area operation medical province report market week travel road country supply situation affect food site \n",
-      "\n",
-      "<600> LL/token: -8.0759\n",
-      "<610> LL/token: -8.07519\n",
-      "<620> LL/token: -8.0763\n",
-      "<630> LL/token: -8.07588\n",
-      "<640> LL/token: -8.07574\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school service program people child year training provide education include complete youth staff important family \n",
-      "1\t8.33333\tcountry government development project support policy business economic include island sector provide develop region resource ensure infrastructure plan increase national \n",
-      "2\t8.33333\tcountry team year people time visit good day island today event hold place play local open start lead group host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force money order matter allege incident high time \n",
-      "4\t8.33333\tgovernment issue provincial member people leader parliament election national land statement public process decision state add medium province office constituency \n",
-      "5\t8.33333\tpeople covid company water health area medical province operation report market travel country week road food supply situation affect site \n",
-      "\n",
-      "<650> LL/token: -8.07432\n",
-      "<660> LL/token: -8.07449\n",
-      "<670> LL/token: -8.07478\n",
-      "<680> LL/token: -8.07493\n",
-      "<690> LL/token: -8.07316\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school service program people child year training provide education include complete youth staff important family \n",
-      "1\t8.33333\tcountry government development project support policy business economic include island provide sector develop region resource plan infrastructure ensure fund national \n",
-      "2\t8.33333\tyear country team people time visit good day island today event hold play place open local start lead host group \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force order money matter allege incident time high \n",
-      "4\t8.33333\tgovernment issue provincial member people leader parliament election national land statement process decision public state add medium province constituency executive \n",
-      "5\t8.33333\tcovid people company water health area medical province operation report travel market week country road food supply situation affect case \n",
-      "\n",
-      "<700> LL/token: -8.07283\n"
+      "<310> LL/token: -8.0727\n",
+      "<320> LL/token: -8.07108\n",
+      "<330> LL/token: -8.07222\n",
+      "<340> LL/token: -8.07218\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement province decision state medium add meeting official country group constituency \n",
+      "1\t8.33333\tpeople community covid health country province water service continue week area medical include affect island provide response western case facility \n",
+      "2\t8.33333\tpolice officer public court case man report year charge rsipf yesterday accuse force matter order allege incident time arrest victim \n",
+      "3\t8.33333\tyear student school team woman good time visit work event child day people today young start youth education week family \n",
+      "4\t8.33333\tsupport country development project work provide include island program government economic improve policy community develop sector opportunity region woman important \n",
+      "5\t8.33333\tgovernment year business company land fund work service market local pay issue add budget month project cost money ministry expect \n",
+      "\n",
+      "<350> LL/token: -8.07097\n",
+      "<360> LL/token: -8.06971\n",
+      "<370> LL/token: -8.07044\n",
+      "<380> LL/token: -8.06983\n",
+      "<390> LL/token: -8.07002\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement province state decision medium add meeting official process country group \n",
+      "1\t8.33333\tpeople community covid health country province water service continue week medical area include affect island travel response report case western \n",
+      "2\t8.33333\tpolice officer public court case man report year charge yesterday rsipf accuse force matter allege order incident time arrest victim \n",
+      "3\t8.33333\tyear student school woman team time good visit event work child day young today start education youth people island week \n",
+      "4\t8.33333\tsupport country development project work provide include island government program economic policy improve develop community sector region opportunity important training \n",
+      "5\t8.33333\tyear government business company land work fund market service pay local add issue project month cost money expect budget road \n",
+      "\n",
+      "<400> LL/token: -8.06983\n",
+      "<410> LL/token: -8.06975\n",
+      "<420> LL/token: -8.06937\n",
+      "<430> LL/token: -8.06909\n",
+      "<440> LL/token: -8.06831\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement province state decision medium add meeting official group constituency country \n",
+      "1\t8.33333\tpeople community covid health country water province service continue week medical area include island affect travel case provide food western \n",
+      "2\t8.33333\tpolice officer public court case man report year charge yesterday rsipf accuse force matter order allege incident time arrest victim \n",
+      "3\t8.33333\tyear student school woman team good time work event child visit day today young start youth education people week family \n",
+      "4\t8.33333\tsupport country development project work provide government include island program economic policy improve develop community sector region opportunity important plan \n",
+      "5\t8.33333\tyear government business company land work market service fund local pay add issue month cost money expect road ministry budget \n",
+      "\n",
+      "<450> LL/token: -8.06824\n",
+      "<460> LL/token: -8.06774\n",
+      "<470> LL/token: -8.06763\n",
+      "<480> LL/token: -8.06625\n",
+      "<490> LL/token: -8.06623\n",
+      "\n",
+      "0\t8.33333\tgovernment provincial member people issue leader national parliament election statement province decision state medium add meeting official constituency group process \n",
+      "1\t8.33333\tpeople community covid health country water province service week medical continue area include island affect travel food western provide response \n",
+      "2\t8.33333\tpolice officer court public case man report year charge yesterday rsipf accuse force matter order allege incident time arrest victim \n",
+      "3\t8.33333\tyear student woman school team good work time event child visit day young today start youth people education play family \n",
+      "4\t8.33333\tsupport country development project work provide government include island program economic policy improve develop community sector region opportunity plan important \n",
+      "5\t8.33333\tyear government business company land work service market local fund pay add month issue cost money road expect ministry receive \n",
+      "\n",
+      "<500> LL/token: -8.06543\n",
+      "<510> LL/token: -8.06494\n",
+      "<520> LL/token: -8.0652\n",
+      "<530> LL/token: -8.06618\n",
+      "<540> LL/token: -8.06666\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader parliament national election statement province decision state medium add meeting official constituency country public \n",
+      "1\t8.33333\tpeople community covid health country water province service area medical continue week island include food affect travel case response facility \n",
+      "2\t8.33333\tpolice officer court public case man report year charge yesterday rsipf accuse force matter allege order incident time arrest victim \n",
+      "3\t8.33333\tyear student woman school team good work time event visit child day young today people youth start education play family \n",
+      "4\t8.33333\tsupport country development project work government provide include island program economic improve policy develop community sector region important opportunity plan \n",
+      "5\t8.33333\tyear business company government land work service market local fund pay add month issue cost money expect road increase receive \n",
+      "\n",
+      "<550> LL/token: -8.0672\n",
+      "<560> LL/token: -8.06813\n",
+      "<570> LL/token: -8.06806\n",
+      "<580> LL/token: -8.0674\n",
+      "<590> LL/token: -8.06738\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement province state decision medium add meeting official group constituency process \n",
+      "1\t8.33333\tpeople community covid health country water province service area medical continue week island include affect food travel response situation western \n",
+      "2\t8.33333\tpolice officer court public case man report year charge yesterday rsipf accuse force matter order allege incident arrest time victim \n",
+      "3\t8.33333\tyear woman student school team good work time event visit child day young today youth education start people week play \n",
+      "4\t8.33333\tsupport country development project work government provide include island economic program policy improve develop community sector region important opportunity ensure \n",
+      "5\t8.33333\tyear business government company land work market service fund local pay add issue month cost money expect road increase budget \n",
+      "\n",
+      "<600> LL/token: -8.06757\n",
+      "<610> LL/token: -8.06776\n",
+      "<620> LL/token: -8.0675\n",
+      "<630> LL/token: -8.06722\n",
+      "<640> LL/token: -8.06772\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader national parliament election statement province decision state medium add meeting official process group public \n",
+      "1\t8.33333\tpeople community covid health country water province service area continue medical week island include travel food affect case report response \n",
+      "2\t8.33333\tpolice officer public court case man year report charge rsipf yesterday accuse force matter allege order incident time arrest victim \n",
+      "3\t8.33333\tyear woman student school team good work time event child visit day young today education youth people start training play \n",
+      "4\t8.33333\tsupport country development project work government provide include island economic program policy improve develop sector community region opportunity important ensure \n",
+      "5\t8.33333\tyear business company government land work service market local pay fund add month issue cost money expect increase road ministry \n",
+      "\n",
+      "<650> LL/token: -8.06827\n",
+      "<660> LL/token: -8.06846\n",
+      "<670> LL/token: -8.06825\n",
+      "<680> LL/token: -8.06806\n",
+      "<690> LL/token: -8.06825\n",
+      "\n",
+      "0\t8.33333\tgovernment provincial member people issue leader parliament national election statement province state decision medium add official meeting public process group \n",
+      "1\t8.33333\tpeople community covid health country water province service area medical week island continue travel include food report affect response western \n",
+      "2\t8.33333\tpolice officer court public case man report year charge rsipf yesterday accuse force matter allege order incident time arrest victim \n",
+      "3\t8.33333\twoman year student school team work good time event child visit day young training today youth education start people play \n",
+      "4\t8.33333\tsupport country development project government work provide include island economic policy improve program develop community sector plan region important ensure \n",
+      "5\t8.33333\tyear business company land government work local market service fund pay add month cost issue money road expect increase percent \n",
+      "\n",
+      "<700> LL/token: -8.06916\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<710> LL/token: -8.0723\n",
-      "<720> LL/token: -8.07211\n",
-      "<730> LL/token: -8.07376\n",
-      "<740> LL/token: -8.07361\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school service program child people year training provide education complete important include youth staff family \n",
-      "1\t8.33333\tcountry government development project support business policy include economic provide island sector develop region resource plan fund infrastructure ensure national \n",
-      "2\t8.33333\tcountry team year people time visit good day island today event hold place play local start open lead host group \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force money order matter allege incident arrest time \n",
-      "4\t8.33333\tgovernment issue provincial member people leader parliament election land national statement process public decision state province add medium constituency executive \n",
-      "5\t8.33333\tpeople covid company health water area medical report province operation country market week travel road food supply situation case number \n",
-      "\n",
-      "<750> LL/token: -8.07333\n",
-      "<760> LL/token: -8.07357\n",
-      "<770> LL/token: -8.0725\n",
-      "<780> LL/token: -8.07249\n",
-      "<790> LL/token: -8.07213\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school program service people year child training provide education complete important youth include staff family \n",
-      "1\t8.33333\tcountry government development project support business policy include economic island provide sector develop region resource ensure plan infrastructure fund national \n",
-      "2\t8.33333\tteam country year people time visit good day island today event hold place play local lead open start host nation \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force order money matter allege incident high time \n",
-      "4\t8.33333\tgovernment issue provincial member people leader parliament election land statement national process decision public state add province medium office constituency \n",
-      "5\t8.33333\tpeople covid company health water area medical province report country operation week market travel road food supply service situation affect \n",
-      "\n",
-      "<800> LL/token: -8.07184\n",
-      "<810> LL/token: -8.07168\n",
-      "<820> LL/token: -8.07227\n",
-      "<830> LL/token: -8.07288\n",
-      "<840> LL/token: -8.07258\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school program people service year child training provide education complete family important youth staff include \n",
-      "1\t8.33333\tcountry government development project support business policy economic include provide island sector develop region resource ensure fund national plan infrastructure \n",
-      "2\t8.33333\tcountry team year people time visit good day island today event hold play place open lead local start nation host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force money order allege matter incident high arrest \n",
-      "4\t8.33333\tgovernment issue provincial member people leader parliament election land statement national process decision state public add province medium office constituency \n",
-      "5\t8.33333\tpeople covid health company water area report medical province operation country travel week market road food service supply case situation \n",
-      "\n",
-      "<850> LL/token: -8.07231\n",
-      "<860> LL/token: -8.07208\n",
-      "<870> LL/token: -8.07249\n",
-      "<880> LL/token: -8.07218\n",
-      "<890> LL/token: -8.07256\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school program people year service child training provide education youth complete family important staff building \n",
-      "1\t8.33333\tcountry government development project support business policy economic include provide island sector develop region plan resource fund ensure infrastructure national \n",
-      "2\t8.33333\tcountry team year people time visit day good island today event hold place play open local lead start host nation \n",
-      "3\t8.33333\tpolice officer court public case year man report charge rsipf accuse yesterday force money order allege matter incident high time \n",
-      "4\t8.33333\tgovernment provincial issue member people leader parliament election land statement national process public decision state add medium province office constituency \n",
-      "5\t8.33333\tpeople covid health company water area medical report province operation week travel country service market road food supply case situation \n",
-      "\n",
-      "<900> LL/token: -8.07257\n",
-      "<910> LL/token: -8.07293\n",
-      "<920> LL/token: -8.07241\n",
-      "<930> LL/token: -8.07241\n",
-      "<940> LL/token: -8.07225\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school program people year child service training provide education family youth important complete staff include \n",
-      "1\t8.33333\tcountry government development project support business policy include economic provide island sector develop region plan resource fund national infrastructure ensure \n",
-      "2\t8.33333\tcountry team year people time visit day good island today event place hold open play lead start local nation host \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force order money matter high allege time incident \n",
-      "4\t8.33333\tgovernment provincial issue member people leader parliament election land statement national process decision public state add medium province constituency executive \n",
-      "5\t8.33333\tpeople covid health company water area medical province report country operation market week service travel food road supply situation case \n",
-      "\n",
-      "<950> LL/token: -8.07261\n",
-      "<960> LL/token: -8.07333\n",
-      "<970> LL/token: -8.07272\n",
-      "<980> LL/token: -8.07292\n",
-      "<990> LL/token: -8.07295\n",
-      "\n",
-      "0\t8.33333\twork community woman support student school program people year child service training provide education important family youth complete staff add \n",
-      "1\t8.33333\tcountry government development project support business policy include economic provide island sector develop plan national region fund resource ensure infrastructure \n",
-      "2\t8.33333\tcountry team year people time visit good day island today event hold place play open lead start local host official \n",
-      "3\t8.33333\tpolice officer public court case year man report charge rsipf accuse yesterday force order money matter allege incident high arrest \n",
-      "4\t8.33333\tgovernment provincial issue member people leader parliament election land statement national process decision public state add province medium constituency office \n",
-      "5\t8.33333\tpeople covid health company water area province medical country report operation travel market service week food road supply case number \n",
-      "\n",
-      "<1000> LL/token: -8.0726\n",
-      "\n",
-      "Total time: 1 minutes 42 seconds\n",
+      "<710> LL/token: -8.06726\n",
+      "<720> LL/token: -8.0671\n",
+      "<730> LL/token: -8.0674\n",
+      "<740> LL/token: -8.06852\n",
+      "\n",
+      "0\t8.33333\tgovernment member provincial people issue leader parliament election national statement province state decision medium add meeting official group process public \n",
+      "1\t8.33333\tpeople community covid health country water province service area island medical week continue food travel include affect report live western \n",
+      "2\t8.33333\tpolice officer public court case man year report charge yesterday rsipf accuse force matter allege order time incident arrest victim \n",
+      "3\t8.33333\twoman year student school team work good event child time visit day training young today education people youth start play \n",
+      "4\t8.33333\tsupport country development project government work provide include island economic policy improve program develop sector community region plan important ensure \n",
+      "5\t8.33333\tyear business company land government work local market fund service pay add month cost issue money road expect increase percent \n",
+      "\n",
+      "<750> LL/token: -8.06727\n",
+      "<760> LL/token: -8.06702\n",
+      "<770> LL/token: -8.067\n",
+      "<780> LL/token: -8.06729\n",
+      "<790> LL/token: -8.06745\n",
+      "\n",
+      "0\t8.33333\tgovernment provincial member people issue leader national parliament election province statement decision state medium add meeting official public process group \n",
+      "1\t8.33333\tpeople community covid health country water province service area medical week island continue food travel include report affect response live \n",
+      "2\t8.33333\tpolice officer public court case man year report yesterday charge rsipf accuse force order matter allege incident time arrest victim \n",
+      "3\t8.33333\twoman year student school team work good event child visit time training day young today education people youth start play \n",
+      "4\t8.33333\tsupport country development project government work provide include island economic policy improve program develop sector ensure community region important plan \n",
+      "5\t8.33333\tyear business company land government local work market service fund pay add month cost issue road money increase expect ministry \n",
+      "\n",
+      "<800> LL/token: -8.06733\n",
+      "<810> LL/token: -8.06712\n",
+      "<820> LL/token: -8.06657\n",
+      "<830> LL/token: -8.06688\n",
+      "<840> LL/token: -8.06646\n",
+      "\n",
+      "0\t8.33333\tgovernment provincial member people issue leader parliament election national statement province decision state medium add meeting public official constituency process \n",
+      "1\t8.33333\tpeople community covid health country water province service island area medical week continue food travel include affect report case live \n",
+      "2\t8.33333\tpolice officer public court case man year report charge rsipf yesterday accuse force matter order allege time incident arrest victim \n",
+      "3\t8.33333\twoman year student school team work good event child time training visit day today young people education youth start play \n",
+      "4\t8.33333\tsupport country development project government work provide include island policy economic improve program develop sector region plan community ensure important \n",
+      "5\t8.33333\tyear business company land government work local market service fund pay add month cost increase money expect road issue ministry \n",
+      "\n",
+      "<850> LL/token: -8.06613\n",
+      "<860> LL/token: -8.06585\n",
+      "<870> LL/token: -8.06682\n",
+      "<880> LL/token: -8.06691\n",
+      "<890> LL/token: -8.06684\n",
+      "\n",
+      "0\t8.33333\tgovernment provincial member people issue leader parliament election national statement province decision state medium add public meeting official process constituency \n",
+      "1\t8.33333\tpeople community covid health country water province service area medical island week continue food travel include report affect response live \n",
+      "2\t8.33333\tpolice officer public court case man year report charge yesterday rsipf accuse force order matter allege incident time arrest victim \n",
+      "3\t8.33333\twoman year student school team good work event child training time visit day young people today education youth start play \n",
+      "4\t8.33333\tsupport country development project government work provide include island economic policy improve develop program sector plan ensure community region important \n",
+      "5\t8.33333\tyear business company land government local work market service fund pay add month increase cost road money expect percent complete \n",
+      "\n",
+      "<900> LL/token: -8.06632\n",
+      "<910> LL/token: -8.06645\n",
+      "<920> LL/token: -8.06703\n",
+      "<930> LL/token: -8.06669\n",
+      "<940> LL/token: -8.06749\n",
+      "\n",
+      "0\t8.33333\tgovernment provincial member people issue leader parliament national election statement province decision state medium add public official meeting process group \n",
+      "1\t8.33333\tpeople community covid health country water province service island area medical week continue food travel include affect response report live \n",
+      "2\t8.33333\tpolice officer public court case man year report charge rsipf yesterday accuse force order matter allege incident arrest victim time \n",
+      "3\t8.33333\twoman year student school team work good training event child time visit day people today young education youth start play \n",
+      "4\t8.33333\tsupport country development project government work provide include island economic policy improve develop program sector ensure plan region community important \n",
+      "5\t8.33333\tyear business company land government local work market fund service pay add month increase cost money road expect ministry complete \n",
+      "\n",
+      "<950> LL/token: -8.06747\n",
+      "<960> LL/token: -8.06838\n",
+      "<970> LL/token: -8.06742\n",
+      "<980> LL/token: -8.06861\n",
+      "<990> LL/token: -8.06924\n",
+      "\n",
+      "0\t8.33333\tgovernment provincial member people issue leader national parliament election statement province decision state medium add public group official process constituency \n",
+      "1\t8.33333\tpeople community covid health country water province service medical island area week continue food travel include report affect case response \n",
+      "2\t8.33333\tpolice officer court public case man year report charge rsipf yesterday accuse force order matter allege incident arrest time law \n",
+      "3\t8.33333\twoman year student school team work good training child event time visit day people young education today youth start play \n",
+      "4\t8.33333\tsupport country development project government work provide include island economic policy improve develop sector program ensure plan region important community \n",
+      "5\t8.33333\tyear business company land local work government market service fund pay add month cost money road increase expect ministry receive \n",
+      "\n",
+      "<1000> LL/token: -8.06974\n",
+      "\n",
+      "Total time: 1 minutes 35 seconds\n",
       "Mallet LDA: 7 topics, 3 topic bits, 111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.54382\n",
-      "<20> LL/token: -8.91405\n",
-      "<30> LL/token: -8.4684\n",
-      "<40> LL/token: -8.30953\n",
-      "\n",
-      "0\t7.14286\tteam year work time island good visit event country local start open play today expect week tourism training host official \n",
-      "1\t7.14286\tpeople community woman work leader country member family child support medium youth speak young security year rsipf important continue nation \n",
-      "2\t7.14286\tstudent school covid health country service government week province people case medical year continue receive response number provide include situation \n",
-      "3\t7.14286\tdevelopment project support country government policy provide economic include improve develop sector region rural management ensure island national partner plan \n",
-      "4\t7.14286\tgovernment member public parliament election provincial issue statement decision process office state constituency act executive law claim national order question \n",
-      "5\t7.14286\tpolice officer man court case charge report accuse public year allege incident yesterday arrest victim time investigation find vehicle village \n",
-      "6\t7.14286\tgovernment people company land water area province issue business provincial work add road service year operation log source site local \n",
-      "\n",
-      "<50> LL/token: -8.23536\n",
-      "<60> LL/token: -8.19559\n",
-      "<70> LL/token: -8.17167\n",
-      "<80> LL/token: -8.15403\n",
-      "<90> LL/token: -8.14224\n",
-      "\n",
-      "0\t7.14286\tyear team time visit good island event week start open today day local play work country tourism hold place official \n",
-      "1\t7.14286\tpeople community woman work country leader support training member program family important speak child youth young continue nation life issue \n",
-      "2\t7.14286\tstudent school covid health service country week province medical case provide continue people receive staff number response child include situation \n",
-      "3\t7.14286\tdevelopment government project country support provide policy include economic improve develop sector fund region plan rural ensure national management island \n",
-      "4\t7.14286\tgovernment provincial member issue parliament election public statement decision process national state office constituency executive meeting question act interest add \n",
-      "5\t7.14286\tpolice officer court man public case charge year report rsipf accuse yesterday allege incident arrest victim force matter investigation time \n",
-      "6\t7.14286\tpeople company land business area water province market local issue work add year road cost pay site operation log source \n",
+      "<10> LL/token: -9.5357\n",
+      "<20> LL/token: -8.83906\n",
+      "<30> LL/token: -8.40745\n",
+      "<40> LL/token: -8.2581\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic island improve include sector business develop region increase management fund resource infrastructure rural service \n",
+      "1\t7.14286\tgovernment provincial leader country national issue people member parliament meeting province state policy add address budget minister year interest current \n",
+      "2\t7.14286\tteam year time work good week country month start expect island today local complete yesterday play travel open place end \n",
+      "3\t7.14286\tpeople covid health community water area province service medical continue affect western country situation supply case live report response week \n",
+      "4\t7.14286\tpolice officer court case man year public charge rsipf accuse report yesterday money allege incident matter arrest victim force time \n",
+      "5\t7.14286\tcompany issue election land medium member public process operation report office constituency statement claim law people pay act officer order \n",
+      "6\t7.14286\twoman student community school work year people child support training program education visit young event youth family country day opportunity \n",
+      "\n",
+      "<50> LL/token: -8.19478\n",
+      "<60> LL/token: -8.16197\n",
+      "<70> LL/token: -8.14308\n",
+      "<80> LL/token: -8.1295\n",
+      "<90> LL/token: -8.12035\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve include island fund sector service region develop business management increase resource infrastructure plan \n",
+      "1\t7.14286\tgovernment provincial member national country people leader issue parliament province meeting state policy add budget minister address current meet political \n",
+      "2\t7.14286\tteam year time week good island visit work country local start month expect today yesterday place complete day play travel \n",
+      "3\t7.14286\tpeople covid health community water service area province medical continue case country affect report road supply situation food response include \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday force report allege incident arrest victim matter investigation high \n",
+      "5\t7.14286\tissue company election land public medium report pay process office constituency claim statement business accord add receive give question call \n",
+      "6\t7.14286\twoman student community school work people year training child support program education event young family youth day opportunity speak important \n",
       "\n"
      ]
     },
@@ -1970,103 +1366,103 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<100> LL/token: -8.1329\n",
-      "<110> LL/token: -8.12444\n",
-      "<120> LL/token: -8.11917\n",
-      "<130> LL/token: -8.11507\n",
-      "<140> LL/token: -8.11125\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good week event start day today open country local place hold play tourism official end \n",
-      "1\t7.14286\tpeople community woman work country support leader training program member family important child speak youth young life good continue nation \n",
-      "2\t7.14286\tstudent school covid health service country week people medical province case provide continue receive staff include response number situation child \n",
-      "3\t7.14286\tgovernment development project country support provide policy economic include improve develop sector fund plan region ensure rural national island management \n",
-      "4\t7.14286\tgovernment provincial member issue parliament election public statement decision process national state office constituency executive meeting add question interest political \n",
-      "5\t7.14286\tpolice officer court public man case charge year rsipf accuse report yesterday allege force incident arrest victim matter investigation order \n",
-      "6\t7.14286\tpeople company land business area water market local work issue add road year province food cost site log pay operation \n",
-      "\n",
-      "<150> LL/token: -8.10807\n",
-      "<160> LL/token: -8.1059\n",
-      "<170> LL/token: -8.10198\n",
-      "<180> LL/token: -8.10115\n",
-      "<190> LL/token: -8.10019\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good event week start country day today open place tourism local play hold official end \n",
-      "1\t7.14286\tpeople community work woman country support training leader program member family important child speak youth young good continue life add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case provide receive continue staff include response number year situation \n",
-      "3\t7.14286\tgovernment development project country support provide include policy economic improve develop fund sector plan national region ensure rural island service \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election public statement decision process national state office constituency executive meeting add question interest political \n",
-      "5\t7.14286\tpolice officer court man public case year charge rsipf report accuse yesterday force allege incident arrest victim matter order time \n",
-      "6\t7.14286\tcompany people business land area water market local road food work add issue year site log cost operation report percent \n",
-      "\n",
-      "<200> LL/token: -8.09958\n",
-      "<210> LL/token: -8.09748\n",
-      "<220> LL/token: -8.09659\n",
-      "<230> LL/token: -8.09637\n",
-      "<240> LL/token: -8.0963\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good event day week country start today open place local play hold tourism official host \n",
-      "1\t7.14286\tpeople community work woman country support training leader program family member important child speak youth young good continue life nation \n",
-      "2\t7.14286\tstudent school covid health service country week province medical case people receive staff provide continue response number include child situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve develop fund sector plan national region service rural ensure island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election public statement decision process national state office constituency executive add meeting question province political \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse yesterday force allege incident arrest order victim matter investigation \n",
-      "6\t7.14286\tcompany land business people area water local market food road work issue add site year log operation percent cost report \n",
-      "\n",
-      "<250> LL/token: -8.09573\n",
-      "<260> LL/token: -8.09404\n",
-      "<270> LL/token: -8.09416\n",
-      "<280> LL/token: -8.09334\n",
-      "<290> LL/token: -8.09314\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good event day week start today country open place play local hold yesterday lead end \n",
-      "1\t7.14286\tpeople community work woman country support training leader program family member important child speak young youth good life continue role \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical receive case staff continue provide number response include situation year \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve develop fund sector plan national ensure island service region rural \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election public statement decision process state national office constituency executive add meeting question political province \n",
-      "5\t7.14286\tpolice officer court man public case charge year rsipf report accuse yesterday force allege incident arrest matter victim order investigation \n",
-      "6\t7.14286\tcompany business land area water people local market food road work add issue year log site report operation percent cost \n",
-      "\n",
-      "<300> LL/token: -8.09324\n",
-      "<310> LL/token: -8.091\n",
-      "<320> LL/token: -8.09142\n",
-      "<330> LL/token: -8.09244\n",
-      "<340> LL/token: -8.09219\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good event week country day start today open place hold play local end official host \n",
-      "1\t7.14286\tpeople community work woman support country training leader program family member important child speak young youth good life continue add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case provide receive staff continue response number include year situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan national service ensure region rural island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add meeting province political question \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse yesterday force allege incident order arrest victim matter time \n",
-      "6\t7.14286\tcompany business land area water people local market food road issue add work log site year operation percent increase cost \n",
-      "\n",
-      "<350> LL/token: -8.09168\n",
-      "<360> LL/token: -8.09098\n",
-      "<370> LL/token: -8.09269\n",
-      "<380> LL/token: -8.09113\n",
-      "<390> LL/token: -8.09167\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good event day country week today start open place hold play official local host lead \n",
-      "1\t7.14286\tpeople community work woman support country training leader program family member child important speak youth young good life continue add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive staff continue provide response include number situation year \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan national service region ensure island rural \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add meeting leader province question \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse yesterday force allege incident order arrest matter victim investigation \n",
-      "6\t7.14286\tcompany business land area water people local market food road issue work log add site increase percent report cost year \n",
-      "\n",
-      "<400> LL/token: -8.09137\n",
-      "<410> LL/token: -8.09139\n",
-      "<420> LL/token: -8.09108\n",
-      "<430> LL/token: -8.0914\n",
-      "<440> LL/token: -8.09189\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good day event country week today start open place hold play local official host end \n",
-      "1\t7.14286\tpeople community work woman support training country leader program family important member child speak good youth young life add continue \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive provide continue staff number response include situation year \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop plan sector national service ensure region rural island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process state national office constituency add executive meeting political leader province \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf accuse report force yesterday allege incident order arrest matter victim investigation \n",
-      "6\t7.14286\tcompany land business area water people local market food road issue log island site add operation work report increase percent \n",
+      "<100> LL/token: -8.11442\n",
+      "<110> LL/token: -8.10933\n",
+      "<120> LL/token: -8.10559\n",
+      "<130> LL/token: -8.10334\n",
+      "<140> LL/token: -8.10072\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve include service fund sector island develop region business increase management work resource infrastructure \n",
+      "1\t7.14286\tgovernment provincial member people country national leader issue province parliament meeting state add policy budget minister address meet current official \n",
+      "2\t7.14286\tteam year time visit week island good local start work country expect month today yesterday place day open play travel \n",
+      "3\t7.14286\tpeople covid health community water service area province medical continue country case report affect supply response road food situation live \n",
+      "4\t7.14286\tpolice officer court case man year public charge rsipf accuse yesterday force report allege incident arrest victim matter investigation time \n",
+      "5\t7.14286\tissue company public election land medium report process pay constituency office claim business statement give receive accord add question money \n",
+      "6\t7.14286\twoman student community school work people year training child program support education event young family youth country day opportunity speak \n",
+      "\n",
+      "<150> LL/token: -8.09874\n",
+      "<160> LL/token: -8.09582\n",
+      "<170> LL/token: -8.09538\n",
+      "<180> LL/token: -8.09475\n",
+      "<190> LL/token: -8.09466\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve include service fund sector develop island region business work increase management resource infrastructure \n",
+      "1\t7.14286\tgovernment provincial people member country national leader issue province parliament meeting state add policy minister address current official political meet \n",
+      "2\t7.14286\tteam year time island week visit good local country start work month expect today yesterday place day travel leave open \n",
+      "3\t7.14286\tpeople covid health community water service area province medical continue case affect country report supply food road response situation provide \n",
+      "4\t7.14286\tpolice officer court case man year public charge rsipf accuse yesterday force report allege incident arrest victim matter investigation high \n",
+      "5\t7.14286\tissue company public election land medium report pay process constituency office claim business statement receive money give accord add question \n",
+      "6\t7.14286\twoman student community work school people year training child program support education event young family youth day opportunity speak country \n",
+      "\n",
+      "<200> LL/token: -8.09421\n",
+      "<210> LL/token: -8.094\n",
+      "<220> LL/token: -8.09263\n",
+      "<230> LL/token: -8.0941\n",
+      "<240> LL/token: -8.0929\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic include improve service fund sector develop island region work business increase management resource plan \n",
+      "1\t7.14286\tgovernment provincial people member country national leader issue province parliament meeting state add policy minister address official meet political statement \n",
+      "2\t7.14286\tteam year time island week visit good country local start expect month today work yesterday travel day place leave play \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country affect case continue report food supply road situation response provide \n",
+      "4\t7.14286\tpolice officer court case man year public charge rsipf accuse yesterday force report allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tissue company public election land report pay medium process constituency business claim office statement receive give money question accord add \n",
+      "6\t7.14286\twoman community student work school people year training program child support education event young family youth opportunity day speak important \n",
+      "\n",
+      "<250> LL/token: -8.09253\n",
+      "<260> LL/token: -8.09122\n",
+      "<270> LL/token: -8.09075\n",
+      "<280> LL/token: -8.09068\n",
+      "<290> LL/token: -8.09095\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve service include sector island fund develop work region business increase resource management infrastructure \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister address policy official meet political statement \n",
+      "2\t7.14286\tteam year time island visit week good country local start expect month today day yesterday place travel work leave play \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country continue case affect food report supply road response include situation \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday force report allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tcompany issue public election land report medium pay process constituency claim office business receive money statement give accord question add \n",
+      "6\t7.14286\twoman community student work school people year training child program support education event young family youth opportunity day important speak \n",
+      "\n",
+      "<300> LL/token: -8.09108\n",
+      "<310> LL/token: -8.09045\n",
+      "<320> LL/token: -8.0897\n",
+      "<330> LL/token: -8.09025\n",
+      "<340> LL/token: -8.09073\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve include service fund sector island develop work region business increase plan resource management \n",
+      "1\t7.14286\tgovernment provincial people member country national leader issue province parliament meeting state add minister address official policy current executive political \n",
+      "2\t7.14286\tteam year time island visit week good country local start today expect month yesterday day travel work place leave play \n",
+      "3\t7.14286\tpeople covid health community water service area province medical affect case country continue food report supply road response situation include \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse report force yesterday allege incident arrest victim matter investigation high \n",
+      "5\t7.14286\tcompany issue public election land report medium pay process constituency office business claim receive add give statement accord money question \n",
+      "6\t7.14286\twoman student community work school people year training child program support education event young family youth day opportunity important country \n",
+      "\n",
+      "<350> LL/token: -8.091\n",
+      "<360> LL/token: -8.09073\n",
+      "<370> LL/token: -8.09099\n",
+      "<380> LL/token: -8.0917\n",
+      "<390> LL/token: -8.09152\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve include service work sector fund develop island region business resource increase management plan \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister address official policy statement group executive \n",
+      "2\t7.14286\tteam year time island visit week good country local start expect today month day place travel yesterday leave play work \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country affect food continue case supply response situation report road include \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse report yesterday force allege incident arrest matter victim investigation vehicle \n",
+      "5\t7.14286\tcompany public issue election land report medium pay process constituency business office receive claim money statement accord give add question \n",
+      "6\t7.14286\twoman student community work school people year training child program support education event family young youth opportunity day speak important \n",
+      "\n",
+      "<400> LL/token: -8.09129\n",
+      "<410> LL/token: -8.09117\n",
+      "<420> LL/token: -8.09055\n",
+      "<430> LL/token: -8.09179\n",
+      "<440> LL/token: -8.09116\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve service include sector fund island work develop region business resource management plan increase \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister statement executive address official policy current \n",
+      "2\t7.14286\tteam year time island visit week good local country start today expect day month place travel yesterday leave work play \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country affect continue food case report supply road response situation risk \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday report force allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tcompany public issue election land report process pay medium constituency business office receive claim money give statement accord add question \n",
+      "6\t7.14286\twoman student community work school people year training child program support education event young family youth opportunity day speak country \n",
       "\n"
      ]
     },
@@ -2074,103 +1470,103 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<450> LL/token: -8.0907\n",
-      "<460> LL/token: -8.09237\n",
-      "<470> LL/token: -8.09061\n",
-      "<480> LL/token: -8.09087\n",
-      "<490> LL/token: -8.09144\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island event country good day week today start open place play hold local end official host \n",
-      "1\t7.14286\tpeople community work woman support training country program leader family important member child speak youth young good life continue encourage \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive staff provide continue response number include situation child \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan service national ensure region rural infrastructure \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election public statement decision process state national office constituency add executive leader province meeting political \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident order matter arrest victim law \n",
-      "6\t7.14286\tcompany land business area water people local market food road issue year log work island increase add site operation percent \n",
-      "\n",
-      "<500> LL/token: -8.092\n",
-      "<510> LL/token: -8.09209\n",
-      "<520> LL/token: -8.09299\n",
-      "<530> LL/token: -8.0923\n",
-      "<540> LL/token: -8.09317\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island event day good country today week start open place hold play local yesterday host end \n",
-      "1\t7.14286\tpeople community work woman support training country leader program family important child member speak youth young good life encourage continue \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case continue staff receive number provide response include year situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan service national ensure region rural island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election public statement decision process national state office constituency executive add leader political meeting province \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf accuse report force yesterday allege incident matter arrest victim order law \n",
-      "6\t7.14286\tcompany business land area water people local market food road issue work log add island site operation increase report percent \n",
-      "\n",
-      "<550> LL/token: -8.09369\n",
-      "<560> LL/token: -8.0929\n",
-      "<570> LL/token: -8.09228\n",
-      "<580> LL/token: -8.09249\n",
-      "<590> LL/token: -8.09148\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good event day week country today start hold open place play local host yesterday official \n",
-      "1\t7.14286\tpeople community work woman support training country leader program family important member child speak young youth good life continue add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive continue staff provide response number include year situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan service ensure national region rural infrastructure \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add province leader meeting political \n",
-      "5\t7.14286\tpolice officer court public man case year charge report rsipf accuse force yesterday allege incident order arrest matter victim law \n",
-      "6\t7.14286\tcompany land business area water people local market food road log issue add site island work operation year percent increase \n",
-      "\n",
-      "<600> LL/token: -8.09202\n",
-      "<610> LL/token: -8.09149\n",
-      "<620> LL/token: -8.09248\n",
-      "<630> LL/token: -8.09279\n",
-      "<640> LL/token: -8.09308\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island event good country week day today start open place hold play official lead host end \n",
-      "1\t7.14286\tpeople community work woman support training program leader country family important child member speak young youth good continue life add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive staff provide continue response number include year situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan service national region ensure rural infrastructure \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add leader province political question \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident order arrest victim matter investigation \n",
-      "6\t7.14286\tcompany land business area water people local market food road issue add log site island operation increase year percent work \n",
-      "\n",
-      "<650> LL/token: -8.09311\n",
-      "<660> LL/token: -8.09205\n",
-      "<670> LL/token: -8.0932\n",
-      "<680> LL/token: -8.0921\n",
-      "<690> LL/token: -8.09258\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good country event day week today start open place play hold official host local end \n",
-      "1\t7.14286\tpeople community work woman support training program leader country family important member child speak youth young good life add continue \n",
-      "2\t7.14286\tstudent school covid health service country week people province medical case receive staff provide continue number response year include situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop plan sector service national ensure region rural island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add province leader political question \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident order arrest matter victim investigation \n",
-      "6\t7.14286\tcompany business land area water people local market food road issue log increase site island add report operation work percent \n",
-      "\n",
-      "<700> LL/token: -8.09256\n",
-      "<710> LL/token: -8.0934\n",
-      "<720> LL/token: -8.09422\n",
-      "<730> LL/token: -8.09313\n",
-      "<740> LL/token: -8.09373\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good day event week country today start open place play hold end yesterday lead host \n",
-      "1\t7.14286\tpeople community work woman support training program country leader member family child important speak young youth good life continue encourage \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical receive case continue provide staff number response include year situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan service national ensure region island rural \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add province leader meeting question \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident arrest matter order victim law \n",
-      "6\t7.14286\tcompany business land area water people local market food road log site issue island year increase add operation work percent \n",
-      "\n",
-      "<750> LL/token: -8.09214\n",
-      "<760> LL/token: -8.09285\n",
-      "<770> LL/token: -8.09338\n",
-      "<780> LL/token: -8.09391\n",
-      "<790> LL/token: -8.0938\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island country day good event today week start open place hold play end official host local \n",
-      "1\t7.14286\tpeople community work woman support training program leader country family important member child speak good young youth life continue encourage \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive staff continue number provide response year include situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop plan sector service national ensure region infrastructure island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process state national office constituency executive add leader meeting province question \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident order arrest matter victim law \n",
-      "6\t7.14286\tcompany land business area water people local market food road issue work log add island site increase percent operation report \n",
+      "<450> LL/token: -8.09072\n",
+      "<460> LL/token: -8.09056\n",
+      "<470> LL/token: -8.09123\n",
+      "<480> LL/token: -8.09103\n",
+      "<490> LL/token: -8.09046\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic service improve include sector fund work develop island region plan resource increase business management \n",
+      "1\t7.14286\tgovernment provincial people member country national leader issue province parliament meeting state add minister address statement executive official meet group \n",
+      "2\t7.14286\tteam year time island visit good week country start local today expect day month place travel yesterday leave play open \n",
+      "3\t7.14286\tpeople covid health community water service area medical province country affect food case report continue supply road situation response include \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday report force allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tpublic company issue election land report medium pay process constituency business claim office money receive give add accord statement question \n",
+      "6\t7.14286\twoman community work student school people year training child program support education event young family youth opportunity speak important day \n",
+      "\n",
+      "<500> LL/token: -8.09127\n",
+      "<510> LL/token: -8.09095\n",
+      "<520> LL/token: -8.09109\n",
+      "<530> LL/token: -8.09031\n",
+      "<540> LL/token: -8.09048\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve service include sector fund develop work island region plan resource business management increase \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister statement official group executive address meet \n",
+      "2\t7.14286\tteam year time island visit week good local country start today day expect month place yesterday travel leave open play \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country affect continue food case report supply response situation risk road \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday report force allege incident arrest victim matter time investigation \n",
+      "5\t7.14286\tcompany public issue election land report pay process medium constituency business claim office money receive accord give statement question add \n",
+      "6\t7.14286\twoman work student community school people year training child program support education event young youth family speak opportunity important day \n",
+      "\n",
+      "<550> LL/token: -8.09142\n",
+      "<560> LL/token: -8.08991\n",
+      "<570> LL/token: -8.08949\n",
+      "<580> LL/token: -8.08996\n",
+      "<590> LL/token: -8.09079\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic service include improve sector fund work develop island region plan resource business increase management \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister statement official address executive meet group \n",
+      "2\t7.14286\tteam year time island visit week good local start country today day expect month travel place yesterday leave play open \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country report continue case food affect supply response situation road include \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse report yesterday force allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tpublic company issue election land report pay process medium constituency business claim office receive money give accord add statement question \n",
+      "6\t7.14286\twoman work community student school people year training child program support education event young family youth speak opportunity day important \n",
+      "\n",
+      "<600> LL/token: -8.09046\n",
+      "<610> LL/token: -8.09025\n",
+      "<620> LL/token: -8.09039\n",
+      "<630> LL/token: -8.0895\n",
+      "<640> LL/token: -8.09001\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic service improve include work sector fund develop island plan region increase resource management business \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister statement address official executive current meet \n",
+      "2\t7.14286\tteam year time island visit week good local country start today day expect month place yesterday travel leave play open \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country affect food case continue report supply road response include situation \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday force report allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tcompany public issue election land report pay process medium business constituency claim office money receive give statement accord add log \n",
+      "6\t7.14286\twoman community work student school people year training child program support education event young family youth opportunity day important speak \n",
+      "\n",
+      "<650> LL/token: -8.09015\n",
+      "<660> LL/token: -8.09015\n",
+      "<670> LL/token: -8.09021\n",
+      "<680> LL/token: -8.0896\n",
+      "<690> LL/token: -8.08991\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic include service improve work sector island fund develop plan government region resource management business \n",
+      "1\t7.14286\tgovernment provincial people member country national leader issue province parliament meeting state add minister official statement group executive decision address \n",
+      "2\t7.14286\tteam year time island visit good week country local start today expect day month place travel leave yesterday play open \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country food case affect report continue supply road response include risk \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday force report allege incident arrest matter victim investigation vehicle \n",
+      "5\t7.14286\tcompany public issue election land report pay process medium constituency business claim receive money office give accord add statement question \n",
+      "6\t7.14286\twoman work community student school people year training child program support education event young family youth opportunity speak important day \n",
+      "\n",
+      "<700> LL/token: -8.08994\n",
+      "<710> LL/token: -8.08972\n",
+      "<720> LL/token: -8.08922\n",
+      "<730> LL/token: -8.08879\n",
+      "<740> LL/token: -8.08924\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve include service work sector island fund develop region plan government resource management business \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister statement official executive address group decision \n",
+      "2\t7.14286\tteam year time island visit week good local country start today day expect travel yesterday leave place month play open \n",
+      "3\t7.14286\tpeople covid health community water service area medical province country food continue affect report case supply road risk response situation \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday force report allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tcompany public issue election land report pay process medium business constituency claim office receive money give accord statement log add \n",
+      "6\t7.14286\twoman community work student school year people training child program support education event young family youth speak opportunity day important \n",
+      "\n",
+      "<750> LL/token: -8.08947\n",
+      "<760> LL/token: -8.08944\n",
+      "<770> LL/token: -8.0893\n",
+      "<780> LL/token: -8.0888\n",
+      "<790> LL/token: -8.08931\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve service work include sector island fund develop plan region resource management government infrastructure \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister executive statement group decision official political \n",
+      "2\t7.14286\tteam year time island visit good week local country start today expect day place travel month yesterday leave open play \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country food case continue affect report supply include road response situation \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday report force allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tcompany public election land issue report pay process medium business constituency claim receive office money accord give add statement year \n",
+      "6\t7.14286\twoman community work student school people year training child program support education event young family youth day speak opportunity important \n",
       "\n"
      ]
     },
@@ -2178,112 +1574,112 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<800> LL/token: -8.09405\n",
-      "<810> LL/token: -8.0939\n",
-      "<820> LL/token: -8.09421\n",
-      "<830> LL/token: -8.09487\n",
-      "<840> LL/token: -8.09407\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island good event country day week today start place open play hold end lead local host \n",
-      "1\t7.14286\tpeople community work woman support training program leader country important family child member speak good young youth life continue add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive continue staff number provide response year situation include \n",
-      "3\t7.14286\tgovernment development project country support provide policy economic include improve fund develop service sector plan national region ensure infrastructure island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add leader province political meeting \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident order arrest matter victim investigation \n",
-      "6\t7.14286\tcompany land area business water people local market food road issue log island increase add site percent operation work report \n",
-      "\n",
-      "<850> LL/token: -8.09506\n",
-      "<860> LL/token: -8.0952\n",
-      "<870> LL/token: -8.09469\n",
-      "<880> LL/token: -8.09496\n",
-      "<890> LL/token: -8.09434\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island day event country good week today start open place play hold yesterday local official end \n",
-      "1\t7.14286\tpeople community work woman support training program leader country family important child member speak good youth young life encourage add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive staff continue provide number response year include situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector plan national service region ensure island infrastructure \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency executive add leader province meeting political \n",
-      "5\t7.14286\tpolice officer court public man case year charge report rsipf accuse force yesterday allege incident arrest order matter victim law \n",
-      "6\t7.14286\tcompany land business area water people local market food road issue log island add increase site operation work percent year \n",
-      "\n",
-      "<900> LL/token: -8.09481\n",
-      "<910> LL/token: -8.09448\n",
-      "<920> LL/token: -8.09468\n",
-      "<930> LL/token: -8.09498\n",
-      "<940> LL/token: -8.09533\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island country event good day week today start open place hold play local end official host \n",
-      "1\t7.14286\tpeople community work woman support training program leader country family important member child speak good youth young life continue add \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical case receive staff provide continue number response include year situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop plan sector service national region ensure island infrastructure \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election statement public decision process national state office constituency add executive leader province meeting political \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident arrest matter victim order law \n",
-      "6\t7.14286\tcompany business land area water people local market food road log issue add site operation island increase year work percent \n",
-      "\n",
-      "<950> LL/token: -8.09534\n",
-      "<960> LL/token: -8.09472\n",
-      "<970> LL/token: -8.0949\n",
-      "<980> LL/token: -8.09561\n",
-      "<990> LL/token: -8.09484\n",
-      "\n",
-      "0\t7.14286\tyear team visit time island event good day country today week start open place hold play end host lead yesterday \n",
-      "1\t7.14286\tpeople community work woman support training program leader country family member important child speak young youth good life opportunity encourage \n",
-      "2\t7.14286\tstudent school covid health service country week province people medical receive case staff continue provide number response include year situation \n",
-      "3\t7.14286\tgovernment development project country support provide policy include economic improve fund develop sector national plan service ensure region infrastructure island \n",
-      "4\t7.14286\tgovernment provincial issue member parliament election public statement decision process state national office constituency executive add leader province meeting political \n",
-      "5\t7.14286\tpolice officer court public man case year charge rsipf report accuse force yesterday allege incident matter arrest victim order law \n",
-      "6\t7.14286\tcompany land business area water people local market food road island log add increase site operation issue percent work source \n",
-      "\n",
-      "<1000> LL/token: -8.09437\n",
-      "\n",
-      "Total time: 2 minutes 46 seconds\n",
+      "<800> LL/token: -8.09003\n",
+      "<810> LL/token: -8.08948\n",
+      "<820> LL/token: -8.0893\n",
+      "<830> LL/token: -8.08913\n",
+      "<840> LL/token: -8.0892\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic service include improve work sector fund develop island plan government region resource management infrastructure \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add minister statement executive official address decision political \n",
+      "2\t7.14286\tteam year time island visit good week country start local today expect day travel place month yesterday play leave open \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country food affect case continue report supply response road situation risk \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse yesterday force report allege incident arrest victim matter investigation high \n",
+      "5\t7.14286\tcompany public election land issue report pay process medium business constituency claim receive money office give accord statement log add \n",
+      "6\t7.14286\twoman work community student school people year training child program support education event young family youth opportunity day speak important \n",
+      "\n",
+      "<850> LL/token: -8.08902\n",
+      "<860> LL/token: -8.08972\n",
+      "<870> LL/token: -8.09003\n",
+      "<880> LL/token: -8.0903\n",
+      "<890> LL/token: -8.09009\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic include work service improve sector island fund develop plan government region resource management infrastructure \n",
+      "1\t7.14286\tgovernment provincial people member country leader national issue province parliament meeting state add statement minister official executive address group decision \n",
+      "2\t7.14286\tteam year time island visit good week country local start expect day today place travel month leave yesterday play open \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country food continue affect case supply report response situation risk road \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse report yesterday force allege incident arrest victim matter investigation time \n",
+      "5\t7.14286\tcompany issue public election land report pay process medium business constituency claim receive money office give accord add log statement \n",
+      "6\t7.14286\twoman work community student school people year training child program support education event young family youth opportunity important speak day \n",
+      "\n",
+      "<900> LL/token: -8.09021\n",
+      "<910> LL/token: -8.09035\n",
+      "<920> LL/token: -8.09041\n",
+      "<930> LL/token: -8.08939\n",
+      "<940> LL/token: -8.08936\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic include work improve service sector island fund develop government plan region resource management infrastructure \n",
+      "1\t7.14286\tgovernment provincial people member leader country national issue province parliament meeting state add statement minister group executive decision official address \n",
+      "2\t7.14286\tteam time year island visit good week local country start day today expect travel month place yesterday play leave open \n",
+      "3\t7.14286\tpeople covid health community water service area province medical country food affect continue case supply report response market road risk \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse report yesterday force allege incident arrest matter victim investigation vehicle \n",
+      "5\t7.14286\tcompany public issue election land report process pay medium business constituency claim receive money office give add accord log statement \n",
+      "6\t7.14286\twoman work community student school people year training child program support education event young family youth speak opportunity important attend \n",
+      "\n",
+      "<950> LL/token: -8.09022\n",
+      "<960> LL/token: -8.08973\n",
+      "<970> LL/token: -8.09059\n",
+      "<980> LL/token: -8.09125\n",
+      "<990> LL/token: -8.09055\n",
+      "\n",
+      "0\t7.14286\tproject development support country provide economic improve include service work sector island develop fund government plan region management resource infrastructure \n",
+      "1\t7.14286\tgovernment provincial people member country leader issue national province parliament meeting state add minister executive official address statement decision group \n",
+      "2\t7.14286\tteam year time island visit good week country local start day today expect place travel leave yesterday month play late \n",
+      "3\t7.14286\tpeople covid health community water service area medical province country food affect case report continue supply situation response road include \n",
+      "4\t7.14286\tpolice officer court case man public year charge rsipf accuse report yesterday force allege incident arrest victim matter investigation vehicle \n",
+      "5\t7.14286\tcompany public election land issue report pay process business medium constituency money claim give receive office statement add accord year \n",
+      "6\t7.14286\twoman work community student school people year training child support program education event family young youth opportunity day important speak \n",
+      "\n",
+      "<1000> LL/token: -8.0911\n",
+      "\n",
+      "Total time: 1 minutes 59 seconds\n",
       "Mallet LDA: 8 topics, 3 topic bits, 111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.65752\n",
-      "<20> LL/token: -8.9696\n",
-      "<30> LL/token: -8.51774\n",
-      "<40> LL/token: -8.35835\n",
-      "\n",
-      "0\t6.25\tgovernment development country support project policy economic sector include national provide develop region ensure plan opportunity regional address partner budget \n",
-      "1\t6.25\tprovincial province government public week operation western travel road service follow officer confirm add continue yesterday situation report number honiara \n",
-      "2\t6.25\tpolice officer court man case year charge accuse yesterday allege incident arrest victim time public investigation matter high prosecution face \n",
-      "3\t6.25\tgovernment issue company land statement decision pay process law parliament public claim state concern medium question call report people member \n",
-      "4\t6.25\twoman health people covid country community service work support child team medical include case family provide continue rsipf response worker \n",
-      "5\t6.25\tmember leader election event year hold country people today good national official group day team parliament visit play nation government \n",
-      "6\t6.25\tyear island people country local area increase high business percent add work site time good cost small accord world report \n",
-      "7\t6.25\tcommunity student school work project water people training program education market support year area food youth provide building fund build \n",
-      "\n",
-      "<50> LL/token: -8.27591\n",
-      "<60> LL/token: -8.23295\n",
-      "<70> LL/token: -8.20808\n",
-      "<80> LL/token: -8.19141\n",
-      "<90> LL/token: -8.17977\n",
-      "\n",
-      "0\t6.25\tgovernment development country support project policy economic national include sector provide develop ensure region plan regional address partner work key \n",
-      "1\t6.25\tprovincial province week operation government western people follow travel road service yesterday confirm national work add month guadalcanal expect continue \n",
-      "2\t6.25\tpolice officer court man case year charge rsipf accuse public force allege incident report arrest victim yesterday investigation matter time \n",
-      "3\t6.25\tgovernment issue parliament land public statement company member decision process state pay medium concern claim add question law act raise \n",
-      "4\t6.25\twoman people country covid health service community child support case family medical work include continue provide response team worker hospital \n",
-      "5\t6.25\tleader member election people team year event good hold today visit day country time play group official lead host nation \n",
-      "6\t6.25\tyear island business country local increase people market high percent tourism small area cost industry good world time report find \n",
-      "7\t6.25\tcommunity student work school project program training water year support education people provide food youth build area fund building rural \n",
-      "\n",
-      "<100> LL/token: -8.17075\n",
-      "<110> LL/token: -8.16344\n",
-      "<120> LL/token: -8.15745\n",
-      "<130> LL/token: -8.15484\n",
-      "<140> LL/token: -8.15047\n",
-      "\n",
-      "0\t6.25\tgovernment development country support policy economic project include national sector provide develop ensure region plan regional partner important address key \n",
-      "1\t6.25\tprovincial province week people operation government western service work yesterday travel road follow confirm national add month expect guadalcanal return \n",
-      "2\t6.25\tpolice officer court man case year charge rsipf accuse public force allege report incident arrest victim yesterday investigation matter time \n",
-      "3\t6.25\tgovernment issue parliament member land public statement decision process medium state pay company concern question add claim law interest raise \n",
-      "4\t6.25\twoman people country covid health service child community case medical family continue include support response provide worker work team hospital \n",
-      "5\t6.25\tteam election people year leader member event good today day time hold visit country play group lead host official nation \n",
-      "6\t6.25\tbusiness year island local country market increase high company tourism area small percent people industry good cost world find report \n",
-      "7\t6.25\tcommunity work student project school program training support water year education people provide fund food youth build rural building area \n",
+      "<10> LL/token: -9.65981\n",
+      "<20> LL/token: -8.97019\n",
+      "<30> LL/token: -8.49985\n",
+      "<40> LL/token: -8.32174\n",
+      "\n",
+      "0\t6.25\twoman school work community training program year support visit event student education people country youth opportunity attend important hold speak \n",
+      "1\t6.25\tcountry covid people community health province continue report case number include response western ensure increase total percent week service situation \n",
+      "2\t6.25\tgovernment people leader national member parliament land issue provincial election country add constituency meeting budget process policy year political minister \n",
+      "3\t6.25\tpolice officer court man case charge year rsipf accuse public allege incident yesterday arrest force victim investigation matter report vehicle \n",
+      "4\t6.25\twater people area local service market road travel work supply business food site island affect operation add cost ship expect \n",
+      "5\t6.25\tissue public provincial company government statement medium office pay member executive claim report receive question state process raise call decision \n",
+      "6\t6.25\tteam year child time student good people family medical week play start life home today hospital day health live game \n",
+      "7\t6.25\tproject development support country provide economic improve sector include develop island region fund rural management work plan partner resource policy \n",
+      "\n",
+      "<50> LL/token: -8.24565\n",
+      "<60> LL/token: -8.20124\n",
+      "<70> LL/token: -8.17417\n",
+      "<80> LL/token: -8.16003\n",
+      "<90> LL/token: -8.1495\n",
+      "\n",
+      "0\t6.25\twoman student work school community training program year support event visit education people country youth opportunity attend young important child \n",
+      "1\t6.25\tcountry covid health people service continue community include number report case province ensure response provide week support increase situation public \n",
+      "2\t6.25\tgovernment provincial people member leader national parliament election land issue province meeting constituency minister add group country political budget state \n",
+      "3\t6.25\tpolice officer court man case charge rsipf year accuse public force yesterday allege incident arrest victim report matter investigation high \n",
+      "4\t6.25\tpeople area water local market work road food travel island supply service site village add affect ship honiara boat complete \n",
+      "5\t6.25\tissue company public medium pay report statement office claim business receive money process question give raise accord log fund payment \n",
+      "6\t6.25\tteam year time good child family start day today play late island place week yesterday home hospital lead game life \n",
+      "7\t6.25\tproject development support country economic provide improve sector island include develop region government fund policy resource rural management partner plan \n",
+      "\n",
+      "<100> LL/token: -8.14186\n",
+      "<110> LL/token: -8.13414\n",
+      "<120> LL/token: -8.12993\n",
+      "<130> LL/token: -8.12631\n",
+      "<140> LL/token: -8.12374\n",
+      "\n",
+      "0\t6.25\twoman student work community school training program year support event visit education child people youth opportunity attend country young important \n",
+      "1\t6.25\tcountry covid health service people continue include community case medical report provide number week response ensure support work province situation \n",
+      "2\t6.25\tgovernment provincial people member leader national parliament issue election land province meeting constituency add minister group official political state country \n",
+      "3\t6.25\tpolice officer court man case charge rsipf public accuse year force allege yesterday incident arrest victim report matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work road food island community travel site village supply add affect ship boat live product \n",
+      "5\t6.25\tissue company public medium report pay business statement claim money process office receive give raise question accord log state add \n",
+      "6\t6.25\tyear team time good day today start family play island late place week lead leave home game yesterday child thing \n",
+      "7\t6.25\tproject development country support government economic provide improve island sector policy include develop region fund resource rural plan management regional \n",
       "\n"
      ]
     },
@@ -2291,206 +1687,221 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<150> LL/token: -8.14816\n",
-      "<160> LL/token: -8.14652\n",
-      "<170> LL/token: -8.14461\n",
-      "<180> LL/token: -8.14415\n",
-      "<190> LL/token: -8.14242\n",
-      "\n",
-      "0\t6.25\tgovernment development country support policy economic national include sector project provide develop ensure region plan partner regional address important work \n",
-      "1\t6.25\tprovincial province week people government operation service western work travel yesterday road confirm add national follow month guadalcanal expect premier \n",
-      "2\t6.25\tpolice officer court man case year charge public rsipf accuse force report allege incident arrest victim yesterday investigation matter vehicle \n",
-      "3\t6.25\tgovernment issue parliament member land public statement decision state medium process pay claim leader add question concern interest company law \n",
-      "4\t6.25\twoman people country covid health service child case medical family community continue include response provide support worker work number hospital \n",
-      "5\t6.25\tteam election people year event member good today day leader hold time visit play country group lead host game nation \n",
-      "6\t6.25\tbusiness island year local market country increase company high area tourism percent small people log cost industry report good find \n",
-      "7\t6.25\tcommunity project work student school program year support training water education provide people fund food youth build rural building australian \n",
-      "\n",
-      "<200> LL/token: -8.14064\n",
-      "<210> LL/token: -8.14019\n",
-      "<220> LL/token: -8.13952\n",
-      "<230> LL/token: -8.13819\n",
-      "<240> LL/token: -8.13799\n",
-      "\n",
-      "0\t6.25\tgovernment development country support policy economic national include sector provide develop ensure region project regional partner address plan important key \n",
-      "1\t6.25\tprovincial province week people government operation service work western travel road yesterday confirm month add national expect follow guadalcanal return \n",
-      "2\t6.25\tpolice officer court man case year charge public rsipf accuse force report allege incident arrest victim yesterday investigation matter vehicle \n",
-      "3\t6.25\tgovernment issue parliament member public land statement decision medium state process pay add leader claim question concern call interest law \n",
-      "4\t6.25\twoman people country covid health service child case family medical community continue include response worker provide number support report hospital \n",
-      "5\t6.25\tteam election people year event good member day today time hold leader visit play country lead group host game church \n",
-      "6\t6.25\tbusiness year island local company market increase country high area tourism small percent log industry report cost find people water \n",
-      "7\t6.25\tcommunity project work student school program support year training education provide fund water people rural food youth build building australian \n",
-      "\n",
-      "<250> LL/token: -8.13728\n",
-      "<260> LL/token: -8.13713\n",
-      "<270> LL/token: -8.13663\n",
-      "<280> LL/token: -8.13626\n",
-      "<290> LL/token: -8.13589\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic include national sector provide develop ensure region address important regional island partner key security \n",
-      "1\t6.25\tprovincial province week people government operation work service western travel road yesterday add confirm expect month follow national guadalcanal return \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim yesterday matter investigation vehicle \n",
-      "3\t6.25\tgovernment issue member parliament public land statement decision medium state process pay leader add claim question concern call interest law \n",
-      "4\t6.25\tpeople woman country covid health service child case family medical community continue response include report worker provide number hospital risk \n",
-      "5\t6.25\tteam election people year event good day time today member hold leader visit play country lead host group church game \n",
-      "6\t6.25\tbusiness island year local company market increase water country high area tourism percent log small industry find cost report people \n",
-      "7\t6.25\tcommunity project work student school support program year training education provide fund people rural food youth build building australian visit \n",
-      "\n",
-      "<300> LL/token: -8.13468\n",
-      "<310> LL/token: -8.13325\n",
-      "<320> LL/token: -8.13185\n",
-      "<330> LL/token: -8.13184\n",
-      "<340> LL/token: -8.13191\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic include national sector ensure develop provide region island address regional important partner key security \n",
-      "1\t6.25\tprovincial province week people government operation western service work travel road yesterday follow add confirm national month expect guadalcanal area \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim investigation matter yesterday vehicle \n",
-      "3\t6.25\tgovernment issue member parliament public land statement decision medium process state pay leader add claim question concern interest report call \n",
-      "4\t6.25\twoman people country covid health child service family case community medical continue include response worker report number provide hospital public \n",
-      "5\t6.25\tteam election people year event good day time today member hold visit leader play country lead group host church game \n",
-      "6\t6.25\tbusiness island local year company water market increase area country food high tourism log percent small cost industry find activity \n",
-      "7\t6.25\tproject community work student school year program support training provide fund education rural youth build australian building people improve visit \n",
-      "\n",
-      "<350> LL/token: -8.13088\n",
-      "<360> LL/token: -8.12991\n",
-      "<370> LL/token: -8.13011\n",
-      "<380> LL/token: -8.12871\n",
-      "<390> LL/token: -8.12791\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic include national sector ensure develop island region provide partner regional address important key plan \n",
-      "1\t6.25\tprovincial province people week government operation service western work travel road yesterday add national confirm month follow guadalcanal expect area \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim yesterday matter investigation order \n",
-      "3\t6.25\tgovernment issue member parliament public land statement decision medium state process pay leader claim question add concern raise interest law \n",
-      "4\t6.25\twoman people country covid health child community family service case medical continue include response worker provide number report support public \n",
-      "5\t6.25\tteam election people year event good day time today hold member visit leader play country lead group host church game \n",
-      "6\t6.25\tbusiness water local island company year market increase area food high tourism percent log country small industry cost good activity \n",
-      "7\t6.25\tproject work community student school year program support training fund provide education rural youth build australian building improve people visit \n",
-      "\n",
-      "<400> LL/token: -8.12725\n",
-      "<410> LL/token: -8.12708\n",
-      "<420> LL/token: -8.12709\n",
-      "<430> LL/token: -8.12762\n",
-      "<440> LL/token: -8.12734\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector ensure develop region island provide address important partner regional security key \n",
-      "1\t6.25\tprovincial province people week government operation western service travel work road yesterday add follow national confirm month expect guadalcanal area \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim investigation matter yesterday order \n",
-      "3\t6.25\tgovernment issue member parliament public land statement decision medium state process pay leader question add claim concern call interest group \n",
-      "4\t6.25\twoman people country covid health child family community service case medical continue include response number worker provide supply report hospital \n",
-      "5\t6.25\tteam people election year event good day time today hold visit member play leader country lead group church host game \n",
-      "6\t6.25\tbusiness water island company local year market increase area food high tourism log percent small industry cost people country find \n",
-      "7\t6.25\tproject community work student school year support program training provide fund education rural youth build australian building improve staff visit \n",
-      "\n",
-      "<450> LL/token: -8.12648\n",
-      "<460> LL/token: -8.12546\n",
-      "<470> LL/token: -8.12571\n",
-      "<480> LL/token: -8.1247\n",
-      "<490> LL/token: -8.12579\n"
+      "<150> LL/token: -8.12149\n",
+      "<160> LL/token: -8.11885\n",
+      "<170> LL/token: -8.11689\n",
+      "<180> LL/token: -8.1164\n",
+      "<190> LL/token: -8.11481\n",
+      "\n",
+      "0\t6.25\twoman student community work school program training child support year event visit education people youth opportunity attend young important country \n",
+      "1\t6.25\tcountry covid health service people continue include case medical week number community provide report response ensure support province work situation \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency minister group add official political executive state current \n",
+      "3\t6.25\tpolice officer court man case charge rsipf public year accuse force yesterday allege incident arrest victim report matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work road food island community site travel village add live supply ship affect boat product \n",
+      "5\t6.25\tissue company public medium report pay land business statement claim process money receive give question accord office raise log state \n",
+      "6\t6.25\tyear team time good day today start island play place week late lead family leave country yesterday game thing home \n",
+      "7\t6.25\tproject development country support government economic provide improve policy sector island develop include region fund resource rural plan regional management \n",
+      "\n",
+      "<200> LL/token: -8.11311\n",
+      "<210> LL/token: -8.11081\n",
+      "<220> LL/token: -8.1099\n",
+      "<230> LL/token: -8.10921\n",
+      "<240> LL/token: -8.10813\n",
+      "\n",
+      "0\t6.25\twoman community student work school program training child support year event education visit people youth opportunity attend young important learn \n",
+      "1\t6.25\tcountry covid health service people continue include case medical week provide number response community report ensure support province situation work \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency add minister official group political state executive current \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf year accuse force yesterday allege report incident arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work food road island community site travel village live add ship problem boat product supply \n",
+      "5\t6.25\tissue company land public medium report pay business claim process money statement give question receive raise accord log office add \n",
+      "6\t6.25\tyear time team good day start island country today play week place late lead leave yesterday game thing give end \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy improve sector island develop include region fund resource plan rural partner regional \n",
+      "\n",
+      "<250> LL/token: -8.10702\n",
+      "<260> LL/token: -8.10598\n",
+      "<270> LL/token: -8.10608\n",
+      "<280> LL/token: -8.10537\n",
+      "<290> LL/token: -8.1044\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training support child year event people education visit youth opportunity attend young important learn \n",
+      "1\t6.25\tcountry covid health service people case continue medical provide week include number response report ensure province situation support community total \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency official minister add group executive state political premier \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf accuse year force yesterday allege report incident arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work island road food community site travel village live add ship product problem boat affect \n",
+      "5\t6.25\tissue company land public medium report pay business claim money process statement give raise receive question government accord log add \n",
+      "6\t6.25\tyear team time good island day country start today play place week late leave lead visit yesterday game thing give \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy improve sector include develop island fund region resource plan partner ensure regional \n",
+      "\n",
+      "<300> LL/token: -8.10372\n",
+      "<310> LL/token: -8.10303\n",
+      "<320> LL/token: -8.10354\n",
+      "<330> LL/token: -8.10289\n",
+      "<340> LL/token: -8.10281\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training child support year event people education youth opportunity young visit attend important learn \n",
+      "1\t6.25\tcountry covid health service people case continue medical week include provide number response community support province ensure report work situation \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency official add minister group executive state political decision \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf accuse year force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work road food island community site travel village problem live product add ship boat affect \n",
+      "5\t6.25\tissue company land public report medium pay business money claim government process statement receive question give raise log accord add \n",
+      "6\t6.25\tyear time team good country island day today start visit play place week late leave yesterday lead end game give \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy include sector improve develop island fund region resource plan ensure infrastructure partner \n",
+      "\n",
+      "<350> LL/token: -8.10301\n",
+      "<360> LL/token: -8.10343\n",
+      "<370> LL/token: -8.10441\n",
+      "<380> LL/token: -8.10428\n",
+      "<390> LL/token: -8.10329\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training child year support event education people youth opportunity young attend important learn study \n",
+      "1\t6.25\tcountry covid health service people case continue medical week include provide response number ensure province support report situation community risk \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency official minister add group executive state political current \n",
+      "3\t6.25\tpolice officer court man case charge public rsipf year accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work road food island community site travel village add live problem product ship boat small \n",
+      "5\t6.25\tissue company land public report medium pay business government claim money process statement receive give question accord raise log concern \n",
+      "6\t6.25\tyear time team good country island visit day start today play place week late leave lead yesterday game end thing \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy sector improve include develop island region fund resource ensure plan partner regional \n",
+      "\n",
+      "<400> LL/token: -8.10434\n",
+      "<410> LL/token: -8.10492\n",
+      "<420> LL/token: -8.10408\n",
+      "<430> LL/token: -8.10455\n",
+      "<440> LL/token: -8.10485\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training year support child event people education youth young attend opportunity important family learn \n",
+      "1\t6.25\tcountry covid health service people case medical week continue include provide number response province support ensure situation community report risk \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency add minister official group executive state political current \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf year accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work road food island community site village travel live problem add product ship small boat \n",
+      "5\t6.25\tissue company land public report medium pay business government claim money process give statement receive raise question accord log add \n",
+      "6\t6.25\tyear team time good country visit island day start today play place week late lead yesterday leave end game open \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy improve sector develop include island fund region resource plan ensure partner regional \n",
+      "\n",
+      "<450> LL/token: -8.10421\n",
+      "<460> LL/token: -8.10447\n",
+      "<470> LL/token: -8.10461\n",
+      "<480> LL/token: -8.10518\n",
+      "<490> LL/token: -8.10605\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training year child support people event education youth young attend opportunity important family encourage \n",
+      "1\t6.25\tcountry covid health service people case medical week provide include continue response number support province ensure situation report risk community \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency add minister official group state executive political decision \n",
+      "3\t6.25\tpolice officer court man case public charge year rsipf accuse force yesterday allege report incident arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work road food island community site village problem add live product travel ship small boat \n",
+      "5\t6.25\tissue company public land medium report pay business government money claim process statement give accord question receive log concern raise \n",
+      "6\t6.25\tyear time team country good visit island day today start play place late week lead leave end yesterday game open \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy include improve sector island develop fund region resource plan ensure infrastructure partner \n",
+      "\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector ensure develop region island provide partner address regional important key security \n",
-      "1\t6.25\tprovincial province people week government operation western work travel road service yesterday confirm follow add month national expect guadalcanal area \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim investigation yesterday matter order \n",
-      "3\t6.25\tgovernment issue member parliament public land statement decision medium process state pay leader add question claim concern interest call group \n",
-      "4\t6.25\twoman people country covid health child community family service case medical continue include response number provide supply public worker hospital \n",
-      "5\t6.25\tteam people election year event time good day today hold visit member play leader lead country group host church game \n",
-      "6\t6.25\tbusiness company water local island year market increase food area high tourism log small percent industry cost find good country \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural youth build australian building improve development visit \n",
-      "\n",
-      "<500> LL/token: -8.12576\n",
-      "<510> LL/token: -8.12611\n",
-      "<520> LL/token: -8.12474\n",
-      "<530> LL/token: -8.12428\n",
-      "<540> LL/token: -8.12386\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic include national sector develop ensure island region provide address partner regional important key security \n",
-      "1\t6.25\tprovincial province people week government operation western service work travel road yesterday national confirm follow add month guadalcanal expect office \n",
-      "2\t6.25\tpolice officer court man case public year charge rsipf accuse force report allege incident arrest victim investigation yesterday matter order \n",
-      "3\t6.25\tgovernment issue member parliament public land statement decision medium process state pay leader add concern question claim call raise interest \n",
-      "4\t6.25\twoman people country covid health child community family service case medical continue include response report supply number provide hospital public \n",
-      "5\t6.25\tteam people election year event time good day today hold visit member play leader country lead group host game church \n",
-      "6\t6.25\tbusiness company water local island year market increase area food high tourism log percent small industry country find activity product \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural youth build australian building improve visit complete \n",
-      "\n",
-      "<550> LL/token: -8.12492\n",
-      "<560> LL/token: -8.12381\n",
-      "<570> LL/token: -8.1233\n",
-      "<580> LL/token: -8.12358\n",
-      "<590> LL/token: -8.12488\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector region island develop ensure address provide important partner regional security key \n",
-      "1\t6.25\tprovincial province people week government operation western work travel road yesterday service confirm add area follow national expect month guadalcanal \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim yesterday matter investigation vehicle \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision medium process state pay leader question claim concern add call interest group \n",
-      "4\t6.25\twoman people country covid health child community family service case medical continue include response number supply hospital support ensure risk \n",
-      "5\t6.25\tpeople team election year event good time day today visit hold play member country leader lead group church host game \n",
-      "6\t6.25\tbusiness company water local year island market increase area food high tourism log percent small industry find activity good country \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural youth build australian building improve development staff \n",
-      "\n",
-      "<600> LL/token: -8.12402\n",
-      "<610> LL/token: -8.12466\n",
-      "<620> LL/token: -8.12435\n",
-      "<630> LL/token: -8.12336\n",
-      "<640> LL/token: -8.12373\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic include national sector island region ensure develop partner regional address provide security key important \n",
-      "1\t6.25\tprovincial province people government week operation western work travel road service yesterday national add confirm area follow expect guadalcanal month \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force allege report incident arrest victim yesterday matter investigation order \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision medium process state leader pay add question claim concern interest call raise \n",
-      "4\t6.25\twoman people country covid health child community family case service medical continue include response number supply day provide hospital report \n",
-      "5\t6.25\tteam people election year event good day time today hold visit member play country group leader lead church game host \n",
-      "6\t6.25\tbusiness company water local year island market increase food area high tourism log small percent industry activity good find country \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural australian build youth building improve service development \n",
-      "\n",
-      "<650> LL/token: -8.12423\n",
-      "<660> LL/token: -8.12366\n",
-      "<670> LL/token: -8.12379\n",
-      "<680> LL/token: -8.1244\n",
-      "<690> LL/token: -8.12401\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector region island ensure develop partner provide address regional important key security \n",
-      "1\t6.25\tprovincial province people week government western yesterday travel road work operation service follow national confirm add area expect month guadalcanal \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force allege incident report arrest victim investigation order matter yesterday \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision medium process state leader pay add question concern claim interest call group \n",
-      "4\t6.25\twoman people country covid health child community family service case medical continue include response provide report supply number hospital risk \n",
-      "5\t6.25\tteam people election year event good time day today visit hold play member leader country lead group host game church \n",
-      "6\t6.25\tbusiness company water local year island market increase food area high tourism log percent small industry activity good country find \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural australian youth build improve building service development \n",
-      "\n",
-      "<700> LL/token: -8.12466\n",
-      "<710> LL/token: -8.12524\n",
-      "<720> LL/token: -8.12572\n",
-      "<730> LL/token: -8.12525\n",
-      "<740> LL/token: -8.12614\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic include national sector island ensure region develop provide important partner address regional key security \n",
-      "1\t6.25\tprovincial province people week government western work travel road yesterday service national operation confirm add follow area month guadalcanal expect \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force allege incident report arrest victim investigation yesterday matter vehicle \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision medium process state leader pay add question claim concern interest group act \n",
-      "4\t6.25\twoman people country covid health child community family service case medical continue include response number supply public report support hospital \n",
-      "5\t6.25\tteam people election year event good time day today visit hold play member country group lead leader host church island \n",
-      "6\t6.25\tbusiness company water local year island market increase area food high tourism log percent small industry activity good find cost \n",
-      "7\t6.25\tproject work community student school year program support training fund provide education rural youth australian build building improve development service \n",
-      "\n",
-      "<750> LL/token: -8.12528\n",
-      "<760> LL/token: -8.12548\n",
-      "<770> LL/token: -8.12537\n",
-      "<780> LL/token: -8.12558\n",
-      "<790> LL/token: -8.12548\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic include national sector island region ensure develop partner address important regional provide security key \n",
-      "1\t6.25\tprovincial province people week government western travel yesterday road area work operation service add follow confirm national month guadalcanal expect \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim matter yesterday investigation order \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision medium process state leader pay question claim add concern group interest political \n",
-      "4\t6.25\twoman people country covid health community child family service case medical continue include response number supply provide public support hospital \n",
-      "5\t6.25\tpeople team election year event good day time today visit hold play member country leader group lead church host place \n",
-      "6\t6.25\tbusiness company water local year island market increase food area high tourism log small percent industry activity good cost product \n",
-      "7\t6.25\tproject work community student school year program support training fund provide education rural australian youth build building service improve development \n",
+      "<500> LL/token: -8.10549\n",
+      "<510> LL/token: -8.10566\n",
+      "<520> LL/token: -8.10641\n",
+      "<530> LL/token: -8.10618\n",
+      "<540> LL/token: -8.10617\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training year support child event people education youth young important attend opportunity learn speak \n",
+      "1\t6.25\tcountry covid health service people case medical week continue provide include response number province support ensure community situation total risk \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency minister add executive group official political state premier \n",
+      "3\t6.25\tpolice officer court man case public charge year rsipf accuse force yesterday allege report incident arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work food road island community site problem village live add product ship small boat travel \n",
+      "5\t6.25\tissue company public land report medium pay business government claim money process statement question add receive give log accord raise \n",
+      "6\t6.25\tyear team time visit country good island day today start play week late place lead leave yesterday game end open \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy sector include improve fund develop island region resource plan ensure partner infrastructure \n",
+      "\n",
+      "<550> LL/token: -8.10777\n",
+      "<560> LL/token: -8.10676\n",
+      "<570> LL/token: -8.10794\n",
+      "<580> LL/token: -8.10845\n",
+      "<590> LL/token: -8.10842\n",
+      "\n",
+      "0\t6.25\twoman community work student school training program child year support people event education youth young attend family important opportunity learn \n",
+      "1\t6.25\tcovid country health service people case medical continue week include provide response number province support report ensure situation risk community \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency minister official executive add group state political premier \n",
+      "3\t6.25\tpolice officer court man case public charge year rsipf accuse force yesterday allege incident arrest report victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work road food community island site village problem live add product ship boat small affect \n",
+      "5\t6.25\tissue company public land report medium pay business government money claim process statement receive question give add log accord raise \n",
+      "6\t6.25\tyear team time visit country good island today day start play place late week leave lead game yesterday hold end \n",
+      "7\t6.25\tdevelopment project country support government economic policy provide sector improve include develop island fund region resource ensure plan partner infrastructure \n",
+      "\n",
+      "<600> LL/token: -8.10918\n",
+      "<610> LL/token: -8.1093\n",
+      "<620> LL/token: -8.1109\n",
+      "<630> LL/token: -8.11109\n",
+      "<640> LL/token: -8.11101\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training child year people support event education youth young attend family important opportunity learn \n",
+      "1\t6.25\tcovid health country service people case week medical continue include provide response number province ensure situation report support total community \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament election province issue meeting constituency minister executive official add group state political decision \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf year accuse yesterday force report allege incident arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work food island road community site village live problem add product small ship boat affect \n",
+      "5\t6.25\tissue company public land medium report government pay business claim money statement give process accord receive question log add concern \n",
+      "6\t6.25\tyear team time visit country good island today start day play place late week lead leave game yesterday end hold \n",
+      "7\t6.25\tdevelopment project country support government economic provide policy sector include improve develop fund region island resource ensure plan partner infrastructure \n",
+      "\n",
+      "<650> LL/token: -8.11103\n",
+      "<660> LL/token: -8.11191\n",
+      "<670> LL/token: -8.11187\n",
+      "<680> LL/token: -8.11148\n",
+      "<690> LL/token: -8.11113\n",
+      "\n",
+      "0\t6.25\twoman community work student school program training child people year support event education youth young family attend important opportunity speak \n",
+      "1\t6.25\tcountry covid health service people case medical week continue include provide response number support province situation ensure report work risk \n",
+      "2\t6.25\tgovernment provincial member people leader national province parliament election issue meeting constituency add minister executive official group state political decision \n",
+      "3\t6.25\tpolice officer court man case public charge year rsipf accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work food road community island site village live product ship small boat add problem travel \n",
+      "5\t6.25\tissue company public land government report medium pay business money claim process statement give question receive accord log add raise \n",
+      "6\t6.25\tyear team time visit country good island today day start play week place late lead leave game yesterday host hold \n",
+      "7\t6.25\tdevelopment project country support government economic policy provide include sector improve develop fund island region resource plan ensure infrastructure partner \n",
+      "\n",
+      "<700> LL/token: -8.11184\n",
+      "<710> LL/token: -8.11234\n",
+      "<720> LL/token: -8.11137\n",
+      "<730> LL/token: -8.11074\n",
+      "<740> LL/token: -8.11273\n",
+      "\n",
+      "0\t6.25\tcommunity woman work student school program training child year people support event education youth young family important opportunity attend encourage \n",
+      "1\t6.25\tcovid country service health people case week medical continue include provide response number support ensure situation province receive report total \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament province election issue meeting constituency minister add executive official group state political decision \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf year accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market work island food road community site live village product small ship boat add problem affect \n",
+      "5\t6.25\tissue company land public report medium government pay business claim money process give statement receive question add accord raise log \n",
+      "6\t6.25\tyear team time visit country good island today start day play late place week leave lead open game hold host \n",
+      "7\t6.25\tdevelopment project country government support economic provide policy include sector improve develop fund island region resource plan ensure infrastructure partner \n",
+      "\n",
+      "<750> LL/token: -8.11232\n",
+      "<760> LL/token: -8.11179\n",
+      "<770> LL/token: -8.11308\n",
+      "<780> LL/token: -8.11329\n",
+      "<790> LL/token: -8.11356\n",
+      "\n",
+      "0\t6.25\tcommunity woman work student school program year training child people support education youth young family important opportunity attend learn study \n",
+      "1\t6.25\tcountry covid health service people case week medical continue include provide response number province situation ensure total support risk hospital \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament province election issue meeting constituency add minister executive group official political statement state \n",
+      "3\t6.25\tpolice officer court man case public charge year rsipf accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market food road island work community site village live small product ship add boat problem affect \n",
+      "5\t6.25\tissue company public land report medium government pay business money claim process receive statement give question accord log raise concern \n",
+      "6\t6.25\tyear team visit time country good island today event day start play late place week lead open host hold game \n",
+      "7\t6.25\tdevelopment project country government support economic provide policy include sector develop fund improve island region resource plan ensure infrastructure partner \n",
+      "\n",
+      "<800> LL/token: -8.11411\n",
+      "<810> LL/token: -8.11377\n",
+      "<820> LL/token: -8.11437\n",
+      "<830> LL/token: -8.11425\n",
+      "<840> LL/token: -8.11449\n",
+      "\n",
+      "0\t6.25\tcommunity woman work student school program training year child people support education youth young family important opportunity encourage learn speak \n",
+      "1\t6.25\tcountry covid health service people case medical week continue include provide response number province support ensure situation risk receive community \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament province election issue meeting constituency add minister group executive state political official decision \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf year accuse force yesterday allege report incident arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market island work road food community site live village small add product ship boat problem sell \n",
+      "5\t6.25\tissue company public land government report medium pay business claim money statement process give accord question receive log raise add \n",
+      "6\t6.25\tyear team visit time country good island event today day play start place late host week lead open game yesterday \n",
+      "7\t6.25\tdevelopment project country government support economic policy provide include sector develop fund island improve region resource plan ensure infrastructure partner \n",
       "\n"
      ]
     },
@@ -2498,205 +1909,104 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<800> LL/token: -8.1249\n",
-      "<810> LL/token: -8.12478\n",
-      "<820> LL/token: -8.12529\n",
-      "<830> LL/token: -8.12489\n",
-      "<840> LL/token: -8.12629\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector island region ensure develop address partner regional important provide key security \n",
-      "1\t6.25\tprovincial province people week government western work travel yesterday road area service confirm operation national add follow guadalcanal month expect \n",
-      "2\t6.25\tpolice officer court man case public year charge rsipf accuse force allege report incident arrest victim matter investigation order yesterday \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision process medium state leader pay question add claim concern interest political group \n",
-      "4\t6.25\twoman people country covid health child community family service case medical continue include response number provide public hospital report ensure \n",
-      "5\t6.25\tteam election people year event time day good today visit hold play member group island country lead leader game host \n",
-      "6\t6.25\tbusiness company water local year island market increase food area high tourism log percent small activity industry good source cost \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural service youth improve build australian building complete \n",
-      "\n",
-      "<850> LL/token: -8.12583\n",
-      "<860> LL/token: -8.12548\n",
-      "<870> LL/token: -8.12519\n",
-      "<880> LL/token: -8.12525\n",
-      "<890> LL/token: -8.12573\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector island ensure region develop address partner regional important provide key security \n",
-      "1\t6.25\tprovincial province people week government western travel road work yesterday service area add national operation follow confirm expect guadalcanal month \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force report allege incident arrest victim yesterday matter investigation order \n",
-      "3\t6.25\tgovernment issue member parliament public statement decision land medium process leader state add pay question claim concern group interest political \n",
-      "4\t6.25\twoman people country covid health child community family service case medical include continue response number public hospital provide report risk \n",
-      "5\t6.25\tteam people election year event time good day today visit hold play member country lead church group island host game \n",
-      "6\t6.25\tbusiness company water local year island market increase food area high tourism percent log small industry activity cost source product \n",
-      "7\t6.25\tproject work community student school year support program training provide fund education rural youth australian improve building service build development \n",
-      "\n",
-      "<900> LL/token: -8.12578\n",
-      "<910> LL/token: -8.1262\n",
-      "<920> LL/token: -8.12626\n",
-      "<930> LL/token: -8.12527\n",
-      "<940> LL/token: -8.12521\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector island ensure region develop address partner regional provide security key important \n",
-      "1\t6.25\tprovincial people province week government western travel work road yesterday area service operation national follow confirm add guadalcanal expect month \n",
-      "2\t6.25\tpolice officer court man case public year charge rsipf accuse force allege incident report arrest victim matter investigation yesterday order \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision medium process state leader add question pay claim concern interest raise report \n",
-      "4\t6.25\twoman people country covid health child community family case service medical continue include response number provide hospital risk report ensure \n",
-      "5\t6.25\tteam election people year event time good day today hold visit play member country group lead host church game island \n",
-      "6\t6.25\tbusiness company water local year island market increase food area high tourism log percent small activity industry cost country product \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural service improve australian youth building build development \n",
-      "\n",
-      "<950> LL/token: -8.12623\n",
-      "<960> LL/token: -8.12558\n",
-      "<970> LL/token: -8.12533\n",
-      "<980> LL/token: -8.12548\n",
-      "<990> LL/token: -8.12591\n",
-      "\n",
-      "0\t6.25\tgovernment country development support policy economic national include sector island region ensure develop address important partner regional provide security key \n",
-      "1\t6.25\tprovincial people province week government western travel work road yesterday area national operation add service confirm follow guadalcanal expect month \n",
-      "2\t6.25\tpolice officer court man case year public charge rsipf accuse force allege incident report arrest victim matter yesterday investigation order \n",
-      "3\t6.25\tgovernment issue member parliament public statement land decision medium process leader state pay question add claim concern group call interest \n",
-      "4\t6.25\twoman people country covid health community child family case service medical continue include number response provide public hospital ensure risk \n",
-      "5\t6.25\tteam people election year event time day good today visit hold play member group country lead game church place host \n",
-      "6\t6.25\tbusiness company water local year island market increase food area high tourism log percent small activity industry cost country product \n",
-      "7\t6.25\tproject work community student school year support program training fund provide education rural service improve australian youth build building development \n",
-      "\n",
-      "<1000> LL/token: -8.12554\n",
-      "\n",
-      "Total time: 1 minutes 48 seconds\n",
+      "<850> LL/token: -8.11452\n",
+      "<860> LL/token: -8.11423\n",
+      "<870> LL/token: -8.11409\n",
+      "<880> LL/token: -8.1139\n",
+      "<890> LL/token: -8.11404\n",
+      "\n",
+      "0\t6.25\tcommunity work woman student school program training year child support people education youth young family important opportunity speak encourage learn \n",
+      "1\t6.25\tcovid health service country people case week medical continue include provide response number ensure province situation support risk hospital total \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament province election issue meeting constituency add minister group executive political state decision premier \n",
+      "3\t6.25\tpolice officer court man case public charge year rsipf accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market food road island work site community village live add small product ship boat problem sell \n",
+      "5\t6.25\tissue company public land report government medium pay business claim money process statement give accord question log receive raise deal \n",
+      "6\t6.25\tyear team visit time country good event island day today play start week place host lead late open hold game \n",
+      "7\t6.25\tdevelopment project country support government economic policy provide include sector fund develop island improve region resource plan ensure partner regional \n",
+      "\n",
+      "<900> LL/token: -8.11545\n",
+      "<910> LL/token: -8.11452\n",
+      "<920> LL/token: -8.11514\n",
+      "<930> LL/token: -8.11554\n",
+      "<940> LL/token: -8.11582\n",
+      "\n",
+      "0\t6.25\tcommunity work woman student school program training child year support people education youth family young important opportunity encourage learn study \n",
+      "1\t6.25\tcountry covid health service people case week medical continue include provide response number province ensure situation risk receive support hospital \n",
+      "2\t6.25\tgovernment provincial member people leader national parliament province election issue meeting constituency executive group minister state political add statement official \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf year accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market island food road work community site village live small product add ship boat problem good \n",
+      "5\t6.25\tissue company public land report government medium business pay money claim process give add statement raise accord receive question log \n",
+      "6\t6.25\tyear team visit time country good event island day today play start place host hold late open week lead game \n",
+      "7\t6.25\tdevelopment project country government support economic policy provide include sector develop improve fund region island resource plan ensure infrastructure partner \n",
+      "\n",
+      "<950> LL/token: -8.11633\n",
+      "<960> LL/token: -8.11493\n",
+      "<970> LL/token: -8.11488\n",
+      "<980> LL/token: -8.11534\n",
+      "<990> LL/token: -8.11573\n",
+      "\n",
+      "0\t6.25\tcommunity work woman student school program child training year support people education youth family young important opportunity speak learn study \n",
+      "1\t6.25\tcountry covid service health people case medical week continue include response provide number province situation ensure total hospital risk report \n",
+      "2\t6.25\tgovernment provincial member people leader province national parliament election issue meeting constituency add executive minister group political state official current \n",
+      "3\t6.25\tpolice officer court man case public charge rsipf year accuse force yesterday allege incident report arrest victim matter investigation vehicle \n",
+      "4\t6.25\tpeople area water local market island food road work community site village live small product ship boat add problem good \n",
+      "5\t6.25\tissue company public land government report medium pay business claim money statement give process accord question raise log receive add \n",
+      "6\t6.25\tyear team visit time country event good island day today play start place hold week host lead open late game \n",
+      "7\t6.25\tdevelopment project country government support economic policy provide include sector develop fund improve island region ensure plan infrastructure resource partner \n",
+      "\n",
+      "<1000> LL/token: -8.11669\n",
+      "\n",
+      "Total time: 1 minutes 46 seconds\n",
       "Mallet LDA: 9 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.75844\n",
-      "<20> LL/token: -9.04521\n",
-      "<30> LL/token: -8.54307\n",
-      "<40> LL/token: -8.37264\n",
-      "\n",
-      "0\t5.55556\tyear student school education people visit time child day today study week late speak teacher church country add form life \n",
-      "1\t5.55556\tteam training good work event program time week year play start hold today group open lead game host train end \n",
-      "2\t5.55556\tservice covid health country provide increase support medical include case percent supply continue response risk hospital facility total high ensure \n",
-      "3\t5.55556\tpolice officer court case public man charge rsipf accuse year allege incident arrest victim force report matter yesterday investigation vehicle \n",
-      "4\t5.55556\tgovernment member provincial parliament election issue statement public leader decision office constituency medium executive people process premier state claim group \n",
-      "5\t5.55556\tcompany land business local issue operation log site island area industry add product ship operate accord export fishery landowner activity \n",
-      "6\t5.55556\tproject support country work development island region develop build leader programme include people infrastructure important opportunity tourism provide program community \n",
-      "7\t5.55556\tgovernment country development policy national economic sector ensure address budget ministry include financial issue support provide economy system investment priority \n",
-      "8\t5.55556\tpeople community woman province water area family western live market road child village work provincial affect report day disaster home \n",
-      "\n",
-      "<50> LL/token: -8.29268\n",
-      "<60> LL/token: -8.24665\n",
-      "<70> LL/token: -8.21755\n",
-      "<80> LL/token: -8.19827\n",
-      "<90> LL/token: -8.18349\n",
-      "\n",
-      "0\t5.55556\tyear student school visit people country education child time today speak study day church teacher life family late work culture \n",
-      "1\t5.55556\tteam training good work week time start event group play year today youth hold lead host open young game expect \n",
-      "2\t5.55556\tservice covid health country case medical provide include number continue response week total increase risk public report hospital percent border \n",
-      "3\t5.55556\tpolice officer court man case public charge rsipf accuse year allege incident force arrest victim matter yesterday investigation report order \n",
-      "4\t5.55556\tmember government parliament election issue leader public provincial statement decision medium constituency office people executive question process premier group claim \n",
-      "5\t5.55556\tbusiness company land local market operation log money pay industry year high product ship site cost activity issue accord export \n",
-      "6\t5.55556\tsupport project development work provide program country island improve develop region opportunity include rural community assistance programme australian build partner \n",
-      "7\t5.55556\tgovernment country national policy development issue address meeting year ensure budget system ministry financial provincial plan include economic economy meet \n",
-      "8\t5.55556\tpeople community woman province area water provincial western family road live work village guadalcanal affect island disaster problem home issue \n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<100> LL/token: -8.17416\n",
-      "<110> LL/token: -8.16696\n",
-      "<120> LL/token: -8.15998\n",
-      "<130> LL/token: -8.15553\n",
-      "<140> LL/token: -8.15271\n",
-      "\n",
-      "0\t5.55556\tyear student school visit people country child education speak time family study church today day teacher life work leader event \n",
-      "1\t5.55556\tteam training work good week time group start play youth year today event hold lead host end open day place \n",
-      "2\t5.55556\tcovid service health country case medical provide include number week response continue public risk hospital total receive border ensure report \n",
-      "3\t5.55556\tpolice officer court man case public charge rsipf accuse year allege incident arrest force victim matter yesterday investigation report vehicle \n",
-      "4\t5.55556\tmember parliament election issue public leader medium decision statement government constituency office people provincial process question report executive claim premier \n",
-      "5\t5.55556\tbusiness company land local market year log pay operation money increase industry high cost product ship activity export sell landowner \n",
-      "6\t5.55556\tsupport project development woman work provide program improve develop country region island include opportunity community rural programme economic fund partner \n",
-      "7\t5.55556\tgovernment country national policy provincial issue meeting development address budget year meet financial ministry ensure include state economy official system \n",
-      "8\t5.55556\tpeople community province area water provincial western road work family live village affect guadalcanal island problem disaster report home issue \n",
-      "\n",
-      "<150> LL/token: -8.14865\n",
-      "<160> LL/token: -8.14626\n",
-      "<170> LL/token: -8.14213\n",
-      "<180> LL/token: -8.13991\n",
-      "<190> LL/token: -8.13758\n",
-      "\n",
-      "0\t5.55556\tyear student school people visit child country education family work speak study today church day life leader teacher event time \n",
-      "1\t5.55556\tteam training good work week time start group year youth play today hold event day lead host open end yesterday \n",
-      "2\t5.55556\tcovid health service country case medical include provide week response public number continue hospital receive risk ensure border total report \n",
-      "3\t5.55556\tpolice officer court man case charge public rsipf accuse year allege incident force arrest victim matter investigation yesterday order vehicle \n",
-      "4\t5.55556\tmember parliament election public issue medium statement decision leader constituency office question process claim report people group premier call act \n",
-      "5\t5.55556\tbusiness company land local market year increase log pay operation high money cost industry product tourism percent export activity sell \n",
-      "6\t5.55556\tsupport project development woman work provide improve program develop region island country community opportunity include rural economic programme sector fund \n",
-      "7\t5.55556\tgovernment country national policy provincial issue meeting development address meet year budget ministry state financial include ensure sign economy official \n",
-      "8\t5.55556\tpeople community province area water provincial western road live work island village guadalcanal affect report family issue problem disaster call \n",
-      "\n",
-      "<200> LL/token: -8.13539\n",
-      "<210> LL/token: -8.13306\n",
-      "<220> LL/token: -8.13129\n",
-      "<230> LL/token: -8.1291\n",
-      "<240> LL/token: -8.12855\n",
-      "\n",
-      "0\t5.55556\tyear student school people visit child country education family work speak study church life today teacher day leader young ceremony \n",
-      "1\t5.55556\tteam training good week time work start group year play youth today open hold day event host lead end yesterday \n",
-      "2\t5.55556\tcovid service health country case medical include provide week number response public continue risk hospital ensure border receive confirm total \n",
-      "3\t5.55556\tpolice officer court man case public charge rsipf accuse year allege incident force arrest victim matter yesterday investigation vehicle order \n",
-      "4\t5.55556\tmember parliament election public issue medium decision statement constituency office process leader question report people claim call act group bill \n",
-      "5\t5.55556\tbusiness company land local market year increase tourism log cost pay money high industry operation percent product food export activity \n",
-      "6\t5.55556\tsupport project development woman work provide program improve develop community region include country economic opportunity rural sector island fund programme \n",
-      "7\t5.55556\tgovernment country national provincial policy issue meeting development meet address leader budget year ministry state sign security ensure official add \n",
-      "8\t5.55556\tpeople community province area water western provincial road work island live affect village guadalcanal report problem family disaster issue home \n",
-      "\n",
-      "<250> LL/token: -8.12857\n",
-      "<260> LL/token: -8.12715\n",
-      "<270> LL/token: -8.12536\n",
-      "<280> LL/token: -8.12474\n",
-      "<290> LL/token: -8.12335\n",
-      "\n",
-      "0\t5.55556\tyear student school people visit child country education family work speak study church day life young teacher today event leader \n",
-      "1\t5.55556\tteam training good week time work year start group today play youth open hold day event yesterday host lead expect \n",
-      "2\t5.55556\tcovid health service country case medical include provide week continue response number public ensure hospital risk receive border support confirm \n",
-      "3\t5.55556\tpolice officer court man case charge public rsipf accuse year allege incident force arrest victim matter investigation yesterday vehicle order \n",
-      "4\t5.55556\tmember parliament election public issue medium decision statement constituency office report process claim question leader call people group bill act \n",
-      "5\t5.55556\tbusiness company land local market year increase tourism cost log pay money high percent industry operation product food export sell \n",
-      "6\t5.55556\tsupport project development woman provide work program improve develop economic country community region sector include opportunity rural fund programme service \n",
-      "7\t5.55556\tgovernment country provincial national policy issue meeting leader address meet development budget province state ministry official sign year security include \n",
-      "8\t5.55556\tpeople community area province water western road island work live village affect guadalcanal report provincial problem call disaster add issue \n",
-      "\n",
-      "<300> LL/token: -8.12367\n",
-      "<310> LL/token: -8.12097\n",
-      "<320> LL/token: -8.12126\n",
-      "<330> LL/token: -8.12034\n",
-      "<340> LL/token: -8.11963\n",
-      "\n",
-      "0\t5.55556\tyear student school people visit child country education family work speak young day study church life teacher time today event \n",
-      "1\t5.55556\tteam training week good time work start year group today play youth hold event open yesterday lead host day end \n",
-      "2\t5.55556\tcovid health service country case medical include provide week response public continue number hospital ensure risk border support receive confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim yesterday matter investigation vehicle order \n",
-      "4\t5.55556\tmember parliament election public issue medium statement decision constituency report office claim process question people call group act leader bill \n",
-      "5\t5.55556\tbusiness company land local market year increase pay tourism cost log high money percent industry operation product food activity export \n",
-      "6\t5.55556\tproject support development woman provide work country economic improve program develop sector community region fund include rural opportunity island service \n",
-      "7\t5.55556\tgovernment provincial country national policy issue meeting leader province meet address budget state official development year sign ministry include security \n",
-      "8\t5.55556\tpeople community area water province western road island work live village guadalcanal affect report problem disaster call home add site \n",
-      "\n",
-      "<350> LL/token: -8.1198\n",
-      "<360> LL/token: -8.11937\n",
-      "<370> LL/token: -8.11782\n",
-      "<380> LL/token: -8.11775\n",
-      "<390> LL/token: -8.11718\n",
-      "\n",
-      "0\t5.55556\tyear student school people child visit country education family work young speak study church life day teacher today event learn \n",
-      "1\t5.55556\tteam training week good work time year start group today youth play open day lead event hold host yesterday end \n",
-      "2\t5.55556\tcovid health service country case medical include provide continue response week number public hospital ensure risk border receive people support \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year force allege incident arrest victim matter investigation yesterday vehicle report \n",
-      "4\t5.55556\tmember parliament election public medium issue statement decision constituency office people process report claim question call group act law bill \n",
-      "5\t5.55556\tbusiness company land local market year increase cost tourism pay log percent high money industry operation product food export sell \n",
-      "6\t5.55556\tsupport project development woman provide work economic country improve program develop sector community region include fund rural service opportunity infrastructure \n",
-      "7\t5.55556\tgovernment provincial national country issue policy meeting leader province meet address state budget official development sign ministry security include year \n",
-      "8\t5.55556\tpeople community area water province road island work live western guadalcanal village affect report problem call disaster home add site \n",
+      "<10> LL/token: -9.74928\n",
+      "<20> LL/token: -8.97972\n",
+      "<30> LL/token: -8.49143\n",
+      "<40> LL/token: -8.33156\n",
+      "\n",
+      "0\t5.55556\tcountry team visit event good island year youth work play today lead time open host world hold opportunity game nation \n",
+      "1\t5.55556\tpeople community island area report live child village home western province issue family travel problem find water affect boat life \n",
+      "2\t5.55556\tgovernment provincial issue parliament member statement leader decision public state meeting national process executive interest minister political question premier claim \n",
+      "3\t5.55556\tpolice officer court case man public charge rsipf accuse allege incident year arrest victim yesterday matter investigation report vehicle order \n",
+      "4\t5.55556\tpeople woman member day election year time family group today leader church yesterday general serve late chief speak good candidate \n",
+      "5\t5.55556\tbusiness company land local market water road log cost increase food year site operation source area product industry operate add \n",
+      "6\t5.55556\tstudent school year work training week education receive program complete officer province medium staff study add teacher form office train \n",
+      "7\t5.55556\tdevelopment project support government country economic policy provide improve sector work include develop plan rural region ensure partner regional fund \n",
+      "8\t5.55556\tcovid health country service medical provide case support include response continue ensure risk hospital people province supply measure public border \n",
+      "\n",
+      "<50> LL/token: -8.26169\n",
+      "<60> LL/token: -8.22562\n",
+      "<70> LL/token: -8.20454\n",
+      "<80> LL/token: -8.18907\n",
+      "<90> LL/token: -8.17973\n",
+      "\n",
+      "0\t5.55556\tcountry team visit event island good time year play official today hold open host lead game tourism culture local world \n",
+      "1\t5.55556\tcommunity people area water island report province live western village affect home problem issue find disaster call travel boat time \n",
+      "2\t5.55556\tgovernment provincial issue parliament member statement public decision state national meeting executive minister process concern question interest budget premier office \n",
+      "3\t5.55556\tpolice officer court public man case charge rsipf accuse year allege incident yesterday arrest victim force matter investigation report order \n",
+      "4\t5.55556\tpeople woman member election leader day family year young constituency child youth group work today good speak change general church \n",
+      "5\t5.55556\tbusiness company land market local year increase road cost log pay money percent operation industry add high product operate export \n",
+      "6\t5.55556\tstudent year work school training week program education complete receive staff medium officer study teacher provide add learn form start \n",
+      "7\t5.55556\tdevelopment project support government country economic policy provide develop improve sector include work ensure region plan rural partner national assistance \n",
+      "8\t5.55556\tcovid country health service case medical include continue provide response support public ensure people province hospital risk supply week number \n",
+      "\n",
+      "<100> LL/token: -8.17154\n",
+      "<110> LL/token: -8.16655\n",
+      "<120> LL/token: -8.16068\n",
+      "<130> LL/token: -8.15637\n",
+      "<140> LL/token: -8.15406\n",
+      "\n",
+      "0\t5.55556\tteam visit country event island year time good today play official open host tourism hold lead game ramsi culture local \n",
+      "1\t5.55556\tpeople community area water island report live province village affect food problem western find home disaster issue call time boat \n",
+      "2\t5.55556\tgovernment provincial issue parliament member statement public decision state meeting national executive process concern minister question interest office claim premier \n",
+      "3\t5.55556\tpolice officer court public man case charge rsipf accuse year allege incident force yesterday arrest victim matter report investigation order \n",
+      "4\t5.55556\tpeople woman member community leader election day family work child young constituency youth country year good speak group change today \n",
+      "5\t5.55556\tbusiness company land year market local increase cost pay road money log percent industry operation high product add payment operate \n",
+      "6\t5.55556\twork student year school training program week education complete receive staff medium study learn provide information add officer teacher start \n",
+      "7\t5.55556\tdevelopment project government support country economic policy provide develop improve sector include region plan ensure partner assistance work rural national \n",
+      "8\t5.55556\tcovid health country service case medical continue include response people provide province public ensure week support hospital supply risk border \n",
       "\n"
      ]
     },
@@ -2704,101 +2014,101 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<400> LL/token: -8.11518\n",
-      "<410> LL/token: -8.11552\n",
-      "<420> LL/token: -8.1143\n",
-      "<430> LL/token: -8.11459\n",
-      "<440> LL/token: -8.1136\n",
-      "\n",
-      "0\t5.55556\tyear student school people child visit country education work family young speak study life church teacher day learn today event \n",
-      "1\t5.55556\tteam training week good time work start year group today play youth hold day yesterday event host lead end open \n",
-      "2\t5.55556\tcovid health service country case medical provide include week response continue number public hospital ensure risk receive border people confirm \n",
-      "3\t5.55556\tpolice officer court man case charge public rsipf accuse year allege incident force arrest victim matter investigation vehicle yesterday order \n",
-      "4\t5.55556\tmember parliament election public issue medium statement decision constituency report office claim people process question call act law group bill \n",
-      "5\t5.55556\tbusiness company land local year market increase pay tourism cost log high percent money industry product operation food export sell \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop program sector region community fund include rural service opportunity infrastructure \n",
-      "7\t5.55556\tgovernment provincial country national issue policy leader meeting province address meet budget official state ministry development sign include security premier \n",
-      "8\t5.55556\tpeople community area water province island road work live affect guadalcanal village report problem disaster western call site home add \n",
-      "\n",
-      "<450> LL/token: -8.11356\n",
-      "<460> LL/token: -8.11247\n",
-      "<470> LL/token: -8.11401\n",
-      "<480> LL/token: -8.11413\n",
-      "<490> LL/token: -8.11313\n",
-      "\n",
-      "0\t5.55556\tyear student school people child visit country education work family young speak study church life day teacher today learn ceremony \n",
-      "1\t5.55556\tteam training week good time start year work group today play youth day hold lead event open end yesterday host \n",
-      "2\t5.55556\tcovid service health country case medical provide include week continue response public number hospital ensure receive risk border people confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf accuse public year allege incident force arrest victim matter investigation yesterday vehicle report \n",
-      "4\t5.55556\tmember parliament election public issue medium statement decision constituency report office people process claim question call act law group bill \n",
-      "5\t5.55556\tbusiness company land local year market increase pay tourism cost high log money percent industry country product operation export food \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop program community region fund sector include rural opportunity service partner \n",
-      "7\t5.55556\tgovernment provincial national country issue policy leader province meeting meet address state budget official sign ministry development security include premier \n",
-      "8\t5.55556\tpeople community area water province island road work live village affect problem report guadalcanal disaster western call home site boat \n",
-      "\n",
-      "<500> LL/token: -8.11373\n",
-      "<510> LL/token: -8.1135\n",
-      "<520> LL/token: -8.11338\n",
-      "<530> LL/token: -8.1127\n",
-      "<540> LL/token: -8.11319\n",
-      "\n",
-      "0\t5.55556\tyear student school people child visit country education work family young speak study church life teacher learn day today ceremony \n",
-      "1\t5.55556\tteam training week good time start work year today group play day hold youth open event lead host yesterday place \n",
-      "2\t5.55556\tcovid health service country case medical provide include week response continue number public hospital ensure people risk receive border support \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim matter investigation yesterday vehicle report \n",
-      "4\t5.55556\tmember parliament election public medium issue statement decision constituency people office report process claim question call act law group bill \n",
-      "5\t5.55556\tbusiness company land local year market increase pay cost tourism money log high percent industry product operation country export sell \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop program community region fund include sector rural service opportunity access \n",
-      "7\t5.55556\tgovernment provincial national country issue policy province leader meeting meet address budget official state development sign ministry include add premier \n",
-      "8\t5.55556\tpeople community area water island province road work live affect village problem report call disaster site home western time boat \n",
-      "\n",
-      "<550> LL/token: -8.11391\n",
-      "<560> LL/token: -8.11499\n",
-      "<570> LL/token: -8.11426\n",
-      "<580> LL/token: -8.11406\n",
-      "<590> LL/token: -8.11424\n",
-      "\n",
-      "0\t5.55556\tyear student school people child country education visit work family young speak study life church teacher day event learn ceremony \n",
-      "1\t5.55556\tteam training week good time work start today year group play youth yesterday day hold end open lead host event \n",
-      "2\t5.55556\tcovid health service country case medical provide include week continue response number hospital public ensure people border receive risk confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim matter investigation vehicle yesterday report \n",
-      "4\t5.55556\tmember public parliament election medium issue statement decision people constituency office report process claim question call act law group bill \n",
-      "5\t5.55556\tbusiness company land local year market increase pay cost tourism log high money percent industry operation product country export sell \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop community program region include fund sector rural service island infrastructure \n",
-      "7\t5.55556\tgovernment provincial national country issue policy province leader meeting meet address state budget official sign security development ministry premier minister \n",
-      "8\t5.55556\tpeople community area water island road province work live affect report village problem disaster home call site western time boat \n",
-      "\n",
-      "<600> LL/token: -8.11492\n",
-      "<610> LL/token: -8.11523\n",
-      "<620> LL/token: -8.11561\n",
-      "<630> LL/token: -8.11525\n",
-      "<640> LL/token: -8.11591\n",
-      "\n",
-      "0\t5.55556\tyear student school people child country education work visit family young speak study church life teacher event today day learn \n",
-      "1\t5.55556\tteam training week good time year start today work group day play youth hold yesterday lead end open host event \n",
-      "2\t5.55556\tcovid health service country case medical provide include week response continue public number hospital ensure people border receive risk confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim investigation yesterday matter vehicle report \n",
-      "4\t5.55556\tmember parliament election public issue medium decision statement people constituency report office process claim question call law act group bill \n",
-      "5\t5.55556\tbusiness company land local year market increase pay cost tourism high money log percent industry product country operation export sell \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop program community region fund include sector rural service infrastructure partner \n",
-      "7\t5.55556\tgovernment provincial country national issue policy province leader meeting meet address official state budget sign security minister ministry development premier \n",
-      "8\t5.55556\tpeople community area water island road work province live affect village problem report disaster call home site boat time western \n",
-      "\n",
-      "<650> LL/token: -8.11442\n",
-      "<660> LL/token: -8.11499\n",
-      "<670> LL/token: -8.11518\n",
-      "<680> LL/token: -8.11483\n",
-      "<690> LL/token: -8.11536\n",
-      "\n",
-      "0\t5.55556\tstudent year school people child country education work family visit young speak study church day life teacher learn event program \n",
-      "1\t5.55556\tteam training week good time year start today work group play yesterday youth day hold open end event host expect \n",
-      "2\t5.55556\tcovid service health country case medical provide include response week continue people number ensure public hospital receive risk border confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim matter yesterday investigation vehicle report \n",
-      "4\t5.55556\tmember parliament election public issue medium statement decision constituency report process people office claim question call law act group bill \n",
-      "5\t5.55556\tbusiness company land local year market increase pay cost tourism high money percent log industry product operation country export payment \n",
-      "6\t5.55556\tproject support development woman provide work country economic improve develop program community region include fund sector rural opportunity island service \n",
-      "7\t5.55556\tgovernment provincial country national issue policy province leader meeting meet official address budget state security sign member development premier minister \n",
-      "8\t5.55556\tpeople community area water island road work province live affect village report problem disaster site call home boat western add \n",
+      "<150> LL/token: -8.15075\n",
+      "<160> LL/token: -8.14884\n",
+      "<170> LL/token: -8.14614\n",
+      "<180> LL/token: -8.14601\n",
+      "<190> LL/token: -8.14498\n",
+      "\n",
+      "0\t5.55556\tteam visit country event island year time good today play official host open hold tourism game lead ramsi place culture \n",
+      "1\t5.55556\tpeople area community water island report food live village affect problem find province home disaster issue call boat western time \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state meeting executive national process concern question minister interest office premier claim \n",
+      "3\t5.55556\tpolice officer court man case public charge rsipf accuse year allege incident force arrest victim yesterday matter investigation law report \n",
+      "4\t5.55556\tpeople woman member community leader election family day work young constituency youth child year country speak group good support today \n",
+      "5\t5.55556\tbusiness company land year market local increase pay cost road money log percent industry operation add product payment high operate \n",
+      "6\t5.55556\twork student year school training program week education complete receive provide staff medium information study learn add teacher officer start \n",
+      "7\t5.55556\tdevelopment project government support country economic policy provide develop improve include sector region plan ensure partner assistance island national rural \n",
+      "8\t5.55556\tcovid health country service case medical continue include response province people provide public week ensure hospital support number border risk \n",
+      "\n",
+      "<200> LL/token: -8.14348\n",
+      "<210> LL/token: -8.14175\n",
+      "<220> LL/token: -8.14144\n",
+      "<230> LL/token: -8.14029\n",
+      "<240> LL/token: -8.14029\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good play official today open tourism host hold game lead ramsi culture place \n",
+      "1\t5.55556\tpeople area water community island report food live village affect find home problem disaster issue time boat call province ship \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state meeting executive national process concern question minister office claim premier interest \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident force arrest yesterday victim matter investigation order vehicle \n",
+      "4\t5.55556\tpeople woman community member leader election family day work constituency young youth country province speak child good year support group \n",
+      "5\t5.55556\tbusiness company land year market local pay increase cost road money log percent industry fund add operation payment high product \n",
+      "6\t5.55556\twork student year school training program week education complete staff receive provide medium learn information study teacher officer start form \n",
+      "7\t5.55556\tdevelopment project government support country economic policy provide develop improve sector include region plan island partner ensure national assistance rural \n",
+      "8\t5.55556\tcovid health country service case medical include continue province response provide week people public ensure number hospital support border confirm \n",
+      "\n",
+      "<250> LL/token: -8.14068\n",
+      "<260> LL/token: -8.13912\n",
+      "<270> LL/token: -8.13831\n",
+      "<280> LL/token: -8.13799\n",
+      "<290> LL/token: -8.13884\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year island time good play today official host hold tourism open game lead local ramsi place \n",
+      "1\t5.55556\tpeople area community water island report food live affect village find problem home disaster time boat issue call province site \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state meeting executive process national concern question office minister claim premier interest \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident force arrest yesterday victim matter investigation report order \n",
+      "4\t5.55556\tpeople woman community member election leader family day province work constituency youth country young child speak support good today year \n",
+      "5\t5.55556\tbusiness company land year market local pay increase cost road money log percent industry payment fund operation add high product \n",
+      "6\t5.55556\twork student school year training program week education complete staff provide information medium receive learn study officer teacher form add \n",
+      "7\t5.55556\tdevelopment project government support country economic policy provide develop improve sector include region ensure plan partner assistance national island rural \n",
+      "8\t5.55556\tcovid health country service case medical include province continue response people provide public week ensure hospital number border confirm support \n",
+      "\n",
+      "<300> LL/token: -8.13792\n",
+      "<310> LL/token: -8.13823\n",
+      "<320> LL/token: -8.13767\n",
+      "<330> LL/token: -8.13692\n",
+      "<340> LL/token: -8.13693\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year island time good play today official host hold tourism open game lead ramsi place culture \n",
+      "1\t5.55556\tpeople area water community island report food live village affect problem find home disaster time boat call issue site small \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state executive meeting national concern question office process minister claim premier interest \n",
+      "3\t5.55556\tpolice officer court man case public charge rsipf accuse year allege incident force arrest victim yesterday matter report investigation vehicle \n",
+      "4\t5.55556\tpeople woman community member leader election family day province work constituency youth child young country year support speak today good \n",
+      "5\t5.55556\tbusiness company land year market pay local increase cost money road log percent fund payment industry add operation product high \n",
+      "6\t5.55556\twork student school year training program education week complete provide information staff receive medium learn study add teacher officer form \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop improve provide include sector region plan island partner assistance national ensure regional \n",
+      "8\t5.55556\tcovid health country service case medical province continue include response week public people provide ensure hospital number support border risk \n",
+      "\n",
+      "<350> LL/token: -8.13684\n",
+      "<360> LL/token: -8.13711\n",
+      "<370> LL/token: -8.1367\n",
+      "<380> LL/token: -8.13676\n",
+      "<390> LL/token: -8.13714\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good today play official host tourism hold open game lead ramsi culture start \n",
+      "1\t5.55556\tpeople area water community island report food live affect village find problem home disaster time call boat issue province site \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state executive meeting national concern question process office minister claim premier interest \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident force arrest victim yesterday matter investigation report vehicle \n",
+      "4\t5.55556\tpeople woman community member leader election family day work province constituency country child youth young support good year add speak \n",
+      "5\t5.55556\tbusiness company land year market pay local increase cost money road fund log percent payment industry add operation service product \n",
+      "6\t5.55556\twork student school year training program week education complete staff provide information learn study medium receive officer teacher add train \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop provide improve sector include region plan assistance ensure island partner rural national \n",
+      "8\t5.55556\tcovid health country service case medical province include continue response week provide people public hospital number ensure support border confirm \n",
+      "\n",
+      "<400> LL/token: -8.13628\n",
+      "<410> LL/token: -8.13647\n",
+      "<420> LL/token: -8.13615\n",
+      "<430> LL/token: -8.13687\n",
+      "<440> LL/token: -8.13648\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year island time good play today official host hold tourism game open lead place ramsi culture \n",
+      "1\t5.55556\tpeople area community water island report food live village affect find problem disaster home time boat issue call site small \n",
+      "2\t5.55556\tgovernment provincial issue parliament member statement public decision state executive meeting national concern process question office minister premier claim report \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege force incident arrest victim yesterday matter investigation report order \n",
+      "4\t5.55556\tpeople woman community member leader election family day province work constituency country youth child young support year good speak today \n",
+      "5\t5.55556\tbusiness company land year market pay local increase cost money road fund log percent payment industry operation product service month \n",
+      "6\t5.55556\twork student school year training program education week complete provide staff information medium receive learn study officer teacher form add \n",
+      "7\t5.55556\tdevelopment project government country support economic policy improve provide develop sector include region plan partner island national assistance ensure rural \n",
+      "8\t5.55556\tcovid health country service case medical province response continue include week people public provide number hospital ensure border confirm support \n",
       "\n"
      ]
     },
@@ -2806,101 +2116,101 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<700> LL/token: -8.11514\n",
-      "<710> LL/token: -8.11489\n",
-      "<720> LL/token: -8.1147\n",
-      "<730> LL/token: -8.11494\n",
-      "<740> LL/token: -8.11586\n",
-      "\n",
-      "0\t5.55556\tstudent year school people child country education work family visit young speak life study church teacher learn day event ceremony \n",
-      "1\t5.55556\tteam training week good time start year today work group day play yesterday hold youth open end event lead host \n",
-      "2\t5.55556\tcovid health service country case medical provide include week response continue number public people ensure hospital receive border risk confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim investigation matter yesterday vehicle report \n",
-      "4\t5.55556\tmember parliament election public medium issue statement decision people constituency report process office question claim call law act group bill \n",
-      "5\t5.55556\tbusiness company land year local market increase pay cost tourism money high log percent industry product operation country export payment \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop program community region include fund sector rural service partner access \n",
-      "7\t5.55556\tgovernment provincial country national issue policy province leader meeting meet state address budget official member security sign minister premier continue \n",
-      "8\t5.55556\tpeople community area water island road work live province affect village report problem disaster site call home boat food western \n",
-      "\n",
-      "<750> LL/token: -8.11592\n",
-      "<760> LL/token: -8.11571\n",
-      "<770> LL/token: -8.11598\n",
-      "<780> LL/token: -8.11664\n",
-      "<790> LL/token: -8.11784\n",
-      "\n",
-      "0\t5.55556\tyear student school people child country education work family visit young speak study life church teacher learn day event today \n",
-      "1\t5.55556\tteam training week good time start year today work group play day yesterday youth lead hold end event host open \n",
-      "2\t5.55556\tcovid health service country case medical provide include week continue response number people public ensure hospital receive border risk confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim investigation yesterday matter vehicle report \n",
-      "4\t5.55556\tmember parliament public election issue medium statement decision constituency office report process claim question people call act group law bill \n",
-      "5\t5.55556\tbusiness company land year local market increase pay cost tourism high money log percent industry product operation payment add export \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop program community include region fund sector rural service infrastructure opportunity \n",
-      "7\t5.55556\tgovernment provincial country national issue policy leader province meeting meet address budget official state member visit security sign minister premier \n",
-      "8\t5.55556\tpeople community area water island road live report affect village work province problem disaster site home call boat western food \n",
-      "\n",
-      "<800> LL/token: -8.11667\n",
-      "<810> LL/token: -8.11703\n",
-      "<820> LL/token: -8.11735\n",
-      "<830> LL/token: -8.11688\n",
-      "<840> LL/token: -8.1162\n",
-      "\n",
-      "0\t5.55556\tyear student school people child country work education family young visit speak study life church day program teacher event learn \n",
-      "1\t5.55556\tteam training week good time year start today group work play yesterday day hold lead youth end open expect host \n",
-      "2\t5.55556\tcovid health service country case medical provide include week continue response number public hospital ensure receive risk people border confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim yesterday investigation matter vehicle report \n",
-      "4\t5.55556\tmember public parliament election medium issue statement decision process constituency report office question claim call law act group bill people \n",
-      "5\t5.55556\tbusiness company land local year market increase pay cost tourism money log percent high industry product operation country export economy \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop community program region fund include sector rural service partner infrastructure \n",
-      "7\t5.55556\tgovernment provincial country national issue policy province leader meeting meet state official people address budget member visit security sign minister \n",
-      "8\t5.55556\tpeople community area water island road live work village affect province report problem disaster site call home boat food add \n",
-      "\n",
-      "<850> LL/token: -8.11614\n",
-      "<860> LL/token: -8.11713\n",
-      "<870> LL/token: -8.11686\n",
-      "<880> LL/token: -8.11713\n",
-      "<890> LL/token: -8.11723\n",
-      "\n",
-      "0\t5.55556\tyear student school people child country work education family visit young speak study life church event day program teacher learn \n",
-      "1\t5.55556\tteam training week good time year start today work group play day yesterday youth lead hold open end host expect \n",
-      "2\t5.55556\tcovid health service country case medical provide include continue week response number people ensure hospital public receive border risk confirm \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim investigation matter yesterday vehicle order \n",
-      "4\t5.55556\tmember parliament public election issue medium statement decision constituency process report office claim question call act law bill group general \n",
-      "5\t5.55556\tbusiness company land year local market increase pay cost tourism money log high percent industry product operation payment export economy \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop program community region fund include sector rural service infrastructure partner \n",
-      "7\t5.55556\tgovernment provincial country national issue leader policy province meeting people meet official budget state member address visit sign security minister \n",
-      "8\t5.55556\tpeople community area water island road report live work affect village problem province disaster site call food home boat honiara \n",
-      "\n",
-      "<900> LL/token: -8.11742\n",
-      "<910> LL/token: -8.11889\n",
-      "<920> LL/token: -8.11778\n",
-      "<930> LL/token: -8.1172\n",
-      "<940> LL/token: -8.11699\n",
-      "\n",
-      "0\t5.55556\tstudent year school people child work education country family young visit study speak program life church day teacher learn event \n",
-      "1\t5.55556\tteam training week good time start today year work group play day yesterday hold youth lead end open event host \n",
-      "2\t5.55556\tcovid health service country case medical provide include week continue response number ensure public hospital receive people border travel risk \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim matter investigation yesterday vehicle report \n",
-      "4\t5.55556\tmember public parliament election medium issue statement decision process constituency report office question claim call law act bill group state \n",
-      "5\t5.55556\tbusiness company land year local market increase pay cost tourism money high log percent industry product payment operation export country \n",
-      "6\t5.55556\tproject support development woman provide work country economic improve develop community program region include fund sector rural service infrastructure system \n",
-      "7\t5.55556\tgovernment provincial country national issue leader province policy meeting people meet state member official budget address security visit minister sign \n",
-      "8\t5.55556\tpeople community area water island road live village affect report problem work province disaster site call food home boat time \n",
-      "\n",
-      "<950> LL/token: -8.11748\n",
-      "<960> LL/token: -8.11804\n",
-      "<970> LL/token: -8.11694\n",
-      "<980> LL/token: -8.11723\n",
-      "<990> LL/token: -8.11743\n",
-      "\n",
-      "0\t5.55556\tyear student school people child education country work family young visit program study speak life church event teacher learn day \n",
-      "1\t5.55556\tteam training week good time start year today work group play yesterday youth day end open lead hold expect host \n",
-      "2\t5.55556\tcovid health service country case medical provide include week continue response number public people ensure hospital border receive confirm travel \n",
-      "3\t5.55556\tpolice officer court man case charge rsipf public accuse year allege incident force arrest victim matter investigation yesterday vehicle order \n",
-      "4\t5.55556\tmember public parliament election issue medium decision statement process constituency report office claim question call law act group bill add \n",
-      "5\t5.55556\tbusiness company land year local market pay increase cost tourism money high log percent industry payment product country operation export \n",
-      "6\t5.55556\tproject support development woman provide work economic country improve develop community program region include fund rural sector service infrastructure access \n",
-      "7\t5.55556\tgovernment provincial country national issue province leader policy meeting people meet official member state budget address visit security sign minister \n",
-      "8\t5.55556\tpeople community area water island road live affect village work report problem province disaster site call food home boat find \n",
+      "<450> LL/token: -8.13689\n",
+      "<460> LL/token: -8.13563\n",
+      "<470> LL/token: -8.13613\n",
+      "<480> LL/token: -8.13631\n",
+      "<490> LL/token: -8.13614\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good play today official host hold tourism open game lead ramsi place culture \n",
+      "1\t5.55556\tpeople area water community island report food live affect village problem find disaster home time boat issue site province call \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state meeting executive national concern office question process claim minister interest premier \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege force incident yesterday arrest victim matter investigation vehicle report \n",
+      "4\t5.55556\tpeople woman community member election leader family work day province constituency child youth young country support good speak year today \n",
+      "5\t5.55556\tbusiness company land year market pay local increase money cost road fund log percent payment industry operation product month add \n",
+      "6\t5.55556\twork student school year training program education week complete provide staff information medium learn study officer receive teacher start form \n",
+      "7\t5.55556\tdevelopment project government country support economic policy improve provide develop sector include region island assistance partner ensure plan national rural \n",
+      "8\t5.55556\tcovid health country service case medical province continue include response week people public provide number hospital ensure confirm border risk \n",
+      "\n",
+      "<500> LL/token: -8.13704\n",
+      "<510> LL/token: -8.13642\n",
+      "<520> LL/token: -8.1368\n",
+      "<530> LL/token: -8.13671\n",
+      "<540> LL/token: -8.13544\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year island time good play today official host hold tourism open game lead ramsi culture place \n",
+      "1\t5.55556\tpeople area water community island report food live affect village find problem disaster home boat issue site time call small \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state executive meeting national concern question office process claim minister premier medium \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege force incident arrest victim yesterday matter investigation report law \n",
+      "4\t5.55556\tpeople woman community member leader election family work province day country constituency child youth young support good speak today year \n",
+      "5\t5.55556\tbusiness company land year market pay local money increase cost fund log percent payment road industry service operation add product \n",
+      "6\t5.55556\twork student school year training program week education complete staff provide information learn study medium start teacher receive officer building \n",
+      "7\t5.55556\tdevelopment project government support country economic policy provide improve develop sector include region island partner plan assistance ensure national rural \n",
+      "8\t5.55556\tcovid health country service case medical province include continue response people week provide public hospital number ensure border confirm receive \n",
+      "\n",
+      "<550> LL/token: -8.13518\n",
+      "<560> LL/token: -8.13633\n",
+      "<570> LL/token: -8.13668\n",
+      "<580> LL/token: -8.13561\n",
+      "<590> LL/token: -8.13654\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year island time good play today host official hold open tourism game lead ramsi culture place \n",
+      "1\t5.55556\tpeople area water community island report food live village road affect find disaster problem home time boat site issue call \n",
+      "2\t5.55556\tgovernment provincial issue parliament member public statement decision state executive meeting national question concern office process minister premier interest claim \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident arrest force victim yesterday matter investigation report order \n",
+      "4\t5.55556\tpeople woman community member election leader family work province day constituency child youth country young support today good speak year \n",
+      "5\t5.55556\tbusiness company land year market pay local increase money cost fund log percent payment industry operation add high service product \n",
+      "6\t5.55556\twork student school year program training education week complete provide information staff medium learn study start teacher receive add building \n",
+      "7\t5.55556\tdevelopment project government country support economic policy improve develop provide sector include region island assistance plan partner national ensure infrastructure \n",
+      "8\t5.55556\tcovid health country service case medical province include response continue week public people provide number hospital ensure border confirm travel \n",
+      "\n",
+      "<600> LL/token: -8.13686\n",
+      "<610> LL/token: -8.13578\n",
+      "<620> LL/token: -8.13624\n",
+      "<630> LL/token: -8.13588\n",
+      "<640> LL/token: -8.13598\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year island time good play today host official hold open game lead tourism place ramsi culture \n",
+      "1\t5.55556\tpeople area water community island report road food live village affect find disaster home problem site boat time call province \n",
+      "2\t5.55556\tgovernment issue provincial parliament member public statement decision state meeting executive concern national office question process minister premier leader claim \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident yesterday force arrest victim report matter investigation vehicle \n",
+      "4\t5.55556\tpeople woman community member election leader family province day work constituency child youth country young good speak group support today \n",
+      "5\t5.55556\tbusiness company land year market pay increase local money cost fund log percent payment add industry operation service product month \n",
+      "6\t5.55556\twork student school year program training education week complete provide staff information learn study medium teacher start building officer support \n",
+      "7\t5.55556\tdevelopment project government country support economic policy improve develop sector include provide region island partner assistance ensure national infrastructure rural \n",
+      "8\t5.55556\tcovid health country service case medical continue week include province response people public provide number hospital ensure border confirm risk \n",
+      "\n",
+      "<650> LL/token: -8.13602\n",
+      "<660> LL/token: -8.13663\n",
+      "<670> LL/token: -8.13509\n",
+      "<680> LL/token: -8.13481\n",
+      "<690> LL/token: -8.13474\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good play today host hold official open lead game tourism place ramsi culture \n",
+      "1\t5.55556\tpeople area water community island road report food live village affect find disaster site home problem boat time small call \n",
+      "2\t5.55556\tgovernment issue provincial parliament member statement public decision state meeting executive concern office question process claim national medium minister premier \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident force arrest yesterday victim matter report investigation order \n",
+      "4\t5.55556\tpeople woman community member leader election province provincial family work day constituency youth child young country support add speak good \n",
+      "5\t5.55556\tbusiness company land year market pay local increase money cost fund log percent payment industry add operation product month total \n",
+      "6\t5.55556\twork student school year program training education week complete provide staff information learn study medium building teacher receive start officer \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop improve sector provide include island region national infrastructure plan partner ensure assistance \n",
+      "8\t5.55556\tcovid health country service case medical continue people response week include public province provide number hospital ensure confirm border receive \n",
+      "\n",
+      "<700> LL/token: -8.13425\n",
+      "<710> LL/token: -8.13536\n",
+      "<720> LL/token: -8.13491\n",
+      "<730> LL/token: -8.1339\n",
+      "<740> LL/token: -8.13381\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good play today host official hold game tourism open place lead ramsi culture \n",
+      "1\t5.55556\tpeople area water community island road food report live village affect disaster home find site problem boat time small call \n",
+      "2\t5.55556\tgovernment issue provincial parliament member public statement decision state meeting executive concern question medium office national claim add premier minister \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident force yesterday arrest victim matter investigation report vehicle \n",
+      "4\t5.55556\tpeople woman community member leader province election provincial family work day constituency youth child young support speak good today national \n",
+      "5\t5.55556\tbusiness company land year market pay increase local money fund cost log percent payment industry add operation high product financial \n",
+      "6\t5.55556\twork student school year program training education week complete provide staff information learn study teacher service medium add support start \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop sector include provide improve region island infrastructure assistance partner ensure national plan \n",
+      "8\t5.55556\tcovid country health service case medical include continue week response people public province provide number hospital ensure confirm border travel \n",
       "\n"
      ]
     },
@@ -2908,96 +2218,108 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<1000> LL/token: -8.11718\n",
-      "\n",
-      "Total time: 1 minutes 50 seconds\n",
+      "<750> LL/token: -8.13234\n",
+      "<760> LL/token: -8.13265\n",
+      "<770> LL/token: -8.13316\n",
+      "<780> LL/token: -8.13228\n",
+      "<790> LL/token: -8.13222\n",
+      "\n",
+      "0\t5.55556\tteam visit country event time year island good today play host hold official game tourism open lead ramsi culture place \n",
+      "1\t5.55556\tpeople area water community island road food report live village affect disaster find site home problem boat time call small \n",
+      "2\t5.55556\tgovernment issue provincial parliament member public statement decision state meeting executive concern office question leader medium minister interest claim process \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident force arrest victim yesterday matter report investigation order \n",
+      "4\t5.55556\tpeople woman community member province provincial election leader family day constituency work youth child young support national good add speak \n",
+      "5\t5.55556\tbusiness company land year market pay increase money local cost fund log percent payment industry add operation high product month \n",
+      "6\t5.55556\twork student school year program training education week complete provide staff information learn study support building medium teacher service add \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop sector provide include improve region island infrastructure assistance national partner ensure plan \n",
+      "8\t5.55556\tcovid health country service case medical include week continue response people public number provide province hospital ensure border confirm risk \n",
+      "\n",
+      "<800> LL/token: -8.13164\n",
+      "<810> LL/token: -8.13204\n",
+      "<820> LL/token: -8.13122\n",
+      "<830> LL/token: -8.13156\n",
+      "<840> LL/token: -8.13178\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good play today host official hold game open lead tourism place ramsi culture \n",
+      "1\t5.55556\tpeople area water community island road food report live village affect disaster site find problem home boat time small call \n",
+      "2\t5.55556\tgovernment issue parliament member provincial statement public decision state meeting executive office concern medium question leader minister claim premier process \n",
+      "3\t5.55556\tpolice officer court man case public charge rsipf accuse year allege incident yesterday force arrest victim report matter investigation vehicle \n",
+      "4\t5.55556\tpeople woman community member province provincial election leader family day work constituency youth national young child support speak good today \n",
+      "5\t5.55556\tbusiness company land year market pay local money fund increase cost log percent payment industry add product month financial high \n",
+      "6\t5.55556\twork student school year program training education complete week provide staff information learn study support service teacher building add important \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop sector provide include island improve region infrastructure assistance partner ensure national plan \n",
+      "8\t5.55556\tcountry covid health service case medical week continue response include people public number hospital provide confirm province border ensure travel \n",
+      "\n",
+      "<850> LL/token: -8.13276\n",
+      "<860> LL/token: -8.13169\n",
+      "<870> LL/token: -8.13155\n",
+      "<880> LL/token: -8.13195\n",
+      "<890> LL/token: -8.1318\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good play today official host hold game open tourism lead place ramsi culture \n",
+      "1\t5.55556\tpeople area water community island road food report live village affect site disaster find home problem time boat small call \n",
+      "2\t5.55556\tgovernment issue parliament member provincial public statement decision state meeting executive medium concern office question leader minister claim premier process \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident force arrest victim yesterday report matter investigation order \n",
+      "4\t5.55556\tpeople woman community member province provincial election leader family work day constituency youth child young national add support speak good \n",
+      "5\t5.55556\tbusiness company land year market pay increase money local cost fund percent log payment industry high add financial product month \n",
+      "6\t5.55556\twork student school year program training education complete week provide staff service support learn information study building teacher train conduct \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop include sector provide island improve region infrastructure assistance partner national plan ensure \n",
+      "8\t5.55556\tcovid health country service case medical week continue include response public people number hospital ensure confirm provide province border risk \n",
+      "\n",
+      "<900> LL/token: -8.13233\n",
+      "<910> LL/token: -8.13245\n",
+      "<920> LL/token: -8.13125\n",
+      "<930> LL/token: -8.13197\n",
+      "<940> LL/token: -8.1328\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good play today host official hold game open tourism lead place ramsi culture \n",
+      "1\t5.55556\tpeople area water community island road food live report village affect disaster find site problem home boat time small call \n",
+      "2\t5.55556\tgovernment issue parliament member provincial public statement decision state meeting executive concern question office medium leader claim minister process premier \n",
+      "3\t5.55556\tpolice officer court man case public charge rsipf accuse year allege incident force yesterday arrest victim report matter investigation vehicle \n",
+      "4\t5.55556\tpeople woman community member provincial province election leader family day constituency work youth young child national support today speak good \n",
+      "5\t5.55556\tbusiness company land year market pay increase money local fund cost log percent payment industry add high product financial operation \n",
+      "6\t5.55556\twork student school year program training education complete week provide support staff service information learn study building teacher train medium \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop include sector provide region improve island infrastructure assistance partner ensure national plan \n",
+      "8\t5.55556\tcovid health country service case medical week continue include response public people number provide hospital confirm province ensure border travel \n",
+      "\n",
+      "<950> LL/token: -8.13185\n",
+      "<960> LL/token: -8.13284\n",
+      "<970> LL/token: -8.13308\n",
+      "<980> LL/token: -8.13264\n",
+      "<990> LL/token: -8.13143\n",
+      "\n",
+      "0\t5.55556\tteam visit country event year time island good today play official hold host game open lead day tourism ramsi culture \n",
+      "1\t5.55556\tpeople area water community island road food report live village affect site disaster find problem home boat time call small \n",
+      "2\t5.55556\tgovernment issue parliament member public statement provincial decision state meeting executive medium concern office question leader premier minister add political \n",
+      "3\t5.55556\tpolice officer court man public case charge rsipf accuse year allege incident arrest force victim yesterday matter report investigation order \n",
+      "4\t5.55556\tpeople woman community provincial province member election leader family day constituency youth work national young child support good add continue \n",
+      "5\t5.55556\tbusiness company land year market pay increase money cost local fund log percent payment industry high add product month financial \n",
+      "6\t5.55556\twork student school year program training education complete week provide support staff service learn study information teacher building train add \n",
+      "7\t5.55556\tdevelopment project government country support economic policy develop provide sector include island region improve infrastructure assistance ensure partner plan national \n",
+      "8\t5.55556\tcovid health country service case medical week response include continue public people number provide hospital ensure confirm border receive travel \n",
+      "\n",
+      "<1000> LL/token: -8.13221\n",
+      "\n",
+      "Total time: 1 minutes 49 seconds\n",
       "Mallet LDA: 10 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.83627\n",
-      "<20> LL/token: -8.92531\n",
-      "<30> LL/token: -8.50329\n",
-      "<40> LL/token: -8.36224\n",
-      "\n",
-      "0\t5\tsupport work community program training government project provide assistance visit security include service australian important continue country build acknowledge deliver \n",
-      "1\t5\tcovid health country service case medical week people province travel hospital include number continue border risk response emergency test vaccine \n",
-      "2\t5\tgovernment land year budget fund add log expect cost ministry percent site project issue current company report province local increase \n",
-      "3\t5\tpeople woman community area water family live road market village affect work island life home call problem day province honiara \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim matter investigation yesterday vehicle prosecution rsipf report \n",
-      "5\t5\tyear student school child education high local food work study teacher add good week form learn start staff country time \n",
-      "6\t5\tgovernment member provincial leader parliament election people national decision constituency meeting issue statement political executive minister group premier process bill \n",
-      "7\t5\tissue public business company pay medium report money claim receive office payment statement question operation give raise concern call accord \n",
-      "8\t5\tteam event time good today day play year young country hold island host game group youth open culture start place \n",
-      "9\t5\tdevelopment country project policy economic sector develop region support opportunity island improve include key regional business provide tourism access rural \n",
-      "\n",
-      "<50> LL/token: -8.29679\n",
-      "<60> LL/token: -8.25951\n",
-      "<70> LL/token: -8.23607\n",
-      "<80> LL/token: -8.22059\n",
-      "<90> LL/token: -8.21028\n",
-      "\n",
-      "0\t5\tsupport work community program provide project visit training assistance government include australian service security continue important acknowledge build deliver people \n",
-      "1\t5\tcovid health country service case medical week people travel include hospital continue number border province response confirm risk ship emergency \n",
-      "2\t5\tgovernment project year land fund company budget cost ministry development increase infrastructure expect percent log site include high add total \n",
-      "3\t5\tpeople woman community area water family live road island village affect market home province problem life call boat disaster honiara \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim investigation yesterday vehicle matter prosecution rsipf high \n",
-      "5\t5\tyear student school work child education local good week add high study teacher food learn form start staff product job \n",
-      "6\t5\tgovernment provincial member leader people parliament election national province constituency meeting political executive issue decision minister group premier bill process \n",
-      "7\t5\tissue public medium report business pay claim statement office money receive concern question raise deal give state call payment add \n",
-      "8\t5\tteam event time today day year country good play hold host island game group culture young open place start church \n",
-      "9\t5\tcountry development policy economic sector develop region island address business key regional opportunity improve include challenge support ensure tourism provide \n",
-      "\n",
-      "<100> LL/token: -8.20129\n",
-      "<110> LL/token: -8.19345\n",
-      "<120> LL/token: -8.18775\n",
-      "<130> LL/token: -8.1838\n",
-      "<140> LL/token: -8.17903\n",
-      "\n",
-      "0\t5\tsupport work community program visit provide assistance training include government people continue service australian security important youth acknowledge deliver rsipf \n",
-      "1\t5\tcovid health country service case medical week people travel hospital include province number continue border confirm ship response risk emergency \n",
-      "2\t5\tgovernment project year land company fund development infrastructure budget ministry cost percent log expect increase include site month plan total \n",
-      "3\t5\tpeople woman community area water family live road island village market affect disaster home problem report life honiara boat province \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation vehicle matter prosecution high appeal \n",
-      "5\t5\tyear student school work child education local good week high study add learn staff teacher form young product job food \n",
-      "6\t5\tgovernment provincial member people leader parliament election national province constituency meeting executive political minister premier decision group bill process add \n",
-      "7\t5\tissue public medium report pay business statement claim concern money office state deal question raise give call receive payment law \n",
-      "8\t5\tteam event time year good today day country play hold host game island church group culture place start open lead \n",
-      "9\t5\tcountry development policy economic sector develop region island business address key regional include challenge national level improve opportunity plan resource \n",
-      "\n",
-      "<150> LL/token: -8.17571\n",
-      "<160> LL/token: -8.17291\n",
-      "<170> LL/token: -8.17011\n",
-      "<180> LL/token: -8.16767\n",
-      "<190> LL/token: -8.16585\n",
-      "\n",
-      "0\t5\tsupport work community visit program provide people assistance government continue include australian security country service important island acknowledge rsipf youth \n",
-      "1\t5\tcovid health country service case medical week people number hospital travel include province border confirm continue ship response emergency test \n",
-      "2\t5\tgovernment project year company land fund development infrastructure budget cost ministry log percent expect include increase plan site complete funding \n",
-      "3\t5\tpeople woman community area water family live island road market village affect disaster report problem home food boat life honiara \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim investigation yesterday vehicle matter prosecution high appeal \n",
-      "5\t5\tstudent year school work child education training local week good high study learn add staff teacher form young start job \n",
-      "6\t5\tgovernment provincial member people leader parliament election national province constituency meeting executive political minister premier group bill process opposition decision \n",
-      "7\t5\tissue public medium report pay statement business claim state concern question office deal raise money call law give decision payment \n",
-      "8\t5\tteam event time year good day today play hold country host game group church island culture place open start final \n",
-      "9\t5\tcountry development policy economic sector develop region business address island key woman improve resource challenge ensure regional national include level \n",
-      "\n",
-      "<200> LL/token: -8.16442\n",
-      "<210> LL/token: -8.16124\n",
-      "<220> LL/token: -8.15925\n",
-      "<230> LL/token: -8.1577\n",
-      "<240> LL/token: -8.15492\n",
-      "\n",
-      "0\t5\tsupport work community country people visit government provide program continue assistance security include australian island service official acknowledge youth important \n",
-      "1\t5\tcovid health country service case medical week include hospital travel people number province border confirm ship continue risk emergency test \n",
-      "2\t5\tgovernment project year company land fund development infrastructure budget cost ministry log percent increase expect include plan financial funding service \n",
-      "3\t5\tpeople community area water live family road island market village affect food disaster problem home report life boat time call \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation vehicle matter high prosecution appeal \n",
-      "5\t5\tstudent school year work training child education local week staff learn study good program teacher add high train form start \n",
-      "6\t5\tgovernment provincial member leader people parliament election national province meeting constituency executive minister political group premier bill process current opposition \n",
-      "7\t5\tissue public report medium pay statement claim business state concern question deal raise money law office call give decision add \n",
-      "8\t5\tteam event year time good day today play country host hold game place group culture church start island open final \n",
-      "9\t5\tcountry development woman policy economic sector region develop address key include business improve resource challenge level island plan opportunity regional \n",
+      "<10> LL/token: -9.84483\n",
+      "<20> LL/token: -9.06978\n",
+      "<30> LL/token: -8.57632\n",
+      "<40> LL/token: -8.38837\n",
+      "\n",
+      "0\t5\tpeople water area operation road travel village affect time report province live supply home honiara site find ship disaster boat \n",
+      "1\t5\tgovernment development support provincial project national policy province plan service ensure fund provide include budget work address infrastructure ministry system \n",
+      "2\t5\tproject country increase business market economic local access percent benefit impact resource economy develop island investment food high improve small \n",
+      "3\t5\tpolice officer court man case charge rsipf public accuse year allege incident arrest victim investigation vehicle matter report yesterday prosecution \n",
+      "4\t5\tyear land government student pay issue week process receive office public month add complete payment bill accord give explain expect \n",
+      "5\t5\tteam covid health medical case week time hospital play game number good continue day test service vaccine emergency today follow \n",
+      "6\t5\tcommunity school work program training child year student education support young youth opportunity people learn good teacher building train programme \n",
+      "7\t5\tcountry island visit support security include international official australian year assistance tourism people event work regional region host continue cooperation \n",
+      "8\t5\tpeople member woman leader election parliament constituency day today leadership medium general national church hold group candidate political vote ramsi \n",
+      "9\t5\tgovernment issue company statement public state decision report concern call claim medium question people executive add member interest deal opposition \n",
       "\n"
      ]
     },
@@ -3005,272 +2327,289 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<250> LL/token: -8.15346\n",
-      "<260> LL/token: -8.1506\n",
-      "<270> LL/token: -8.14986\n",
-      "<280> LL/token: -8.14809\n",
-      "<290> LL/token: -8.14686\n",
-      "\n",
-      "0\t5\tsupport work community country people government visit continue assistance provide program security island include australian official service acknowledge important rsipf \n",
-      "1\t5\tcovid health country service case medical week include number hospital travel border province people confirm continue ship response emergency test \n",
-      "2\t5\tgovernment project year company fund land development infrastructure budget ministry cost log increase percent include expect service funding plan financial \n",
-      "3\t5\tpeople community area water live road market island family village affect food disaster report problem home boat province violence call \n",
-      "4\t5\tpolice officer court man case charge year accuse public allege incident arrest victim yesterday investigation vehicle matter high prosecution appeal \n",
-      "5\t5\tstudent school year work training child education program local week good staff learn study high teacher add train form start \n",
-      "6\t5\tgovernment provincial member leader people parliament election national province constituency meeting executive minister political premier group bill process current opposition \n",
-      "7\t5\tissue public report medium statement pay business claim concern state question raise law deal money call add decision give office \n",
-      "8\t5\tteam event year time day good today play hold host game group place culture country open start island final competition \n",
-      "9\t5\tcountry development woman policy economic sector region develop address key improve support resource include plan level island business challenge national \n",
-      "\n",
-      "<300> LL/token: -8.14604\n",
-      "<310> LL/token: -8.14459\n",
-      "<320> LL/token: -8.14472\n",
-      "<330> LL/token: -8.14316\n",
-      "<340> LL/token: -8.14137\n",
-      "\n",
-      "0\t5\tsupport work country community people government visit continue assistance island security provide include australian program important official acknowledge member service \n",
-      "1\t5\tcovid health country service case medical week include number hospital travel people border confirm province response team ship continue risk \n",
-      "2\t5\tgovernment project year company fund land development infrastructure ministry budget cost log percent service increase include expect funding plan benefit \n",
-      "3\t5\tpeople community area water live road island market family food village affect disaster problem report home find boat violence life \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim investigation yesterday vehicle matter high prosecution appeal \n",
-      "5\t5\tstudent school year work training child education program local week learn staff study high teacher add good train form start \n",
-      "6\t5\tgovernment provincial member people leader parliament election province national constituency meeting executive minister political group premier bill process current yesterday \n",
-      "7\t5\tissue public report medium statement pay state concern claim business law question raise deal call add money give decision office \n",
-      "8\t5\tteam event year time good day today play host hold game group place culture church country start young open lead \n",
-      "9\t5\tcountry development woman policy economic sector develop region address improve key support include plan resource level national ensure business challenge \n",
-      "\n",
-      "<350> LL/token: -8.14172\n",
-      "<360> LL/token: -8.14209\n",
-      "<370> LL/token: -8.14062\n",
-      "<380> LL/token: -8.1405\n",
-      "<390> LL/token: -8.13983\n",
-      "\n",
-      "0\t5\tsupport country work community people government visit continue assistance island security include provide australian program important official acknowledge rsipf member \n",
-      "1\t5\tcovid health country service case medical week people number include hospital travel border confirm team province response ship risk emergency \n",
-      "2\t5\tgovernment project year company fund land development infrastructure cost service ministry budget log percent increase work funding expect include financial \n",
-      "3\t5\tpeople community area water live island road market family food village affect report disaster problem home boat find violence honiara \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim investigation yesterday vehicle high matter prosecution appeal \n",
-      "5\t5\tstudent year school work training child education program week local staff learn study good teacher add train high form start \n",
-      "6\t5\tgovernment provincial member people parliament leader province election national meeting constituency executive minister political group premier bill current yesterday process \n",
-      "7\t5\tissue public medium report pay statement claim concern state business question add call deal raise law decision money give payment \n",
-      "8\t5\tteam event year time day good today play host hold game group place church culture start final island competition lead \n",
-      "9\t5\tdevelopment woman country policy economic sector develop region address support key improve include plan resource business level national challenge opportunity \n",
-      "\n",
-      "<400> LL/token: -8.14069\n",
-      "<410> LL/token: -8.14016\n",
-      "<420> LL/token: -8.13929\n",
-      "<430> LL/token: -8.13765\n",
-      "<440> LL/token: -8.13864\n",
-      "\n",
-      "0\t5\tsupport country work people government community visit continue island assistance security provide australian include official program acknowledge important rsipf cooperation \n",
-      "1\t5\tcovid health country service case medical week travel number include hospital people confirm border team ship response province risk emergency \n",
-      "2\t5\tgovernment project year company fund land development infrastructure cost service ministry budget log increase percent expect financial funding include work \n",
-      "3\t5\tpeople community area water live market island road food family village affect report disaster problem home boat find violence time \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation vehicle matter prosecution high appeal \n",
-      "5\t5\tstudent school year work training child program education youth week local young staff learn study add teacher good train high \n",
-      "6\t5\tgovernment provincial member leader province people parliament election national meeting constituency executive minister political group premier yesterday bill process current \n",
-      "7\t5\tissue public medium report statement pay state concern claim business law question deal raise add call decision money give office \n",
-      "8\t5\tteam event year time day good today play host hold game group church place culture start open final competition late \n",
-      "9\t5\twoman development country policy economic sector region develop address improve support key include resource plan business national level opportunity challenge \n",
-      "\n",
-      "<450> LL/token: -8.13678\n",
-      "<460> LL/token: -8.13617\n",
-      "<470> LL/token: -8.13655\n",
-      "<480> LL/token: -8.13671\n",
-      "<490> LL/token: -8.13669\n",
-      "\n",
-      "0\t5\tsupport country work people government community visit continue island assistance security provide australian include official acknowledge important rsipf program meet \n",
-      "1\t5\tcovid health country service case medical week travel include people number hospital confirm team province ship border response continue emergency \n",
-      "2\t5\tgovernment project year company fund land development infrastructure cost ministry service budget log increase percent financial funding include expect benefit \n",
-      "3\t5\tpeople community area water live market road island food family village affect disaster report problem boat home find violence honiara \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation vehicle matter prosecution high appeal \n",
-      "5\t5\tstudent school year work training child program education youth week local young staff learn study teacher train add form good \n",
-      "6\t5\tgovernment provincial member people leader province parliament election national meeting constituency executive minister political group yesterday premier process bill current \n",
-      "7\t5\tissue public report medium pay statement state concern claim law business call add question deal raise decision money give office \n",
-      "8\t5\tteam year event time good day today play hold host game church place group culture start competition final end lead \n",
-      "9\t5\twoman development country policy economic sector region develop address support key plan include resource national business level improve challenge opportunity \n",
-      "\n"
+      "<50> LL/token: -8.29999\n",
+      "<60> LL/token: -8.25191\n",
+      "<70> LL/token: -8.22213\n",
+      "<80> LL/token: -8.20241\n",
+      "<90> LL/token: -8.18851\n",
+      "\n",
+      "0\t5\tpeople water area community operation road travel village site affect live province honiara time disaster supply ship boat home local \n",
+      "1\t5\tgovernment development project support provincial national service policy work plan provide province fund ensure infrastructure include budget improve rural address \n",
+      "2\t5\tcountry business increase economic market local high percent impact economy island resource food industry small investment growth year environment product \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim investigation force vehicle report matter high \n",
+      "4\t5\tyear land public receive pay month week process money office accord bill payment service give confirm expect total explain complete \n",
+      "5\t5\tteam covid health medical case country week hospital time game play number good continue emergency test vaccine response follow day \n",
+      "6\t5\tcommunity student school work child year training program education young youth woman support learn family study good teacher opportunity train \n",
+      "7\t5\tcountry island visit security include support official australian meet regional international event meeting tourism region assistance nation host hold cooperation \n",
+      "8\t5\tpeople member leader woman election parliament national provincial constituency day group today leadership general church hold province yesterday political party \n",
+      "9\t5\tgovernment issue company medium statement state decision concern report public call claim question add deal law raise provincial action executive \n",
+      "\n",
+      "<100> LL/token: -8.17933\n",
+      "<110> LL/token: -8.17161\n",
+      "<120> LL/token: -8.16291\n",
+      "<130> LL/token: -8.1562\n",
+      "<140> LL/token: -8.15089\n",
+      "\n",
+      "0\t5\tpeople water area community road operation travel site village live time affect honiara disaster home ship boat supply island passenger \n",
+      "1\t5\tgovernment development project support work service policy provide plan national ensure fund include infrastructure improve rural budget system address implement \n",
+      "2\t5\tcountry business increase local economic high percent impact island economy year market food resource industry investment growth small environment product \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim investigation force report vehicle matter high \n",
+      "4\t5\tyear land public receive pay month week money office process give bill accord payment company service total confirm explain complete \n",
+      "5\t5\tteam covid health medical case country week hospital time game play good number emergency test continue vaccine response follow competition \n",
+      "6\t5\twoman community student school work child training year program education young youth family learn study teacher support day opportunity train \n",
+      "7\t5\tcountry island visit security official include meet event support regional australian meeting tourism international nation region hold year host people \n",
+      "8\t5\tpeople member provincial leader province election parliament national constituency day yesterday today premier group general church good guadalcanal hold executive \n",
+      "9\t5\tgovernment issue medium statement decision state report concern company call public claim add question deal law raise action interest opposition \n",
+      "\n",
+      "<150> LL/token: -8.14623\n",
+      "<160> LL/token: -8.14439\n",
+      "<170> LL/token: -8.14189\n",
+      "<180> LL/token: -8.13902\n",
+      "<190> LL/token: -8.13823\n",
+      "\n",
+      "0\t5\tpeople water area community road operation travel site village live time honiara affect disaster home ship supply boat local passenger \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund improve include infrastructure rural budget system implement area \n",
+      "2\t5\tcountry business increase local economic year percent island high impact economy market resource food industry small growth investment environment product \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim investigation force vehicle report matter yesterday \n",
+      "4\t5\tyear land company public receive pay month money process week office service bill payment give accord work confirm explain total \n",
+      "5\t5\tteam covid health medical country case week time hospital game play good continue number emergency test vaccine care today competition \n",
+      "6\t5\twoman student community school child work training year program education young family youth learn study good teacher life day support \n",
+      "7\t5\tcountry island visit security official include event meet nation regional australian tourism meeting people international region support year hold leader \n",
+      "8\t5\tpeople member provincial province election parliament leader national constituency day yesterday executive premier today general church guadalcanal western chief hold \n",
+      "9\t5\tgovernment issue medium statement decision state report concern call public claim law question add deal raise action interest opposition group \n",
+      "\n",
+      "<200> LL/token: -8.13662\n",
+      "<210> LL/token: -8.13432\n",
+      "<220> LL/token: -8.13267\n",
+      "<230> LL/token: -8.13153\n",
+      "<240> LL/token: -8.13038\n",
+      "\n",
+      "0\t5\tpeople water area community operation road travel village live time site honiara disaster affect home ship boat local supply passenger \n",
+      "1\t5\tgovernment development project support work provide service policy plan national ensure fund include improve infrastructure rural budget system implement deliver \n",
+      "2\t5\tcountry increase business local island economic year high percent economy impact market food industry resource growth small investment environment product \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation force vehicle matter report high \n",
+      "4\t5\tyear company land public receive pay money month process office week bill service business payment give accord confirm work total \n",
+      "5\t5\tteam covid health country medical case week time hospital game play good continue emergency test vaccine number follow include service \n",
+      "6\t5\twoman student school community child work training year program education young family youth learn study good life teacher day support \n",
+      "7\t5\tcountry island visit security people nation official include meet event regional australian tourism leader meeting international region hold support year \n",
+      "8\t5\tmember provincial people province election parliament national leader constituency yesterday executive day today premier western guadalcanal general church week hold \n",
+      "9\t5\tgovernment issue medium statement decision report state public concern call add law claim question deal action raise interest people opposition \n",
+      "\n",
+      "<250> LL/token: -8.12845\n",
+      "<260> LL/token: -8.12836\n",
+      "<270> LL/token: -8.12873\n",
+      "<280> LL/token: -8.12779\n",
+      "<290> LL/token: -8.12757\n",
+      "\n",
+      "0\t5\tpeople water area community road operation travel village live time site honiara affect disaster ship boat market work supply home \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund improve include infrastructure rural budget system implement area \n",
+      "2\t5\tcountry increase business local economic island year high percent impact economy food market resource industry growth small environment investment product \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim investigation force report matter high vehicle \n",
+      "4\t5\tcompany land year public pay receive money month process office service business bill week payment give accord explain confirm director \n",
+      "5\t5\tteam covid health medical case country week time hospital game play good continue emergency test vaccine service number include competition \n",
+      "6\t5\twoman student school community child training work year program education young family youth learn study day teacher good life train \n",
+      "7\t5\tcountry island visit people security nation official include leader meet regional australian tourism event meeting region international year support hold \n",
+      "8\t5\tmember provincial people province parliament election national leader constituency yesterday executive day premier western week general today hold guadalcanal church \n",
+      "9\t5\tgovernment issue medium statement report decision state public concern call add people claim law question deal action raise interest group \n",
+      "\n",
+      "<300> LL/token: -8.12749\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<500> LL/token: -8.13659\n",
-      "<510> LL/token: -8.13626\n",
-      "<520> LL/token: -8.13677\n",
-      "<530> LL/token: -8.13666\n",
-      "<540> LL/token: -8.13747\n",
-      "\n",
-      "0\t5\tsupport country work government people community visit continue island assistance security provide australian include official acknowledge important rsipf cooperation member \n",
-      "1\t5\tcovid health country service case medical week people include travel hospital number confirm province continue team risk response emergency test \n",
-      "2\t5\tproject government year company fund land development infrastructure service business cost ministry budget increase log percent financial funding expect benefit \n",
-      "3\t5\tpeople community area water market live island road food family village affect disaster report problem home boat find time violence \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation vehicle high matter prosecution appeal \n",
-      "5\t5\tstudent school year work training child program education youth week young staff learn study local teacher good add train form \n",
-      "6\t5\tgovernment provincial member province people leader parliament election national meeting constituency executive minister political group premier yesterday process current bill \n",
-      "7\t5\tissue public report medium statement pay state concern claim law question decision add call raise deal money give office payment \n",
-      "8\t5\tteam event year time good day today play hold host game church place group culture start final competition lead late \n",
-      "9\t5\twoman development country policy economic sector develop support address region include key national plan resource level ensure challenge opportunity system \n",
-      "\n",
-      "<550> LL/token: -8.137\n",
-      "<560> LL/token: -8.13691\n",
-      "<570> LL/token: -8.13582\n",
-      "<580> LL/token: -8.13613\n",
-      "<590> LL/token: -8.13608\n",
-      "\n",
-      "0\t5\tsupport country government work people visit continue community island assistance security australian provide include official acknowledge important rsipf cooperation meet \n",
-      "1\t5\tcovid health country service case medical week people include travel number hospital confirm province response team emergency test risk continue \n",
-      "2\t5\tproject government company year fund land business development service infrastructure cost ministry increase budget log percent financial funding expect benefit \n",
-      "3\t5\tpeople community area water live market road food island village affect disaster family problem report find boat local home sell \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim investigation yesterday vehicle high matter prosecution appeal \n",
-      "5\t5\tstudent year school work training child program education youth week young staff learn study teacher add community train form local \n",
-      "6\t5\tgovernment provincial member province people leader parliament election national meeting constituency executive minister political group premier yesterday current bill process \n",
-      "7\t5\tissue public report medium statement pay state concern claim law call add question decision deal raise money give office payment \n",
-      "8\t5\tteam event year time good day play today host hold game church group place culture start lead open competition final \n",
-      "9\t5\twoman development country policy economic sector develop support address region include key resource plan national level ensure system management improve \n",
-      "\n",
-      "<600> LL/token: -8.13581\n",
-      "<610> LL/token: -8.13587\n",
-      "<620> LL/token: -8.13542\n",
-      "<630> LL/token: -8.1336\n",
-      "<640> LL/token: -8.13265\n",
-      "\n",
-      "0\t5\tsupport country government work people visit continue island assistance community security australian provide include official acknowledge important meet nation cooperation \n",
-      "1\t5\tcovid health country service case medical week people travel include hospital number confirm team response continue province emergency test vaccine \n",
-      "2\t5\tproject government year business company fund land development service infrastructure cost ministry increase budget log percent financial funding benefit expect \n",
-      "3\t5\tpeople community area water island market road food live village affect disaster report problem boat family find local home time \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation vehicle matter high prosecution rsipf \n",
-      "5\t5\tstudent school year work child training program education youth community week young staff learn study teacher add train form local \n",
-      "6\t5\tgovernment provincial member province people parliament leader election national constituency meeting executive minister political group yesterday premier current bill process \n",
-      "7\t5\tissue public medium report statement pay state concern claim law call add deal question decision raise money give office payment \n",
-      "8\t5\tteam event year time good day today play church host hold game place group culture start lead open competition yesterday \n",
-      "9\t5\twoman development country policy economic sector develop support address region include plan key resource national level system challenge improve management \n",
-      "\n",
-      "<650> LL/token: -8.13144\n",
-      "<660> LL/token: -8.13282\n",
-      "<670> LL/token: -8.13263\n",
-      "<680> LL/token: -8.13277\n",
-      "<690> LL/token: -8.13238\n",
-      "\n",
-      "0\t5\tsupport country government work people visit continue island assistance security australian community provide official include acknowledge important leader nation meet \n",
-      "1\t5\tcovid health country service case medical week people include hospital travel number team confirm response continue province emergency test vaccine \n",
-      "2\t5\tproject government business year company fund land service development infrastructure cost increase ministry budget log financial percent local funding benefit \n",
-      "3\t5\tpeople community area water road island live food market village affect disaster problem report local boat find family supply home \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation vehicle rsipf matter prosecution high \n",
-      "5\t5\tstudent work school year child training program education community youth week young learn study staff teacher train add receive good \n",
-      "6\t5\tgovernment provincial member province people parliament national election leader constituency meeting executive minister political yesterday group premier current bill process \n",
-      "7\t5\tissue public report medium statement pay concern state claim law add call question decision raise deal money give office payment \n",
-      "8\t5\tteam event year time good day today play hold church host game place group culture start open lead competition final \n",
-      "9\t5\twoman development country policy economic develop sector support address region include key resource plan national level ensure improve management system \n",
-      "\n",
-      "<700> LL/token: -8.13258\n",
-      "<710> LL/token: -8.13199\n",
-      "<720> LL/token: -8.1319\n",
-      "<730> LL/token: -8.13149\n",
-      "<740> LL/token: -8.13297\n",
-      "\n",
-      "0\t5\tsupport country government people work visit continue island assistance security australian provide community official include acknowledge nation important leader meet \n",
-      "1\t5\tcovid health country service case medical week people travel hospital number include confirm response continue province team emergency test vaccine \n",
-      "2\t5\tproject government business company year fund land development service infrastructure cost increase ministry budget log financial percent local funding benefit \n",
-      "3\t5\tpeople community area water island road food market live village affect disaster problem report boat find local family sell time \n",
-      "4\t5\tpolice officer court man case charge year accuse public allege incident arrest victim yesterday investigation vehicle rsipf high matter prosecution \n",
-      "5\t5\tstudent work school year child program training community education youth week young staff learn study teacher add train family form \n",
-      "6\t5\tgovernment provincial member province people parliament election national leader constituency meeting executive minister political yesterday group premier current bill process \n",
-      "7\t5\tissue public medium report statement pay state concern claim law decision call question add raise deal give payment action office \n",
-      "8\t5\tteam event year time good day today play church host hold game place culture start group lead open competition final \n",
-      "9\t5\twoman development country policy economic develop support sector address include region plan key resource national ensure level system improve management \n",
-      "\n"
+      "<310> LL/token: -8.12718\n",
+      "<320> LL/token: -8.12758\n",
+      "<330> LL/token: -8.12793\n",
+      "<340> LL/token: -8.12785\n",
+      "\n",
+      "0\t5\tpeople water area community road travel operation village time live honiara site disaster affect home ship boat supply market passenger \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund improve include infrastructure rural system budget implement area \n",
+      "2\t5\tcountry increase business local year economic island high percent economy impact food market resource industry small growth environment investment product \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation report force matter vehicle high \n",
+      "4\t5\tcompany land year public pay receive money month process business service office bill payment give accord week work explain worker \n",
+      "5\t5\tteam covid health medical country case week time hospital game play good continue emergency test vaccine number service competition today \n",
+      "6\t5\twoman student school community child year training work program education young family youth learn study day teacher good life train \n",
+      "7\t5\tcountry island visit people security nation leader official include regional event meet support tourism international region meeting australian hold assistance \n",
+      "8\t5\tmember provincial people province parliament election national leader yesterday constituency executive day premier week today western general chief hold guadalcanal \n",
+      "9\t5\tgovernment issue medium decision statement public state report concern people add call law claim question action deal raise interest group \n",
+      "\n",
+      "<350> LL/token: -8.12794\n",
+      "<360> LL/token: -8.12735\n",
+      "<370> LL/token: -8.12822\n",
+      "<380> LL/token: -8.12684\n",
+      "<390> LL/token: -8.12729\n",
+      "\n",
+      "0\t5\tpeople water area community road travel operation village time live site disaster honiara affect work home ship boat supply market \n",
+      "1\t5\tgovernment development project support work provide policy plan service national ensure fund improve include infrastructure rural system budget implement community \n",
+      "2\t5\tcountry increase business local year island high economic percent economy impact food market resource industry growth small environment investment product \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation report force matter high vehicle \n",
+      "4\t5\tcompany land year public pay receive money month service process business office bill payment give accord cost worker week total \n",
+      "5\t5\tteam covid health medical country case week time hospital game play good test emergency vaccine number follow continue care competition \n",
+      "6\t5\twoman student school community child year training work program education young family youth learn study life teacher day event good \n",
+      "7\t5\tcountry island visit people security leader nation official include regional meet region meeting event support international hold cooperation australian assistance \n",
+      "8\t5\tmember provincial province people parliament election national yesterday constituency leader executive day week year today premier western general hold meeting \n",
+      "9\t5\tgovernment issue medium decision statement report public people state concern add call law claim question action deal raise interest group \n",
+      "\n",
+      "<400> LL/token: -8.12774\n",
+      "<410> LL/token: -8.12789\n",
+      "<420> LL/token: -8.12785\n",
+      "<430> LL/token: -8.12743\n",
+      "<440> LL/token: -8.12753\n",
+      "\n",
+      "0\t5\tpeople water area community road travel operation village time live honiara site disaster affect ship home boat supply island work \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund include improve infrastructure rural budget system program implement \n",
+      "2\t5\tcountry increase business local year island economic high percent economy impact food market resource industry small environment investment growth product \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation force report vehicle matter high \n",
+      "4\t5\tcompany land year public pay receive money month business process office service bill payment give explain accord director reveal worker \n",
+      "5\t5\tteam covid health medical country case week time hospital game play good continue test emergency vaccine number follow competition service \n",
+      "6\t5\twoman student school community child year training work program education young family youth learn study day people teacher church good \n",
+      "7\t5\tcountry visit island people leader security official nation regional include meet meeting support event region international hold australian cooperation assistance \n",
+      "8\t5\tmember provincial province people parliament election national yesterday constituency executive day leader year week western premier chief general office hold \n",
+      "9\t5\tgovernment issue medium people decision statement report public state concern call add law claim question action deal raise group address \n",
+      "\n",
+      "<450> LL/token: -8.12706\n",
+      "<460> LL/token: -8.12727\n",
+      "<470> LL/token: -8.12807\n",
+      "<480> LL/token: -8.12754\n",
+      "<490> LL/token: -8.12827\n",
+      "\n",
+      "0\t5\tpeople water area community road travel operation village time live site disaster honiara affect home ship boat work supply passenger \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund improve include infrastructure rural system budget implement program \n",
+      "2\t5\tcountry increase business year local island high economic percent economy impact market food industry resource small environment product investment growth \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim investigation force matter report vehicle high \n",
+      "4\t5\tcompany land year public pay receive money business month process service give bill payment office accord director explain reveal worker \n",
+      "5\t5\tteam covid health medical country case week time hospital game play good test vaccine number emergency continue follow service care \n",
+      "6\t5\twoman student school community child training year work program education young family youth day learn study church people life event \n",
+      "7\t5\tcountry island visit people leader security official regional nation meet include support region meeting event international hold cooperation australian host \n",
+      "8\t5\tmember provincial province people parliament election national yesterday constituency executive week day year western leader today premier general office hold \n",
+      "9\t5\tgovernment issue medium people decision statement public state report concern call add law claim question action deal raise group interest \n",
+      "\n",
+      "<500> LL/token: -8.12819\n",
+      "<510> LL/token: -8.12838\n",
+      "<520> LL/token: -8.12747\n",
+      "<530> LL/token: -8.1281\n",
+      "<540> LL/token: -8.12848\n",
+      "\n",
+      "0\t5\tpeople water area community road travel operation village live time site honiara affect disaster home ship boat work supply island \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund improve include infrastructure rural budget system program implement \n",
+      "2\t5\tcountry increase business local year island high economic percent economy market impact food industry resource tourism small environment growth product \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim report investigation force matter vehicle high \n",
+      "4\t5\tcompany land year public pay receive money business service process month give payment bill office director accord explain work worker \n",
+      "5\t5\tteam covid health medical case country week time hospital game play good continue number test vaccine emergency service follow response \n",
+      "6\t5\twoman student school community child year training work education program young family youth day learn church study teacher event life \n",
+      "7\t5\tcountry island visit people leader security official include nation meet regional support meeting region event hold international cooperation continue assistance \n",
+      "8\t5\tmember provincial province people parliament election national yesterday constituency executive year week day western premier office general chief today hold \n",
+      "9\t5\tgovernment issue medium people decision statement public report state concern call add law claim question action deal raise group leader \n",
+      "\n",
+      "<550> LL/token: -8.1282\n",
+      "<560> LL/token: -8.12765\n",
+      "<570> LL/token: -8.12866\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<750> LL/token: -8.13181\n",
-      "<760> LL/token: -8.13066\n",
-      "<770> LL/token: -8.13055\n",
-      "<780> LL/token: -8.13127\n",
-      "<790> LL/token: -8.13122\n",
-      "\n",
-      "0\t5\tcountry support government people work visit continue island assistance security australian official include provide leader acknowledge nation community important meet \n",
-      "1\t5\tcovid health country service case medical week people include number travel hospital response province continue team confirm emergency test vaccine \n",
-      "2\t5\tproject government business company year fund land service infrastructure development cost increase ministry log budget percent financial funding local benefit \n",
-      "3\t5\tpeople community area water island road live food market village affect disaster problem boat local find report family time sell \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim yesterday investigation rsipf vehicle matter high prosecution \n",
-      "5\t5\tstudent work school year child program training community education youth week young staff learn study teacher add receive train family \n",
-      "6\t5\tgovernment provincial member province parliament election people national leader constituency executive meeting minister political yesterday premier current group process bill \n",
-      "7\t5\tissue public report medium statement pay state concern claim decision law call add question deal raise give action payment office \n",
-      "8\t5\tteam year event time good day today play church host game hold place group culture start lead competition open player \n",
-      "9\t5\twoman development country policy economic develop support sector address include plan region key resource national ensure system improve level provide \n",
-      "\n",
-      "<800> LL/token: -8.13236\n",
-      "<810> LL/token: -8.13291\n",
-      "<820> LL/token: -8.13366\n",
-      "<830> LL/token: -8.13298\n",
-      "<840> LL/token: -8.13341\n",
-      "\n",
-      "0\t5\tcountry support government people work visit island continue assistance security australian official include leader provide acknowledge nation important meet cooperation \n",
-      "1\t5\tcovid health service country case medical week people include travel hospital number confirm response province continue team emergency test vaccine \n",
-      "2\t5\tproject government business year company fund land development service infrastructure cost increase ministry log budget percent financial benefit local funding \n",
-      "3\t5\tpeople community area water island road food market live village affect disaster report find problem boat local time family sell \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim rsipf investigation yesterday vehicle prosecution high matter \n",
-      "5\t5\twork student school year program community child training education youth week young learn study staff teacher train family add opportunity \n",
-      "6\t5\tgovernment provincial member province people parliament election national leader constituency executive meeting yesterday political minister premier group process current bill \n",
-      "7\t5\tissue public medium report statement pay concern state claim call law decision add question deal raise give action payment office \n",
-      "8\t5\tteam year event time good day today play church host hold game place group culture start open lead competition late \n",
-      "9\t5\twoman development country policy economic develop support address sector include resource region key plan national ensure level system improve management \n",
-      "\n",
-      "<850> LL/token: -8.13364\n",
-      "<860> LL/token: -8.13309\n",
-      "<870> LL/token: -8.13386\n",
-      "<880> LL/token: -8.13382\n",
-      "<890> LL/token: -8.13506\n",
-      "\n",
-      "0\t5\tcountry government support people work visit island continue assistance security australian leader official include provide nation acknowledge important meet cooperation \n",
-      "1\t5\tcovid health service country case medical week people travel include hospital number response confirm team continue province emergency test operation \n",
-      "2\t5\tproject government business company year land fund service development infrastructure cost increase ministry log percent financial local budget funding benefit \n",
-      "3\t5\tpeople community area water island road food live market village affect disaster problem boat local report find family sell home \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident arrest victim rsipf yesterday investigation vehicle high prosecution matter \n",
-      "5\t5\tstudent work school year community program child training education youth young week staff learn study teacher train start add family \n",
-      "6\t5\tgovernment provincial member province parliament election people national leader constituency executive meeting minister political yesterday premier current group bill general \n",
-      "7\t5\tissue public report medium statement pay state concern claim law decision call add question deal raise give action payment office \n",
-      "8\t5\tteam year event time good day today play church host hold game place culture start group final open competition late \n",
-      "9\t5\twoman development country policy economic support develop sector address include plan resource key region national improve level management system ensure \n",
-      "\n",
-      "<900> LL/token: -8.13426\n",
-      "<910> LL/token: -8.13414\n",
-      "<920> LL/token: -8.13399\n",
-      "<930> LL/token: -8.13443\n",
-      "<940> LL/token: -8.13425\n",
-      "\n",
-      "0\t5\tcountry government support people work visit island continue assistance security australian official leader include nation provide acknowledge important meet sign \n",
-      "1\t5\tcovid health service country case medical week people include number hospital travel continue confirm response team province emergency test vaccine \n",
-      "2\t5\tproject government business company land fund year development service infrastructure cost increase log ministry percent budget financial local benefit funding \n",
-      "3\t5\tpeople area community water road food market island live village affect disaster local report problem boat find sell small family \n",
-      "4\t5\tpolice officer court man case charge accuse year public allege incident rsipf arrest victim investigation yesterday vehicle prosecution matter high \n",
-      "5\t5\tstudent work school year community program training child education youth week young staff learn study teacher train family form add \n",
-      "6\t5\tgovernment provincial member province parliament people election national leader constituency executive meeting minister political yesterday premier current bill group hold \n",
-      "7\t5\tissue public medium report statement pay state concern decision claim law call add question deal raise give action payment office \n",
-      "8\t5\tteam event year time good day play today church host hold game place group culture start yesterday open competition final \n",
-      "9\t5\twoman development country policy economic develop support address sector include region key plan resource national ensure system management level provide \n",
-      "\n",
-      "<950> LL/token: -8.13468\n",
-      "<960> LL/token: -8.1339\n",
-      "<970> LL/token: -8.13302\n",
-      "<980> LL/token: -8.13413\n",
-      "<990> LL/token: -8.13401\n",
-      "\n",
-      "0\t5\tcountry government support people work visit island continue assistance security australian leader official include nation acknowledge provide meet important cooperation \n",
-      "1\t5\tcovid health service country case medical week people include travel hospital number response confirm province team continue risk emergency test \n",
-      "2\t5\tproject government business company land fund year development service infrastructure cost increase local log budget percent financial ministry funding benefit \n",
-      "3\t5\tpeople area community water food road island market live village affect disaster report find problem local boat sell family time \n",
-      "4\t5\tpolice officer court man case charge accuse year public rsipf allege incident arrest victim investigation yesterday vehicle matter prosecution high \n",
-      "5\t5\twork student school community year program child training education youth week young staff learn study teacher family train receive add \n",
-      "6\t5\tgovernment provincial member province parliament election national people leader constituency executive meeting yesterday minister political premier current general bill process \n",
-      "7\t5\tissue public medium report statement pay state concern decision claim law call add question raise deal give payment action office \n",
-      "8\t5\tteam event year time good day today play church host game hold place group culture start open lead competition late \n",
-      "9\t5\twoman development country policy economic develop support address sector include plan resource key region national ensure management system level provide \n",
+      "<580> LL/token: -8.12845\n",
+      "<590> LL/token: -8.12928\n",
+      "\n",
+      "0\t5\tpeople water area community road travel village live time operation site honiara disaster affect home ship boat supply island passenger \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund improve include infrastructure rural system community program area \n",
+      "2\t5\tcountry increase business local year island high economic percent economy market impact food tourism industry resource small environment product growth \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation report force matter vehicle high \n",
+      "4\t5\tcompany land year pay receive money public business service process month payment give office explain accord director issue reveal cost \n",
+      "5\t5\tteam covid health medical country case week time hospital game play good test vaccine number continue emergency follow care competition \n",
+      "6\t5\twoman student school community child year training work education program young family youth learn church day event good study teacher \n",
+      "7\t5\tcountry island visit people leader security official regional support include nation meet meeting region hold event continue australian assistance cooperation \n",
+      "8\t5\tmember provincial province people parliament election national yesterday constituency executive week year day office western premier chief today general hold \n",
+      "9\t5\tgovernment issue people medium public decision statement state report concern call add law question claim action raise deal group address \n",
+      "\n",
+      "<600> LL/token: -8.12894\n",
+      "<610> LL/token: -8.12897\n",
+      "<620> LL/token: -8.12795\n",
+      "<630> LL/token: -8.12836\n",
+      "<640> LL/token: -8.12885\n",
+      "\n",
+      "0\t5\tpeople water area community road travel operation village live time site honiara affect disaster home ship boat supply passenger island \n",
+      "1\t5\tgovernment development project support work provide policy service plan national ensure fund improve include infrastructure rural community system program implement \n",
+      "2\t5\tcountry increase business local year island economic high percent market economy tourism impact food industry resource small environment log product \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation force matter report vehicle high \n",
+      "4\t5\tcompany land year pay receive money public business process month service payment give accord issue office reveal cost worker director \n",
+      "5\t5\tteam covid health medical country case week time hospital game play service good test number vaccine continue emergency care competition \n",
+      "6\t5\twoman student school community child year training work education program young family youth learn church day study event teacher people \n",
+      "7\t5\tcountry visit island people leader security official regional nation include meet support region meeting work event hold cooperation australian continue \n",
+      "8\t5\tmember provincial province parliament people election national yesterday constituency executive week year day western premier office general chief today guadalcanal \n",
+      "9\t5\tgovernment issue people medium public decision state statement add report concern call law question action raise leader deal group bill \n",
+      "\n",
+      "<650> LL/token: -8.12841\n",
+      "<660> LL/token: -8.12906\n",
+      "<670> LL/token: -8.12964\n",
+      "<680> LL/token: -8.12973\n",
+      "<690> LL/token: -8.12996\n",
+      "\n",
+      "0\t5\tpeople water area community road travel village time operation live honiara site disaster affect home ship boat work supply island \n",
+      "1\t5\tgovernment development project support provide work service policy plan ensure national fund improve include infrastructure rural community system program area \n",
+      "2\t5\tcountry increase business year local island high economic percent economy market impact tourism food small industry resource environment activity investment \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation report matter force vehicle high \n",
+      "4\t5\tcompany land year receive pay money business public process service month give payment office issue reveal government work cost worker \n",
+      "5\t5\tteam covid health country medical case week time hospital game play good test vaccine emergency continue number follow response care \n",
+      "6\t5\twoman student school community child training year work education program young family youth event learn day church people study teacher \n",
+      "7\t5\tcountry island visit people leader security official regional nation meet include support meeting region hold important cooperation event assistance australian \n",
+      "8\t5\tmember provincial province parliament election people national yesterday constituency executive year week day western premier general chief office guadalcanal today \n",
+      "9\t5\tgovernment issue people medium public decision statement state concern add report call law question action leader group bill raise deal \n",
+      "\n",
+      "<700> LL/token: -8.1285\n",
+      "<710> LL/token: -8.12902\n",
+      "<720> LL/token: -8.12968\n",
+      "<730> LL/token: -8.13016\n",
+      "<740> LL/token: -8.13004\n",
+      "\n",
+      "0\t5\tpeople water area community road travel time village live honiara operation affect site disaster home ship boat supply work passenger \n",
+      "1\t5\tgovernment development project support work provide service plan policy national fund ensure improve include infrastructure rural system program community implement \n",
+      "2\t5\tcountry increase business year local island high percent economic market economy tourism impact food industry small resource environment product investment \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation report force matter yesterday high \n",
+      "4\t5\tcompany land year pay receive money business public process service issue payment give month government log cost total accord worker \n",
+      "5\t5\tteam covid health medical country case week hospital time game play good test vaccine number continue emergency service care follow \n",
+      "6\t5\twoman student school community child training year work education program young family youth event learn church day people study teacher \n",
+      "7\t5\tcountry visit island people leader security official support meet regional nation include meeting region hold work continue cooperation event assistance \n",
+      "8\t5\tmember provincial province parliament election people national yesterday constituency year executive week day office western premier general guadalcanal hold chief \n",
+      "9\t5\tgovernment issue people medium public decision statement state report concern call add law question action group leader deal bill raise \n",
+      "\n",
+      "<750> LL/token: -8.13038\n",
+      "<760> LL/token: -8.13093\n",
+      "<770> LL/token: -8.13013\n",
+      "<780> LL/token: -8.13018\n",
+      "<790> LL/token: -8.13046\n",
+      "\n",
+      "0\t5\tpeople water area community road travel time village operation live honiara site affect disaster home ship boat supply passenger work \n",
+      "1\t5\tgovernment development project support work provide service plan policy national ensure fund improve include infrastructure rural community system program area \n",
+      "2\t5\tcountry increase business year local island high economic percent market economy tourism food impact small industry resource environment product growth \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim investigation force report matter vehicle prosecution \n",
+      "4\t5\tcompany land year pay receive money business public issue process service payment month give log government accord cost reveal total \n",
+      "5\t5\tteam covid health country medical case week time hospital game play good continue test vaccine service emergency number competition today \n",
+      "6\t5\twoman student school community child year training work education program young family youth event people learn day church study teacher \n",
+      "7\t5\tcountry visit island people leader security official support regional meet nation include meeting region work assistance hold cooperation continue share \n",
+      "8\t5\tmember provincial province parliament election people national yesterday week constituency executive year day office western premier general chief guadalcanal today \n",
+      "9\t5\tgovernment issue people public medium decision statement state concern report add call law question leader action group deal bill raise \n",
+      "\n",
+      "<800> LL/token: -8.1312\n",
+      "<810> LL/token: -8.13061\n",
+      "<820> LL/token: -8.13146\n",
+      "<830> LL/token: -8.13084\n",
+      "<840> LL/token: -8.13128\n",
+      "\n",
+      "0\t5\tpeople water area community road travel village time live honiara operation disaster site affect home ship boat supply island passenger \n",
+      "1\t5\tgovernment development project support work provide service plan policy national fund ensure improve include infrastructure rural community system program implement \n",
+      "2\t5\tcountry increase business year local island market high percent tourism economic economy food impact industry small resource environment product growth \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim report investigation matter force vehicle prosecution \n",
+      "4\t5\tcompany land year pay money receive business issue public process payment service government month log give reveal accord cost worker \n",
+      "5\t5\tteam covid health medical country case week time hospital game play continue good test vaccine number emergency service follow competition \n",
+      "6\t5\twoman student school community child year training work education program young family youth event day learn church study good teacher \n",
+      "7\t5\tcountry visit island people leader security official support include regional nation meet meeting region work continue hold cooperation year assistance \n",
+      "8\t5\tmember provincial province parliament election people national yesterday week constituency executive year day office general premier western hold chief officer \n",
+      "9\t5\tgovernment issue people public medium decision statement state concern report add call law question leader action group raise bill deal \n",
       "\n"
      ]
     },
@@ -3278,101 +2617,98 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<1000> LL/token: -8.13399\n",
-      "\n",
-      "Total time: 1 minutes 46 seconds\n",
+      "<850> LL/token: -8.13176\n",
+      "<860> LL/token: -8.13268\n",
+      "<870> LL/token: -8.1317\n",
+      "<880> LL/token: -8.13189\n",
+      "<890> LL/token: -8.13333\n",
+      "\n",
+      "0\t5\tpeople water area community road travel village time live honiara operation site affect home disaster ship boat supply island passenger \n",
+      "1\t5\tgovernment development project support provide work service plan policy fund national ensure improve include infrastructure rural community system program area \n",
+      "2\t5\tcountry increase business local year island high market economic percent tourism economy food impact industry small environment resource product growth \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim investigation report matter force vehicle prosecution \n",
+      "4\t5\tcompany land year pay receive money business public issue government process payment service give month log cost reveal director worker \n",
+      "5\t5\tteam covid health medical case country week time hospital game play good number test vaccine continue emergency service include follow \n",
+      "6\t5\twoman student school community child year training work education program young family youth event people day learn church good study \n",
+      "7\t5\tcountry visit island people leader security support official regional include meet nation meeting work region continue hold cooperation assistance australian \n",
+      "8\t5\tprovincial member province parliament election national people yesterday week constituency executive year day office western premier general today guadalcanal chief \n",
+      "9\t5\tgovernment issue people public medium decision statement state concern report add call law question leader action group raise deal address \n",
+      "\n",
+      "<900> LL/token: -8.13204\n",
+      "<910> LL/token: -8.13378\n",
+      "<920> LL/token: -8.13384\n",
+      "<930> LL/token: -8.13319\n",
+      "<940> LL/token: -8.13387\n",
+      "\n",
+      "0\t5\tpeople water area community road travel time village live honiara operation affect site disaster home ship boat work supply island \n",
+      "1\t5\tgovernment development project support provide work service plan policy national ensure fund improve include rural infrastructure community program system area \n",
+      "2\t5\tcountry increase business year local island market high percent tourism economy economic impact food industry environment small resource product growth \n",
+      "3\t5\tpolice officer court man case charge rsipf accuse public year allege incident arrest victim report investigation matter force vehicle high \n",
+      "4\t5\tcompany land year pay money receive business public issue government process service payment log give month reveal cost worker office \n",
+      "5\t5\tteam covid health country medical case week hospital time game play continue good test number vaccine emergency service care competition \n",
+      "6\t5\twoman student school community year child training work education program young family youth event day learn people church good study \n",
+      "7\t5\tcountry visit island people leader security official regional support meet nation include meeting work region continue assistance hold cooperation share \n",
+      "8\t5\tprovincial member province parliament election national people yesterday week constituency year executive day office western premier general today hold chief \n",
+      "9\t5\tgovernment issue people public medium decision statement add state concern call report law question leader action group raise deal address \n",
+      "\n",
+      "<950> LL/token: -8.13318\n",
+      "<960> LL/token: -8.13297\n",
+      "<970> LL/token: -8.13339\n",
+      "<980> LL/token: -8.13354\n",
+      "<990> LL/token: -8.13343\n",
+      "\n",
+      "0\t5\tpeople water area community road travel village time live operation honiara disaster site affect home ship work boat supply island \n",
+      "1\t5\tgovernment development project support work provide service policy plan national ensure fund improve include rural infrastructure community system program area \n",
+      "2\t5\tcountry increase business year local island high economic percent market tourism economy food impact industry resource small environment product growth \n",
+      "3\t5\tpolice officer court case man charge rsipf accuse public year allege incident arrest victim report investigation matter force yesterday vehicle \n",
+      "4\t5\tcompany land year pay money receive business public government issue payment process give service log month director reveal cost accord \n",
+      "5\t5\tteam covid health country medical case week time hospital game play good test vaccine number continue emergency service care follow \n",
+      "6\t5\twoman student school community child year training work education program young family youth event day learn church people study teacher \n",
+      "7\t5\tcountry visit island people leader security support official meet nation regional include meeting region work hold continue assistance cooperation today \n",
+      "8\t5\tprovincial member province parliament election national people yesterday year constituency executive week day office premier western general chief bill today \n",
+      "9\t5\tgovernment issue people public medium decision statement add state concern report call leader question law action group deal raise address \n",
+      "\n",
+      "<1000> LL/token: -8.13297\n",
+      "\n",
+      "Total time: 1 minutes 47 seconds\n",
       "Mallet LDA: 11 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -9.91868\n",
-      "<20> LL/token: -9.05861\n",
-      "<30> LL/token: -8.61531\n",
-      "<40> LL/token: -8.44342\n",
-      "\n",
-      "0\t4.54545\tcommunity support country people child provide continue assistance health include government province work ensure response service effort covid disaster australian \n",
-      "1\t4.54545\tproject student school year government fund education work development complete infrastructure road building study build teacher provincial plan facility national \n",
-      "2\t4.54545\twater covid health medical case travel supply hospital food report day risk ship boat situation test number people western home \n",
-      "3\t4.54545\tpeople issue country add market concern good security public area call address law state problem place talk continue sell deal \n",
-      "4\t4.54545\tteam event young year time day good play youth today host game island group woman hold start lead place culture \n",
-      "5\t4.54545\twoman development country develop region opportunity support island regional programme improve tourism include policy key partner partnership challenge stakeholder sector \n",
-      "6\t4.54545\twork training officer week year service program member visit official family worker serve month staff attend time train today job \n",
-      "7\t4.54545\tgovernment land business increase policy year budget economic country financial percent development economy system investment agreement sector resource ministry cost \n",
-      "8\t4.54545\tgovernment provincial member parliament election leader decision statement public national meeting political premier process executive act minister bill office state \n",
-      "9\t4.54545\tcompany report local medium issue operation log accord money give add church people time call year source claim pay landowner \n",
-      "10\t4.54545\tpolice court officer case man charge accuse public year allege incident arrest victim matter investigation vehicle rsipf yesterday prosecution suspect \n",
-      "\n",
-      "<50> LL/token: -8.35443\n",
-      "<60> LL/token: -8.30347\n",
-      "<70> LL/token: -8.26931\n",
-      "<80> LL/token: -8.24485\n",
-      "<90> LL/token: -8.22729\n",
-      "\n",
-      "0\t4.54545\tcommunity support provide people country child continue government assistance include province work health ensure response covid rsipf family service team \n",
-      "1\t4.54545\tproject student school year development fund government education work complete infrastructure road build rural building plan study teacher facility area \n",
-      "2\t4.54545\twater covid health medical case travel supply food hospital day number week risk ship area boat home test report passenger \n",
-      "3\t4.54545\tpeople issue country add good public call concern address state market leader law place continue urge problem situation time respect \n",
-      "4\t4.54545\tteam event year young time day play good today island game host youth start group culture place hold woman competition \n",
-      "5\t4.54545\twoman development country develop region island support policy regional opportunity include programme partner challenge partnership key stakeholder promote important strategy \n",
-      "6\t4.54545\twork visit training officer program week official member service year attend worker meet serve staff local today train opportunity senior \n",
-      "7\t4.54545\tgovernment business country year increase economic budget financial percent economy sector service system tourism investment policy cost high industry ministry \n",
-      "8\t4.54545\tgovernment provincial member parliament election national decision leader statement meeting province process minister political executive premier public bill act group \n",
-      "9\t4.54545\treport company land medium issue pay money claim local accord log give operation information receive payment source statement question landowner \n",
-      "10\t4.54545\tpolice court officer case man charge accuse public year allege incident arrest victim investigation matter vehicle yesterday prosecution appeal suspect \n",
-      "\n",
-      "<100> LL/token: -8.21464\n",
-      "<110> LL/token: -8.20612\n",
-      "<120> LL/token: -8.19855\n",
-      "<130> LL/token: -8.19149\n",
-      "<140> LL/token: -8.18728\n",
-      "\n",
-      "0\t4.54545\tcommunity support people provide continue child province government assistance country work include health ensure covid response rsipf service team family \n",
-      "1\t4.54545\tproject student school year government development fund education work infrastructure complete rural road build plan building area study facility teacher \n",
-      "2\t4.54545\twater covid health medical case travel supply food week hospital day report area number ship risk boat home test passenger \n",
-      "3\t4.54545\tpeople country issue add public good call concern leader address law time state urge place continue situation problem thing speak \n",
-      "4\t4.54545\tteam event year young time day play island youth good today game host start group culture woman place lead competition \n",
-      "5\t4.54545\tdevelopment woman country support policy region develop island regional include partner opportunity key address partnership challenge stakeholder important resource strategy \n",
-      "6\t4.54545\twork visit training officer program week official member year service attend opportunity worker include staff meet serve train senior local \n",
-      "7\t4.54545\tgovernment business country year increase economic budget financial sector percent tourism service economy investment market high cost industry growth product \n",
-      "8\t4.54545\tgovernment provincial member parliament election national decision leader statement province meeting executive political minister premier process public group bill opposition \n",
-      "9\t4.54545\tcompany land report issue medium pay money claim accord log receive give payment operation information process statement source question follow \n",
-      "10\t4.54545\tpolice court officer case man charge accuse public year allege incident arrest victim investigation vehicle matter yesterday prosecution appeal suspect \n",
-      "\n",
-      "<150> LL/token: -8.18361\n",
-      "<160> LL/token: -8.18032\n",
-      "<170> LL/token: -8.17813\n",
-      "<180> LL/token: -8.17558\n",
-      "<190> LL/token: -8.17296\n",
-      "\n",
-      "0\t4.54545\tcommunity support province people continue provide child government assistance covid health include work ensure response country rsipf team operation family \n",
-      "1\t4.54545\tproject student school year government development fund education work complete infrastructure build road plan rural building area study facility teacher \n",
-      "2\t4.54545\twater covid health medical case travel food supply day week report hospital area number ship home boat risk test passenger \n",
-      "3\t4.54545\tpeople country issue add public call good leader concern address time continue state law thing situation place urge speak problem \n",
-      "4\t4.54545\tteam event year young time day play today youth good island game host start group culture place woman lead competition \n",
-      "5\t4.54545\tdevelopment country woman policy support region island develop regional include partner address key partnership national challenge opportunity achieve strengthen stakeholder \n",
-      "6\t4.54545\twork visit training program officer official week service year attend member opportunity meet worker serve staff important local train senior \n",
-      "7\t4.54545\tgovernment business country year increase market economic budget financial sector percent tourism economy service investment cost high industry local growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national decision province statement leader meeting executive minister political premier public process group bill act \n",
-      "9\t4.54545\tcompany land report issue pay medium claim money log accord receive give payment process statement operation information question follow document \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday prosecution suspect high \n",
-      "\n",
-      "<200> LL/token: -8.17016\n",
-      "<210> LL/token: -8.1679\n",
-      "<220> LL/token: -8.16591\n",
-      "<230> LL/token: -8.16444\n",
-      "<240> LL/token: -8.16296\n",
-      "\n",
-      "0\t4.54545\tcommunity support people province provide continue child government assistance health covid include work ensure response operation rsipf team country family \n",
-      "1\t4.54545\tproject student school year government development fund education work infrastructure complete build rural road plan area building study facility teacher \n",
-      "2\t4.54545\twater covid health medical case travel food report supply week hospital day area number ship home boat risk test island \n",
-      "3\t4.54545\tpeople country issue add public call good leader concern state address time continue law place thing urge situation respect problem \n",
-      "4\t4.54545\tteam event year young time day play youth good island today game host start group woman culture place competition lead \n",
-      "5\t4.54545\tdevelopment country woman support policy region island develop regional partner address include key partnership challenge national opportunity resource strengthen important \n",
-      "6\t4.54545\twork visit training program officer official week year service attend member opportunity country worker staff meet serve important include train \n",
-      "7\t4.54545\tgovernment business increase year country market economic financial sector percent tourism economy local investment high service industry budget cost growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national decision province leader meeting executive statement minister political premier group process bill public yesterday \n",
-      "9\t4.54545\tcompany land report issue pay claim medium money log accord receive statement process payment give operation information question explain follow \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday prosecution suspect report \n",
+      "<10> LL/token: -9.92293\n",
+      "<20> LL/token: -9.08203\n",
+      "<30> LL/token: -8.56336\n",
+      "<40> LL/token: -8.39814\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support country policy national plan ensure include economic infrastructure budget partner develop address fund provide implement regional \n",
+      "1\t4.54545\tstudent school health service community child water support education year medical provide covid staff receive work facility supply hospital teacher \n",
+      "2\t4.54545\tgovernment company land area business sign issue log year project add agreement province site activity guadalcanal work landowner grant people \n",
+      "3\t4.54545\tgovernment member parliament provincial election people leader national constituency political group bill minister general year candidate yesterday vote province opposition \n",
+      "4\t4.54545\tcountry increase market local business island food year percent tourism high small economy industry economic provide product cost project sector \n",
+      "5\t4.54545\tpolice court case man charge accuse year allege incident officer arrest victim public investigation vehicle matter prosecution report yesterday high \n",
+      "6\t4.54545\tissue government public report statement provincial decision pay claim office raise state call question concern add receive payment week action \n",
+      "7\t4.54545\tteam year time good event play start today week game host day place island open end final yesterday competition big \n",
+      "8\t4.54545\tpeople covid travel road province western report case risk day situation disaster week ship confirm country boat honiara arrive area \n",
+      "9\t4.54545\twoman people community work training program youth opportunity young family important support church learn attend encourage speak day leader programme \n",
+      "10\t4.54545\tcountry officer police people medium rsipf work continue visit security force community law island operation support commissioner assistance ramsi mission \n",
+      "\n",
+      "<50> LL/token: -8.32732\n",
+      "<60> LL/token: -8.2853\n",
+      "<70> LL/token: -8.25912\n",
+      "<80> LL/token: -8.24271\n",
+      "<90> LL/token: -8.23152\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy country national plan fund provide include infrastructure ensure economic develop partner address implement sector improve \n",
+      "1\t4.54545\tstudent school health service year water child education medical community provide staff receive support week facility work supply hospital teacher \n",
+      "2\t4.54545\tcompany land government area work issue sign business log add year site project local people agreement activity operation landowner grant \n",
+      "3\t4.54545\tgovernment provincial member parliament election province people leader national constituency executive meeting political premier minister yesterday bill candidate group vote \n",
+      "4\t4.54545\tcountry increase business market island year local food high percent tourism small economy industry cost product impact economic grow fishery \n",
+      "5\t4.54545\tpolice court case man charge accuse year allege officer incident public arrest victim investigation vehicle yesterday matter high prosecution suspect \n",
+      "6\t4.54545\tissue public government report statement decision state pay call concern claim question raise office add action payment receive give money \n",
+      "7\t4.54545\tteam year time good event play start today game place host week island day hold final open leave end competition \n",
+      "8\t4.54545\tpeople covid travel road case report province disaster western week risk day area situation confirm ship affect boat honiara test \n",
+      "9\t4.54545\twoman community people work training program family youth young opportunity support church day important leader attend learn encourage life speak \n",
+      "10\t4.54545\tcountry officer police people visit medium continue rsipf work security force island support member law community assistance operation include commissioner \n",
       "\n"
      ]
     },
@@ -3380,95 +2716,95 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<250> LL/token: -8.16291\n",
-      "<260> LL/token: -8.16111\n",
-      "<270> LL/token: -8.15955\n",
-      "<280> LL/token: -8.15847\n",
-      "<290> LL/token: -8.15842\n",
-      "\n",
-      "0\t4.54545\tcommunity support people province continue provide child covid assistance government health include ensure response work service operation rsipf team family \n",
-      "1\t4.54545\tproject student school year government development fund work education infrastructure complete build rural road building area plan study facility teacher \n",
-      "2\t4.54545\twater health covid medical case travel food supply report week hospital day area ship number home boat risk test passenger \n",
-      "3\t4.54545\tpeople country issue add public call leader good concern address time state continue law thing place situation urge nation speak \n",
-      "4\t4.54545\tteam event year young time day play youth island good today game woman host start group culture place hold competition \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include partner address key partnership national resource challenge important plan strengthen \n",
-      "6\t4.54545\twork visit training program officer official year week attend service opportunity member country important worker meet staff include australian serve \n",
-      "7\t4.54545\tbusiness government increase year country market economic financial local percent sector tourism economy investment high industry service budget growth cost \n",
-      "8\t4.54545\tgovernment provincial member parliament election national decision province leader meeting minister executive political premier group statement bill yesterday process opposition \n",
-      "9\t4.54545\tcompany land report issue pay claim money medium log receive process statement accord payment give public operation source question order \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday prosecution suspect high \n",
-      "\n",
-      "<300> LL/token: -8.15804\n",
-      "<310> LL/token: -8.15751\n",
-      "<320> LL/token: -8.15516\n",
-      "<330> LL/token: -8.15536\n",
-      "<340> LL/token: -8.15509\n",
-      "\n",
-      "0\t4.54545\tcommunity support people province provide continue child covid government health assistance include service work response ensure operation rsipf family team \n",
-      "1\t4.54545\tproject student school year government development fund education work infrastructure complete rural build road plan building area study facility teacher \n",
-      "2\t4.54545\twater health medical covid case travel food report week supply area hospital day number home ship risk boat test passenger \n",
-      "3\t4.54545\tpeople country issue add public call leader good concern address state time law continue medium thing situation nation urge speak \n",
-      "4\t4.54545\tteam event year time young day play youth island good today woman game start host group place culture hold competition \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include partner address key partnership challenge national resource economic strengthen stakeholder \n",
-      "6\t4.54545\twork visit program training officer official week year attend country service opportunity member important worker australian staff serve train senior \n",
-      "7\t4.54545\tbusiness government increase year country market financial local economic percent tourism sector economy investment high industry cost growth product budget \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province decision meeting executive leader minister premier political group bill process statement yesterday current \n",
-      "9\t4.54545\tcompany land report issue pay claim money public log receive process statement accord give payment operation source order office explain \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday prosecution report suspect \n",
-      "\n",
-      "<350> LL/token: -8.15456\n",
-      "<360> LL/token: -8.15397\n",
-      "<370> LL/token: -8.15448\n",
-      "<380> LL/token: -8.15447\n",
-      "<390> LL/token: -8.15398\n",
-      "\n",
-      "0\t4.54545\tcommunity support people province provide continue child covid health assistance include government work service ensure response operation rsipf family team \n",
-      "1\t4.54545\tproject student school year government fund development education work infrastructure complete rural road build plan building area study facility teacher \n",
-      "2\t4.54545\twater medical covid health case travel report week supply day hospital area home ship number boat risk test island passenger \n",
-      "3\t4.54545\tpeople country issue add public call leader good concern state address time law medium continue thing situation nation speak urge \n",
-      "4\t4.54545\tteam event year young time day play youth good today island game start host woman group place culture hold competition \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include partner address key challenge partnership resource national stakeholder strengthen economic \n",
-      "6\t4.54545\twork visit training program officer official year week country opportunity attend service member important worker staff australian serve meet train \n",
-      "7\t4.54545\tbusiness government increase year country market local financial economic percent tourism sector economy investment high industry cost growth product food \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province decision meeting executive minister premier political leader group bill yesterday statement process opposition \n",
-      "9\t4.54545\tcompany land report issue pay claim public money log process receive statement accord payment give office order operation source question \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation yesterday vehicle matter prosecution report suspect \n",
-      "\n",
-      "<400> LL/token: -8.15276\n",
-      "<410> LL/token: -8.15321\n",
-      "<420> LL/token: -8.15213\n",
-      "<430> LL/token: -8.15295\n",
-      "<440> LL/token: -8.15275\n",
-      "\n",
-      "0\t4.54545\tcommunity support people province continue provide child covid health assistance include work government response ensure service operation team rsipf family \n",
-      "1\t4.54545\tproject student school government year fund development education work infrastructure complete build rural plan road building area study facility teacher \n",
-      "2\t4.54545\twater medical covid health case travel report week supply area hospital day number ship boat home test risk confirm passenger \n",
-      "3\t4.54545\tpeople country issue add public leader call good concern medium state address time law continue nation situation thing urge respect \n",
-      "4\t4.54545\tteam event time year young day youth play island woman good today game host start place group culture hold competition \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include address partner key economic partnership resource national strengthen challenge stakeholder \n",
-      "6\t4.54545\twork visit training program officer official country year week service attend opportunity important member worker australian open train staff serve \n",
-      "7\t4.54545\tbusiness increase year government market country local financial percent tourism economic economy sector high investment industry food cost growth product \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province decision meeting executive minister premier political leader group bill yesterday process current opposition \n",
-      "9\t4.54545\tcompany land report issue pay claim public money log receive statement process accord payment give office order operation follow legal \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday prosecution report suspect \n",
-      "\n",
-      "<450> LL/token: -8.1533\n",
-      "<460> LL/token: -8.15265\n",
-      "<470> LL/token: -8.15252\n",
-      "<480> LL/token: -8.15237\n",
-      "<490> LL/token: -8.15242\n",
-      "\n",
-      "0\t4.54545\tcommunity support people province continue provide child covid health assistance include government response work service operation team ensure rsipf family \n",
-      "1\t4.54545\tproject student school government year fund development work education infrastructure complete rural build road plan building area study facility teacher \n",
-      "2\t4.54545\twater medical covid case travel health report week supply day hospital area number ship home boat risk test people confirm \n",
-      "3\t4.54545\tpeople country issue add leader public call medium good concern state address law time continue nation situation thing urge respect \n",
-      "4\t4.54545\tteam event year young time day youth play today woman good island game host start group place culture hold family \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include partner address key economic partnership resource challenge strengthen national stakeholder \n",
-      "6\t4.54545\twork visit program training officer country official year service week opportunity attend important member australian worker meet staff train serve \n",
-      "7\t4.54545\tbusiness increase year market country government local financial percent tourism economy sector economic food high industry investment cost growth product \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province decision meeting executive minister premier political group yesterday bill leader current process opposition \n",
-      "9\t4.54545\tcompany land report issue pay public claim receive money process log statement accord payment give office order explain legal reveal \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday prosecution report suspect \n",
+      "<100> LL/token: -8.22469\n",
+      "<110> LL/token: -8.21805\n",
+      "<120> LL/token: -8.21332\n",
+      "<130> LL/token: -8.20929\n",
+      "<140> LL/token: -8.207\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy country national plan fund provide economic include ensure infrastructure develop partner improve sector address key \n",
+      "1\t4.54545\tstudent school health service year water child education medical staff receive provide week facility supply support hospital study teacher work \n",
+      "2\t4.54545\tcompany land work area government issue business sign project add log site year local operation activity agreement people building landowner \n",
+      "3\t4.54545\tgovernment provincial member parliament province election people national leader constituency executive meeting political premier minister bill yesterday year candidate general \n",
+      "4\t4.54545\tcountry increase market business island year local food percent tourism high small economy industry product cost fishery impact grow agriculture \n",
+      "5\t4.54545\tpolice court case man charge accuse year officer allege public incident arrest victim investigation vehicle yesterday matter prosecution high report \n",
+      "6\t4.54545\tgovernment issue public report statement decision state pay call concern claim raise question office add action payment money give medium \n",
+      "7\t4.54545\tteam year time good event play start game today host place week day leave final yesterday island lead open end \n",
+      "8\t4.54545\tpeople covid travel road case province report disaster week day western risk area honiara ship situation boat test confirm affect \n",
+      "9\t4.54545\tcommunity woman people training work program family youth young opportunity support important church leader learn live encourage life day attend \n",
+      "10\t4.54545\tcountry officer police visit continue people medium rsipf work security island support force assistance member include official law ensure add \n",
+      "\n",
+      "<150> LL/token: -8.20379\n",
+      "<160> LL/token: -8.19959\n",
+      "<170> LL/token: -8.19812\n",
+      "<180> LL/token: -8.19413\n",
+      "<190> LL/token: -8.19143\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy country national fund plan provide economic develop ensure infrastructure include partner improve address sector key \n",
+      "1\t4.54545\tstudent school health service year water child education medical provide staff receive week facility supply support hospital study teacher work \n",
+      "2\t4.54545\tcompany land work area government issue business sign year log site add local project operation activity director agreement building process \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national leader constituency meeting executive political minister premier yesterday bill year current candidate \n",
+      "4\t4.54545\tcountry increase market business island year local food percent tourism high economy small industry product cost impact fishery grow agriculture \n",
+      "5\t4.54545\tpolice court case man charge officer accuse year allege incident public arrest victim investigation vehicle yesterday matter prosecution appeal high \n",
+      "6\t4.54545\tgovernment issue public report statement decision state pay call concern claim raise question medium add action payment money give office \n",
+      "7\t4.54545\tteam year time good event play start host game day today place week final hold competition open lead yesterday end \n",
+      "8\t4.54545\tpeople covid travel road case province report disaster risk week western day situation community area ship honiara boat confirm affect \n",
+      "9\t4.54545\tcommunity woman people work training program family youth young opportunity support church important leader encourage live life speak learn day \n",
+      "10\t4.54545\tcountry officer visit continue police rsipf people island security work support medium force assistance official member include nation australian ramsi \n",
+      "\n",
+      "<200> LL/token: -8.19006\n",
+      "<210> LL/token: -8.18699\n",
+      "<220> LL/token: -8.18554\n",
+      "<230> LL/token: -8.18338\n",
+      "<240> LL/token: -8.1829\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy national economic plan fund provide country include ensure infrastructure develop improve sector address key partner \n",
+      "1\t4.54545\tstudent school health service year water child education medical provide receive staff week facility supply hospital study teacher work centre \n",
+      "2\t4.54545\tcompany land work area business issue sign government log site year add project local operation agreement complete building process activity \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national leader constituency meeting executive political minister premier yesterday bill year current candidate \n",
+      "4\t4.54545\tcountry increase market business island year local food percent tourism high small economy industry product cost impact fishery grow agriculture \n",
+      "5\t4.54545\tpolice court case officer man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution appeal high \n",
+      "6\t4.54545\tgovernment issue public report statement decision call state pay concern claim raise medium question add action payment money give office \n",
+      "7\t4.54545\tteam year time good event play start host game place today day week yesterday hold final competition island leave open \n",
+      "8\t4.54545\tpeople covid travel case road province report disaster week community day risk western situation area ship honiara boat emergency test \n",
+      "9\t4.54545\tcommunity woman people work training program family youth young opportunity support important church life day encourage live learn child speak \n",
+      "10\t4.54545\tcountry officer visit continue rsipf island support people work security police medium force official assistance member nation include leader australian \n",
+      "\n",
+      "<250> LL/token: -8.18051\n",
+      "<260> LL/token: -8.1791\n",
+      "<270> LL/token: -8.1784\n",
+      "<280> LL/token: -8.17774\n",
+      "<290> LL/token: -8.17804\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund plan national provide economic country develop include ensure improve infrastructure sector service key address \n",
+      "1\t4.54545\tstudent school health service year water education child medical staff receive provide week facility supply hospital study teacher care work \n",
+      "2\t4.54545\tcompany land work area business issue sign log site add government local year operation project complete activity director agreement building \n",
+      "3\t4.54545\tgovernment provincial member province parliament election national people leader constituency meeting executive political minister premier yesterday year bill general candidate \n",
+      "4\t4.54545\tcountry increase market island business year food local percent tourism high small industry economy product cost fishery impact grow agriculture \n",
+      "5\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday prosecution appeal suspect \n",
+      "6\t4.54545\tgovernment issue public report statement decision call state concern pay medium claim raise question add action payment money give deal \n",
+      "7\t4.54545\tteam time year good event play start host game place day today week yesterday hold final big competition player open \n",
+      "8\t4.54545\tpeople covid travel case road province report disaster week risk western community day honiara situation follow ship boat response return \n",
+      "9\t4.54545\tcommunity woman people work training program family youth young opportunity support important church encourage live child life day learn leader \n",
+      "10\t4.54545\tcountry visit officer continue island rsipf support people security work force assistance medium official include leader nation member police australian \n",
+      "\n",
+      "<300> LL/token: -8.17661\n",
+      "<310> LL/token: -8.17547\n",
+      "<320> LL/token: -8.17463\n",
+      "<330> LL/token: -8.1729\n",
+      "<340> LL/token: -8.17221\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy provide national fund plan economic ensure develop improve infrastructure sector service include country key implement \n",
+      "1\t4.54545\tstudent school health service year water education child medical receive staff provide week facility supply hospital study teacher work centre \n",
+      "2\t4.54545\tcompany land work area business issue operation log local site sign add project director complete government process agreement activity building \n",
+      "3\t4.54545\tgovernment provincial member province parliament election national people constituency leader meeting executive political yesterday premier minister bill year week general \n",
+      "4\t4.54545\tcountry increase market year island business food local percent tourism high small industry economy product cost fishery impact agriculture grow \n",
+      "5\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution appeal high \n",
+      "6\t4.54545\tgovernment issue public report statement decision call state concern medium pay claim raise question add action payment money deal give \n",
+      "7\t4.54545\tteam year time event good play start host game today place day week final hold big competition yesterday player match \n",
+      "8\t4.54545\tpeople covid case travel road province report disaster week western risk community day situation honiara continue ship boat emergency test \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young opportunity support encourage live life church important child day learn speak \n",
+      "10\t4.54545\tcountry visit island support rsipf continue officer security people work leader assistance official force nation include medium member australian state \n",
       "\n"
      ]
     },
@@ -3476,95 +2812,95 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<500> LL/token: -8.15263\n",
-      "<510> LL/token: -8.15224\n",
-      "<520> LL/token: -8.15133\n",
-      "<530> LL/token: -8.15207\n",
-      "<540> LL/token: -8.15129\n",
-      "\n",
-      "0\t4.54545\tcommunity support people provide continue province child covid health assistance include work ensure response operation team family rsipf government service \n",
-      "1\t4.54545\tproject student school government year fund development education work infrastructure complete rural build road area building plan study facility teacher \n",
-      "2\t4.54545\twater medical health case covid travel report week day hospital area supply number home ship boat test confirm passenger risk \n",
-      "3\t4.54545\tpeople country issue add leader public call medium concern good state address law time continue nation thing situation urge citizen \n",
-      "4\t4.54545\tteam event year time young day youth play woman good today island game host place start group culture hold competition \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include partner key address economic partnership resource level strengthen national challenge \n",
-      "6\t4.54545\twork visit training program officer official country year service week opportunity attend important australian member staff worker serve train learn \n",
-      "7\t4.54545\tbusiness increase year market country government local financial percent tourism economy food high economic sector industry investment cost product growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province decision meeting executive minister political premier group bill leader yesterday current process opposition \n",
-      "9\t4.54545\tcompany land report issue pay public claim money process log accord receive give payment statement office order operation explain landowner \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution report suspect \n",
-      "\n",
-      "<550> LL/token: -8.15098\n",
-      "<560> LL/token: -8.1519\n",
-      "<570> LL/token: -8.15038\n",
-      "<580> LL/token: -8.1517\n",
-      "<590> LL/token: -8.15255\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue provide province covid child health assistance ensure include work service response government operation rsipf team family \n",
-      "1\t4.54545\tproject student school government year fund development work education infrastructure complete rural build road building plan area study facility improve \n",
-      "2\t4.54545\twater medical case health travel covid report week day area hospital supply number home ship boat test risk confirm people \n",
-      "3\t4.54545\tpeople country issue add leader public call medium concern good state law address time continue nation thing situation citizen respect \n",
-      "4\t4.54545\tteam event year time young day youth woman play good today island game host start group place culture family hold \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include address partner key economic partnership resource national strengthen challenge level \n",
-      "6\t4.54545\twork visit training program officer official country year week opportunity attend service important australian member worker serve staff train learn \n",
-      "7\t4.54545\tbusiness increase year market country local government percent tourism economy food financial economic high sector industry investment product small cost \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province decision meeting executive minister political premier group bill yesterday leader current process candidate \n",
-      "9\t4.54545\tcompany land issue report pay public claim money process statement receive log give accord payment office order operation explain legal \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution report suspect \n",
-      "\n",
-      "<600> LL/token: -8.15265\n",
-      "<610> LL/token: -8.15268\n",
-      "<620> LL/token: -8.15201\n",
-      "<630> LL/token: -8.15134\n",
-      "<640> LL/token: -8.15238\n",
-      "\n",
-      "0\t4.54545\tcommunity support people provide province continue child health covid include assistance government work operation ensure response team rsipf service family \n",
-      "1\t4.54545\tproject student school year government fund development education work infrastructure complete rural build road building plan area service study facility \n",
-      "2\t4.54545\twater medical covid case travel health report week day area hospital supply number home ship boat test people risk confirm \n",
-      "3\t4.54545\tpeople country issue add leader public call medium concern good state law address continue time nation thing citizen respect urge \n",
-      "4\t4.54545\tteam event time year young day woman youth play good today island game host group start place culture family hold \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional economic partner include key address partnership national challenge resource strengthen stakeholder \n",
-      "6\t4.54545\twork visit program training officer official country year opportunity attend service week important australian worker member staff serve learn train \n",
-      "7\t4.54545\tbusiness increase year market country local government percent food tourism economy sector high economic industry financial investment product small growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province decision meeting executive minister premier political group yesterday bill current leader candidate process \n",
-      "9\t4.54545\tcompany land issue report pay public claim money process receive log accord statement payment give office order legal operation source \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution report suspect \n",
-      "\n",
-      "<650> LL/token: -8.15257\n",
-      "<660> LL/token: -8.1519\n",
-      "<670> LL/token: -8.1518\n",
-      "<680> LL/token: -8.15187\n",
-      "<690> LL/token: -8.15109\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue child provide health covid province include assistance ensure response operation rsipf work government family team service \n",
-      "1\t4.54545\tproject student school year government fund development education work infrastructure complete rural build road building area plan service study facility \n",
-      "2\t4.54545\twater medical case travel covid health report week day hospital supply area number home ship boat test confirm risk arrive \n",
-      "3\t4.54545\tpeople country issue add leader public medium call concern state good law address time continue nation respect situation thing citizen \n",
-      "4\t4.54545\tteam event year time young day woman youth play good island today game host start group place culture hold family \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include address economic partner key resource partnership national challenge stakeholder strengthen \n",
-      "6\t4.54545\twork visit training program officer country official year opportunity service week attend important australian member worker staff learn train serve \n",
-      "7\t4.54545\tbusiness increase year market country local government food percent tourism economy high economic sector industry financial investment product cost small \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province meeting executive minister political premier yesterday group bill current process leader decision candidate \n",
-      "9\t4.54545\tcompany land report issue pay public claim money receive process log accord payment statement give office order operation legal explain \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution suspect report \n",
-      "\n",
-      "<700> LL/token: -8.15102\n",
-      "<710> LL/token: -8.15087\n",
-      "<720> LL/token: -8.15032\n",
-      "<730> LL/token: -8.15082\n",
-      "<740> LL/token: -8.15124\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue provide child province covid health assistance include ensure operation response team work service family government rsipf \n",
-      "1\t4.54545\tproject student school year government fund development education work infrastructure complete rural build road area service building plan study facility \n",
-      "2\t4.54545\twater medical case covid health travel report week hospital day area people supply number ship home boat test confirm arrive \n",
-      "3\t4.54545\tpeople country issue add leader public medium call concern state good law address nation respect time raise citizen thing continue \n",
-      "4\t4.54545\tteam event year young time woman day youth play good today island start game host place group culture family hold \n",
-      "5\t4.54545\tdevelopment country woman policy support region develop island regional include address economic partner key partnership resource national challenge strengthen level \n",
-      "6\t4.54545\twork visit program training officer country official opportunity year service attend week important australian worker member local staff learn train \n",
-      "7\t4.54545\tbusiness increase year market country local food percent government tourism economy high economic sector industry small island product investment growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province meeting executive yesterday minister premier political current bill group process candidate leader vote \n",
-      "9\t4.54545\tcompany land issue report pay public claim receive money process log give payment accord statement office order operation legal explain \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution report suspect \n",
+      "<350> LL/token: -8.17066\n",
+      "<360> LL/token: -8.16936\n",
+      "<370> LL/token: -8.16836\n",
+      "<380> LL/token: -8.16586\n",
+      "<390> LL/token: -8.16661\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide national plan economic ensure improve develop service include infrastructure sector implement key address \n",
+      "1\t4.54545\tstudent school health service year water education child medical receive staff provide week facility supply study hospital teacher care work \n",
+      "2\t4.54545\tcompany land work area business issue local add log site operation sign complete year building director carry process activity agreement \n",
+      "3\t4.54545\tgovernment provincial member province parliament election national people constituency meeting leader executive political yesterday premier year bill general act candidate \n",
+      "4\t4.54545\tcountry increase market year business island food local percent tourism high small industry economy product cost fishery impact agriculture grow \n",
+      "5\t4.54545\tpolice officer court case man charge accuse year public allege incident arrest victim investigation vehicle matter prosecution yesterday appeal high \n",
+      "6\t4.54545\tgovernment issue public report statement medium decision call state concern pay claim raise question add action money payment deal give \n",
+      "7\t4.54545\tteam time year event good play start today day game host place week hold leave yesterday final competition player match \n",
+      "8\t4.54545\tpeople covid case travel road report province week disaster situation community risk operation day western continue response ship honiara boat \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young opportunity encourage life support church live important child learn day speak \n",
+      "10\t4.54545\tcountry visit island support continue people security rsipf work leader officer official assistance nation include force australian member meet state \n",
+      "\n",
+      "<400> LL/token: -8.16538\n",
+      "<410> LL/token: -8.16483\n",
+      "<420> LL/token: -8.16327\n",
+      "<430> LL/token: -8.1628\n",
+      "<440> LL/token: -8.16131\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide national plan economic service ensure improve develop infrastructure include sector key implement management \n",
+      "1\t4.54545\tstudent school health service year water education child medical receive staff provide week facility supply study hospital teacher care centre \n",
+      "2\t4.54545\tcompany land work area issue business operation add site local log sign complete director building carry agreement activity process construction \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency meeting executive leader political yesterday premier bill general year week act \n",
+      "4\t4.54545\tcountry increase market year business island food local percent tourism high small economy industry product cost fishery grow impact agriculture \n",
+      "5\t4.54545\tpolice officer court case man charge accuse year public allege incident arrest victim investigation vehicle prosecution yesterday matter appeal suspect \n",
+      "6\t4.54545\tgovernment issue public report statement medium decision call concern state pay claim raise question add action money payment deal give \n",
+      "7\t4.54545\tteam time year event good play start day game today place host week leave yesterday final hold competition open late \n",
+      "8\t4.54545\tpeople covid case travel road province report week disaster situation community risk western operation continue day honiara response ship boat \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young opportunity child encourage life live church support important learn speak day \n",
+      "10\t4.54545\tcountry visit island support continue security leader people assistance work official rsipf include nation australian meet state member force cooperation \n",
+      "\n",
+      "<450> LL/token: -8.16184\n",
+      "<460> LL/token: -8.16025\n",
+      "<470> LL/token: -8.15973\n",
+      "<480> LL/token: -8.15915\n",
+      "<490> LL/token: -8.15876\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund national plan provide economic ensure improve service develop infrastructure sector include key implement management \n",
+      "1\t4.54545\tstudent school health service year water education child medical staff receive week provide facility supply hospital study teacher care centre \n",
+      "2\t4.54545\tcompany land work area business issue operation local site log add sign year complete director building carry process construction build \n",
+      "3\t4.54545\tgovernment provincial member province parliament election national people constituency meeting executive yesterday political leader premier bill general act week process \n",
+      "4\t4.54545\tcountry increase market island year business food local percent tourism high small industry economy product impact fishery cost agriculture grow \n",
+      "5\t4.54545\tpolice officer court case man charge accuse year public allege incident arrest victim investigation vehicle yesterday prosecution matter appeal high \n",
+      "6\t4.54545\tgovernment issue public report medium statement decision state call concern claim pay raise question add action payment money deal give \n",
+      "7\t4.54545\tteam time year event good play day start game week today place host leave final competition late hold open player \n",
+      "8\t4.54545\tpeople covid case travel road report province disaster week operation risk community continue situation response western day confirm ship boat \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young opportunity important encourage child live life church support learn speak day \n",
+      "10\t4.54545\tcountry visit island support continue security leader people assistance work official nation rsipf include australian meet state member force region \n",
+      "\n",
+      "<500> LL/token: -8.15883\n",
+      "<510> LL/token: -8.15861\n",
+      "<520> LL/token: -8.15801\n",
+      "<530> LL/token: -8.15717\n",
+      "<540> LL/token: -8.15612\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund plan provide national economic ensure improve develop service infrastructure include sector key management rural \n",
+      "1\t4.54545\tstudent school health year service water education child medical staff receive provide week facility supply study hospital teacher care centre \n",
+      "2\t4.54545\tcompany land work area business issue operation local add site log complete sign year director process building carry construction worker \n",
+      "3\t4.54545\tgovernment provincial member province parliament election national people constituency meeting executive leader yesterday premier political bill general act year week \n",
+      "4\t4.54545\tcountry increase market island year business food local percent tourism high small industry economy product cost impact fishery grow agriculture \n",
+      "5\t4.54545\tpolice officer court case man charge accuse year public allege incident arrest victim investigation vehicle yesterday prosecution matter appeal high \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call state concern claim raise pay question action add payment deal money give \n",
+      "7\t4.54545\tteam time year event good play start game day today week place host leave hold yesterday final competition late big \n",
+      "8\t4.54545\tpeople covid case travel road province report week disaster continue situation operation risk western response community day ship boat follow \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young opportunity encourage life support live important church child learn day train \n",
+      "10\t4.54545\tcountry visit island support continue security leader people assistance work nation official include australian meet state rsipf region member cooperation \n",
+      "\n",
+      "<550> LL/token: -8.15737\n",
+      "<560> LL/token: -8.15593\n",
+      "<570> LL/token: -8.15613\n",
+      "<580> LL/token: -8.15493\n",
+      "<590> LL/token: -8.1552\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund national provide plan economic ensure improve develop infrastructure service sector include key rural implement \n",
+      "1\t4.54545\tstudent school health year service water education child medical receive staff provide week facility supply study hospital teacher care centre \n",
+      "2\t4.54545\tcompany land work area business issue add local operation site log year complete sign director carry worker building construction process \n",
+      "3\t4.54545\tgovernment provincial member province parliament election national people constituency executive yesterday premier leader bill political year act general week candidate \n",
+      "4\t4.54545\tcountry increase market island year food business local percent tourism high small industry economy product fishery impact cost grow agriculture \n",
+      "5\t4.54545\tpolice officer court case man charge accuse year allege public incident arrest victim investigation vehicle rsipf yesterday matter prosecution appeal \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call concern state claim raise question pay action add payment money deal give \n",
+      "7\t4.54545\tteam time year event good play start day game place today week host hold leave final competition big yesterday player \n",
+      "8\t4.54545\tpeople covid case travel road province report week disaster operation continue community western risk response situation day ship return boat \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young opportunity support important live encourage life church child learn day train \n",
+      "10\t4.54545\tcountry visit island support leader security continue people assistance official nation meet include state work australian meeting region regional member \n",
       "\n"
      ]
     },
@@ -3572,95 +2908,95 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<750> LL/token: -8.15021\n",
-      "<760> LL/token: -8.15066\n",
-      "<770> LL/token: -8.15141\n",
-      "<780> LL/token: -8.15155\n",
-      "<790> LL/token: -8.15165\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue provide child health covid include province assistance response operation ensure work government rsipf team service family \n",
-      "1\t4.54545\tproject student school government year fund development work education infrastructure complete build rural service road building plan area study facility \n",
-      "2\t4.54545\twater medical case covid travel health report week day hospital area supply number people home ship boat test confirm risk \n",
-      "3\t4.54545\tpeople country issue leader add public medium call concern good state law address nation time raise respect thing situation citizen \n",
-      "4\t4.54545\tteam event year time young woman day youth play good today island game host start place culture group hold family \n",
-      "5\t4.54545\tcountry development woman policy support region develop island regional include economic address key partner partnership resource national strengthen stakeholder strategy \n",
-      "6\t4.54545\twork visit training program officer country official year opportunity week attend service important australian staff worker member learn serve train \n",
-      "7\t4.54545\tbusiness increase year market country local food percent tourism economy government high industry economic sector island small investment product growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province meeting executive minister yesterday premier political bill current process candidate budget vote group \n",
-      "9\t4.54545\tcompany land issue report pay public claim money process receive log payment give accord statement office order legal operation follow \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle matter yesterday report prosecution suspect \n",
-      "\n",
-      "<800> LL/token: -8.15192\n",
-      "<810> LL/token: -8.15249\n",
-      "<820> LL/token: -8.15311\n",
-      "<830> LL/token: -8.15113\n",
-      "<840> LL/token: -8.15252\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue child provide covid health province include assistance response operation work ensure rsipf team government service family \n",
-      "1\t4.54545\tproject student school government year fund development education work infrastructure complete rural build service road building plan study area improve \n",
-      "2\t4.54545\twater medical case travel health covid report week day hospital people supply number area ship boat home test arrive confirm \n",
-      "3\t4.54545\tpeople issue country add medium leader public call concern state good address law nation time thing respect continue situation raise \n",
-      "4\t4.54545\tteam event time woman year young day youth play good today island game start host place culture group family hold \n",
-      "5\t4.54545\tcountry development woman policy support region develop island regional economic include partner key address partnership national resource strengthen challenge level \n",
-      "6\t4.54545\twork visit program training officer country official year opportunity service attend week australian important worker learn serve train meet staff \n",
-      "7\t4.54545\tbusiness increase market country year local food percent tourism economy government high industry sector small economic product investment financial growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province meeting executive minister yesterday premier political bill current process candidate vote leader general \n",
-      "9\t4.54545\tcompany land issue report pay public claim money receive process log payment give accord office order statement legal operation landowner \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution report suspect \n",
-      "\n",
-      "<850> LL/token: -8.15219\n",
-      "<860> LL/token: -8.15169\n",
-      "<870> LL/token: -8.15176\n",
-      "<880> LL/token: -8.15199\n",
-      "<890> LL/token: -8.15269\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue provide child covid health province assistance include operation work response ensure government team rsipf family service \n",
-      "1\t4.54545\tproject student school government year fund development work education infrastructure complete rural build road building service plan facility area improve \n",
-      "2\t4.54545\twater medical case travel covid health report week people day hospital number supply ship home boat arrive test area risk \n",
-      "3\t4.54545\tpeople issue country leader add medium call public concern state good law address nation time thing statement respect raise situation \n",
-      "4\t4.54545\tteam event woman year young time day youth play good today island game start host place group culture church family \n",
-      "5\t4.54545\tcountry development woman policy support region island develop regional include economic address partner key national partnership resource challenge strengthen stakeholder \n",
-      "6\t4.54545\twork visit program training officer country official opportunity year service attend important australian week staff worker learn serve train member \n",
-      "7\t4.54545\tbusiness increase market year country local food percent tourism economy high government industry economic sector island small product investment growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province meeting executive yesterday minister premier political current bill candidate general process act group \n",
-      "9\t4.54545\tcompany land issue report pay public claim money process receive log payment give accord office statement order legal explain operation \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution report suspect \n",
-      "\n",
-      "<900> LL/token: -8.15197\n",
-      "<910> LL/token: -8.15264\n",
-      "<920> LL/token: -8.1517\n",
-      "<930> LL/token: -8.15203\n",
-      "<940> LL/token: -8.15256\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue provide covid child health include assistance work province operation ensure rsipf team response government family service \n",
-      "1\t4.54545\tproject student school government year fund development education work infrastructure complete rural service build road building plan facility improve ministry \n",
-      "2\t4.54545\twater medical case travel health covid report week people day hospital supply area number ship boat home test confirm arrive \n",
-      "3\t4.54545\tpeople issue country leader medium add call public concern state good law address nation time statement raise thing respect situation \n",
-      "4\t4.54545\tteam event woman young time year day youth play good today game start host place island culture group church hold \n",
-      "5\t4.54545\tdevelopment country woman policy support region develop island regional economic include address partner key partnership resource strengthen challenge national stakeholder \n",
-      "6\t4.54545\twork visit program training officer country year official opportunity service attend important australian week staff worker learn serve train meet \n",
-      "7\t4.54545\tbusiness increase market year country local food percent tourism economy high industry government economic sector island small product investment growth \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province meeting executive minister premier yesterday political bill current general candidate process vote act \n",
-      "9\t4.54545\tcompany land issue report pay public claim money receive process log payment give accord statement office order legal explain operation \n",
-      "10\t4.54545\tpolice court officer case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter prosecution report suspect \n",
-      "\n",
-      "<950> LL/token: -8.15236\n",
-      "<960> LL/token: -8.15281\n",
-      "<970> LL/token: -8.15296\n",
-      "<980> LL/token: -8.1522\n",
-      "<990> LL/token: -8.15222\n",
-      "\n",
-      "0\t4.54545\tcommunity support people continue covid provide health child include assistance province operation work ensure service rsipf response team family government \n",
-      "1\t4.54545\tproject student school government year fund development education work infrastructure complete rural service build road building plan improve facility area \n",
-      "2\t4.54545\twater medical case travel health report covid week people day hospital number home supply area ship boat test confirm arrive \n",
-      "3\t4.54545\tpeople issue country leader medium add call public concern state good law address nation raise statement thing time respect situation \n",
-      "4\t4.54545\tteam event woman year time young day youth play good today start game island host place culture group family church \n",
-      "5\t4.54545\tdevelopment country woman policy support region develop island regional economic include key address partner partnership national resource strengthen challenge stakeholder \n",
-      "6\t4.54545\twork visit program training officer country official opportunity year service attend australian week important learn staff serve train worker senior \n",
-      "7\t4.54545\tbusiness increase market country year local food percent tourism economy high industry island sector economic government small product investment grow \n",
-      "8\t4.54545\tgovernment provincial member parliament election national province meeting executive yesterday minister premier political bill process current candidate budget general vote \n",
-      "9\t4.54545\tcompany land issue report pay public claim money receive process log give payment accord statement office order legal operation explain \n",
-      "10\t4.54545\tpolice officer court case man charge accuse year public allege incident arrest victim investigation vehicle yesterday matter report prosecution suspect \n",
+      "<600> LL/token: -8.15377\n",
+      "<610> LL/token: -8.15414\n",
+      "<620> LL/token: -8.15278\n",
+      "<630> LL/token: -8.15357\n",
+      "<640> LL/token: -8.15315\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide national plan economic ensure service improve infrastructure develop sector include rural key implement \n",
+      "1\t4.54545\tstudent school health year service water education child medical staff receive provide week facility supply hospital study teacher centre care \n",
+      "2\t4.54545\tcompany land work business area issue operation local site add log year complete worker sign process director building carry construction \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency executive yesterday premier year bill political week leader general act current \n",
+      "4\t4.54545\tcountry increase market island year food local percent tourism business high small industry economy product impact fishery agriculture grow cost \n",
+      "5\t4.54545\tpolice officer court case man charge accuse public year allege incident arrest victim rsipf investigation vehicle yesterday prosecution matter appeal \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision state concern call claim raise question pay add action deal payment money give \n",
+      "7\t4.54545\tteam time year event good play start day today game place host week final late leave hold competition yesterday open \n",
+      "8\t4.54545\tpeople covid case travel road report province week disaster continue operation situation risk response community western day ship boat return \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young support opportunity encourage live important child life church learn train speak \n",
+      "10\t4.54545\tcountry visit island support leader security continue people assistance official nation meet meeting include australian work state region regional member \n",
+      "\n",
+      "<650> LL/token: -8.15242\n",
+      "<660> LL/token: -8.15294\n",
+      "<670> LL/token: -8.15334\n",
+      "<680> LL/token: -8.1532\n",
+      "<690> LL/token: -8.15164\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide national plan economic service improve ensure infrastructure develop sector include rural key implement \n",
+      "1\t4.54545\tstudent school health year service water education child medical provide staff receive week facility supply study hospital teacher care centre \n",
+      "2\t4.54545\tcompany land work business area road issue operation site log local add year complete worker director sign process carry building \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency executive yesterday premier leader bill year political act general week office \n",
+      "4\t4.54545\tcountry increase market island year food local business percent tourism high small industry economy product impact fishery agriculture grow cost \n",
+      "5\t4.54545\tpolice officer court case man charge accuse rsipf year allege public incident arrest victim investigation vehicle matter prosecution yesterday appeal \n",
+      "6\t4.54545\tgovernment public issue medium report statement decision state call concern claim raise question add pay action payment deal money give \n",
+      "7\t4.54545\tteam time year event good play start day game place today host week leave final yesterday competition late local player \n",
+      "8\t4.54545\tcovid people case travel province report week continue disaster response community operation risk western situation country ship day follow boat \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young opportunity encourage support life live important church child learn speak role \n",
+      "10\t4.54545\tcountry visit island support leader security continue assistance official nation meet meeting people include region australian regional member work state \n",
+      "\n",
+      "<700> LL/token: -8.15333\n",
+      "<710> LL/token: -8.15297\n",
+      "<720> LL/token: -8.15194\n",
+      "<730> LL/token: -8.15084\n",
+      "<740> LL/token: -8.15056\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide plan national economic service ensure improve sector develop infrastructure include rural management key \n",
+      "1\t4.54545\tstudent school health year service water child education medical receive staff week provide supply study hospital teacher facility care centre \n",
+      "2\t4.54545\tcompany land work business area road operation site local issue log add complete worker year carry director process sign building \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency executive yesterday premier leader bill political year general week act candidate \n",
+      "4\t4.54545\tcountry increase market island year food local percent tourism high business small industry economy product impact fishery agriculture world grow \n",
+      "5\t4.54545\tpolice officer court case man charge accuse rsipf year allege public incident arrest victim investigation vehicle prosecution matter yesterday appeal \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call state concern claim raise question add pay action deal payment money law \n",
+      "7\t4.54545\tteam time year event good play start day place game today week host leave final late competition local hold yesterday \n",
+      "8\t4.54545\tpeople covid case travel report province week country continue disaster response risk situation operation community follow western border day ship \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young support opportunity encourage live life church important learn child train day \n",
+      "10\t4.54545\tcountry visit island support leader security continue assistance official meet nation meeting region include people regional state australian member issue \n",
+      "\n",
+      "<750> LL/token: -8.14964\n",
+      "<760> LL/token: -8.14835\n",
+      "<770> LL/token: -8.14762\n",
+      "<780> LL/token: -8.14726\n",
+      "<790> LL/token: -8.14647\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide plan national economic service ensure improve sector develop infrastructure rural include key implement \n",
+      "1\t4.54545\tstudent school year health service water education child medical receive staff week provide supply study hospital teacher facility centre care \n",
+      "2\t4.54545\tcompany land work business area road operation local log site issue add complete year worker carry director construction process landowner \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency executive yesterday premier act bill leader political week general year office \n",
+      "4\t4.54545\tcountry increase market island year food local percent tourism business high small industry economy product impact fishery agriculture grow world \n",
+      "5\t4.54545\tpolice officer court case man charge rsipf accuse public allege year incident arrest victim investigation vehicle prosecution matter yesterday appeal \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call state concern claim raise question add pay action deal payment money law \n",
+      "7\t4.54545\tteam time year event good play day start today game place host week leave hold yesterday competition final end lead \n",
+      "8\t4.54545\tcovid people case travel report province country week continue disaster response community risk day situation operation western border ship return \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young support opportunity encourage important live church life child learn train role \n",
+      "10\t4.54545\tcountry visit island support leader security official continue assistance meeting meet nation region include regional state people australian issue member \n",
+      "\n",
+      "<800> LL/token: -8.14794\n",
+      "<810> LL/token: -8.14762\n",
+      "<820> LL/token: -8.14758\n",
+      "<830> LL/token: -8.14743\n",
+      "<840> LL/token: -8.14725\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide plan national economic ensure service improve sector develop rural infrastructure include system key \n",
+      "1\t4.54545\tstudent school year health service water education child medical receive staff week provide supply hospital study teacher facility care centre \n",
+      "2\t4.54545\tcompany work land business area road local operation log issue site add worker complete year building build carry construction landowner \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency executive yesterday premier act leader bill year political general process week \n",
+      "4\t4.54545\tcountry increase market island year food local percent tourism business high small industry economy product impact fishery agriculture grow world \n",
+      "5\t4.54545\tpolice officer court case man charge rsipf accuse year public allege incident arrest victim investigation vehicle prosecution matter yesterday force \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call state concern claim raise question add action pay law deal payment money \n",
+      "7\t4.54545\tteam time year event good play day start place game today week host leave final competition yesterday hold player late \n",
+      "8\t4.54545\tcovid people case travel province week report country continue disaster response operation risk western situation community follow border day return \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young support opportunity encourage important live church learn life child train speak \n",
+      "10\t4.54545\tcountry island visit leader support security continue official meet assistance meeting region include nation regional people state australian issue cooperation \n",
       "\n"
      ]
     },
@@ -3668,87 +3004,103 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<1000> LL/token: -8.15317\n",
+      "<850> LL/token: -8.14709\n",
+      "<860> LL/token: -8.14742\n",
+      "<870> LL/token: -8.14718\n",
+      "<880> LL/token: -8.14737\n",
+      "<890> LL/token: -8.14741\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy provide fund plan national economic service improve ensure sector develop include rural infrastructure implement management \n",
+      "1\t4.54545\tstudent school year health service water education child medical receive staff week provide supply study hospital teacher facility care centre \n",
+      "2\t4.54545\tcompany work land business area road local operation log site issue add worker complete year director building carry build construction \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency executive yesterday premier act bill political leader general week year office \n",
+      "4\t4.54545\tincrease country market island year food local percent tourism small business high industry economy product impact fishery world grow agriculture \n",
+      "5\t4.54545\tpolice officer court case man charge rsipf accuse year allege public incident arrest victim investigation vehicle matter prosecution yesterday force \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call state concern claim raise question add action pay law deal payment money \n",
+      "7\t4.54545\tteam time year event good play day start today game place host week leave hold competition final player lead match \n",
+      "8\t4.54545\tpeople covid case travel report country week province continue response disaster situation risk operation border community western follow ship number \n",
+      "9\t4.54545\tcommunity people woman work training program family youth support young important encourage opportunity live church child life learn train role \n",
+      "10\t4.54545\tcountry visit island leader security support official continue assistance nation region meeting meet regional include people state australian issue cooperation \n",
+      "\n",
+      "<900> LL/token: -8.14882\n",
+      "<910> LL/token: -8.14975\n",
+      "<920> LL/token: -8.1489\n",
+      "<930> LL/token: -8.14815\n",
+      "<940> LL/token: -8.1487\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy fund provide plan national economic service ensure improve sector develop include infrastructure rural system key \n",
+      "1\t4.54545\tstudent school year health service water education child medical receive staff provide week supply study hospital teacher facility centre care \n",
+      "2\t4.54545\tcompany land work business area road local operation log site add complete year worker issue building build carry director construction \n",
+      "3\t4.54545\tgovernment provincial member province parliament election national people constituency executive yesterday premier act bill week year general political leader process \n",
+      "4\t4.54545\tincrease country market island year food local percent tourism small high industry business impact product economy fishery world grow agriculture \n",
+      "5\t4.54545\tpolice officer court case man charge rsipf accuse allege public incident year arrest victim investigation vehicle prosecution matter yesterday force \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call state concern claim raise question add action law deal pay payment money \n",
+      "7\t4.54545\tteam time year event good play day start today place game week host leave hold competition final big player late \n",
+      "8\t4.54545\tcovid people case travel country report continue province week disaster response community operation situation risk follow border western day ship \n",
+      "9\t4.54545\tcommunity people woman work training program family youth young support opportunity live important encourage church life child learn train role \n",
+      "10\t4.54545\tcountry visit island leader support security assistance continue region official meeting nation meet include regional australian state people issue cooperation \n",
+      "\n",
+      "<950> LL/token: -8.14984\n",
+      "<960> LL/token: -8.14959\n",
+      "<970> LL/token: -8.14946\n",
+      "<980> LL/token: -8.14887\n",
+      "<990> LL/token: -8.14768\n",
+      "\n",
+      "0\t4.54545\tgovernment development project support policy provide fund plan national economic service ensure improve sector develop include rural infrastructure system key \n",
+      "1\t4.54545\tstudent school year health service water education child medical receive staff provide week supply study hospital teacher facility care high \n",
+      "2\t4.54545\tcompany work land business area road operation local log add site complete worker issue year building carry construction build pay \n",
+      "3\t4.54545\tgovernment provincial member province parliament election people national constituency executive yesterday premier leader act bill general political week year process \n",
+      "4\t4.54545\tincrease country market island year food local percent tourism high small industry business economy product impact fishery grow world resource \n",
+      "5\t4.54545\tpolice officer court case man charge rsipf accuse year allege incident public arrest victim investigation vehicle prosecution force matter yesterday \n",
+      "6\t4.54545\tgovernment issue public medium report statement decision call concern state claim raise question add law action money payment pay deal \n",
+      "7\t4.54545\tteam time year event good play day start game today place week host hold leave competition yesterday final player local \n",
+      "8\t4.54545\tcovid people case travel country report week province continue response disaster operation risk situation border number western follow day ship \n",
+      "9\t4.54545\tcommunity people woman work training program family support youth young encourage opportunity important live church life child learn train speak \n",
+      "10\t4.54545\tcountry island visit leader support security meet meeting official region assistance regional continue nation include state australian issue people member \n",
+      "\n",
+      "<1000> LL/token: -8.14847\n",
       "\n",
-      "Total time: 1 minutes 53 seconds\n",
+      "Total time: 1 minutes 50 seconds\n",
       "Mallet LDA: 12 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -10.00033\n",
-      "<20> LL/token: -9.15071\n",
-      "<30> LL/token: -8.57715\n",
-      "<40> LL/token: -8.39918\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial leader issue people parliament member national decision executive province political premier bill interest current group state policy statement \n",
-      "1\t4.16667\tcountry island increase water resource economic develop impact system management region level food global world economy high sustainable include environment \n",
-      "2\t4.16667\tpolice officer covid community rsipf continue case force operation medium public response report people country border information conduct test vaccine \n",
-      "3\t4.16667\tproject government development fund support work service provide infrastructure plan rural improve ministry year budget tourism sector financial include funding \n",
-      "4\t4.16667\tmember people election day process constituency general chief year week today yesterday act hold candidate church late vote national parliament \n",
-      "5\t4.16667\tcountry support visit work island government assistance development official security include meeting australian partnership meet regional continue acknowledge cooperation important \n",
-      "6\t4.16667\tteam time good island play game start boat place travel leave week competition player year road match today home yesterday \n",
-      "7\t4.16667\tcompany land business local market area log operation operate product ship site sell landowner export add owner mining farmer year \n",
-      "8\t4.16667\twoman student school community training program education event work year youth young child learn study teacher opportunity train participant skill \n",
-      "9\t4.16667\tpeople health service year child medical work family week worker supply hospital staff province affect number live month provide care \n",
-      "10\t4.16667\tpublic report issue pay money claim office receive statement payment give call question accord raise state action order fail concern \n",
-      "11\t4.16667\tpolice court man case year charge accuse allege incident arrest victim investigation prosecution high matter yesterday face suspect hear appeal \n",
-      "\n",
-      "<50> LL/token: -8.32505\n",
-      "<60> LL/token: -8.28371\n",
-      "<70> LL/token: -8.2581\n",
-      "<80> LL/token: -8.24044\n",
-      "<90> LL/token: -8.22815\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people leader issue national province parliament decision executive political policy premier add current bill member group opposition state \n",
-      "1\t4.16667\tcountry increase economic island resource develop impact economy level policy management sector percent global region system world growth address sustainable \n",
-      "2\t4.16667\tcovid officer rsipf police community country case continue force operation public response medium province ensure border travel western conduct week \n",
-      "3\t4.16667\tproject government development support fund service work provide plan improve rural infrastructure year ministry tourism include build road budget program \n",
-      "4\t4.16667\tmember election year people week yesterday day today general chief constituency number process hold follow candidate parliament national late vote \n",
-      "5\t4.16667\tcountry support visit island work leader meeting meet official security assistance include australian regional partnership development continue sign cooperation acknowledge \n",
-      "6\t4.16667\tteam time good island play game place start boat year leave today competition day player match big lead goal final \n",
-      "7\t4.16667\tbusiness company land local market area log operate operation product export add sell landowner ship site owner mining good farmer \n",
-      "8\t4.16667\twoman student school training community program education year work youth event young child learn study teacher opportunity train participant skill \n",
-      "9\t4.16667\tpeople health water service community medical family child live work supply affect worker hospital area problem provide year care home \n",
-      "10\t4.16667\tpublic issue report pay medium money claim statement office receive give question payment raise state accord concern action call fail \n",
-      "11\t4.16667\tpolice court case man charge accuse year officer allege incident arrest victim investigation vehicle matter prosecution public suspect high appeal \n",
-      "\n",
-      "<100> LL/token: -8.21796\n",
-      "<110> LL/token: -8.21051\n",
-      "<120> LL/token: -8.20479\n",
-      "<130> LL/token: -8.19974\n",
-      "<140> LL/token: -8.19511\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision executive political premier add policy bill current opposition member group statement \n",
-      "1\t4.16667\tcountry increase economic resource policy island develop impact sector percent economy level development management global system region growth address key \n",
-      "2\t4.16667\tcovid country rsipf officer case continue operation public response force community week province travel ensure border disaster include western report \n",
-      "3\t4.16667\tproject government development support service work fund provide plan improve rural infrastructure year ministry build include program road building complete \n",
-      "4\t4.16667\tmember year election yesterday week day people today general chief constituency officer number follow process office hold late candidate expect \n",
-      "5\t4.16667\tcountry support visit island work leader security meet meeting official include assistance continue nation regional sign cooperation australian partnership agreement \n",
-      "6\t4.16667\tteam time good island play year game place start boat event leave competition big player match today day goal lead \n",
-      "7\t4.16667\tbusiness company land local market area log operation operate product add export sell landowner activity good site industry mining owner \n",
-      "8\t4.16667\twoman student school training program education community work year youth young child event learn study teacher opportunity train participant skill \n",
-      "9\t4.16667\tpeople community health water service family medical live child supply affect area worker work hospital problem village home life care \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement office receive give question payment raise state accord concern call action fail \n",
-      "11\t4.16667\tpolice court case man officer charge accuse year allege incident arrest victim investigation vehicle public prosecution matter suspect appeal high \n",
-      "\n",
-      "<150> LL/token: -8.19163\n",
-      "<160> LL/token: -8.18813\n",
-      "<170> LL/token: -8.18482\n",
-      "<180> LL/token: -8.18292\n",
-      "<190> LL/token: -8.17934\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national leader issue parliament decision political executive premier add policy bill current opposition group law statement \n",
-      "1\t4.16667\tcountry economic increase policy develop development sector resource impact island percent level economy management system global growth key strategy region \n",
-      "2\t4.16667\tcovid country rsipf case continue response operation officer week public travel province disaster border ensure include community force health report \n",
-      "3\t4.16667\tproject government support development service work fund provide plan infrastructure rural improve year ministry build program include road building deliver \n",
-      "4\t4.16667\tmember year election week yesterday day officer today chief general constituency number office hold process follow people month expect parliament \n",
-      "5\t4.16667\tcountry support visit island leader work security meeting meet official include assistance continue nation regional cooperation agreement sign people partnership \n",
-      "6\t4.16667\tteam time good island play year game place boat start event leave tourism competition big player match lead day today \n",
-      "7\t4.16667\tbusiness company land local market area log operation operate product activity add export sell landowner good industry site mining owner \n",
-      "8\t4.16667\twoman student school training education program work year community youth child young event learn opportunity study teacher train encourage skill \n",
-      "9\t4.16667\tpeople community health water family medical live service child supply affect area worker work hospital village problem home life care \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement give question receive office payment state raise call concern accord fail action \n",
-      "11\t4.16667\tpolice court officer man case charge accuse year allege incident arrest victim investigation vehicle public matter prosecution suspect appeal high \n",
+      "<10> LL/token: -9.99956\n",
+      "<20> LL/token: -9.19964\n",
+      "<30> LL/token: -8.60899\n",
+      "<40> LL/token: -8.40734\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial national province policy issue parliament meeting people budget member leader executive premier minister current decision bill add process \n",
+      "1\t4.16667\tteam event good today play time hold host day game year start culture place open competition final player lead goal \n",
+      "2\t4.16667\tcourt election case charge accuse year allege member yesterday public matter high parliament prosecution order candidate vote man date allegedly \n",
+      "3\t4.16667\tcovid health country water case supply risk report response people disaster situation continue affect measure emergency test vaccine include remain \n",
+      "4\t4.16667\tcompany issue land pay money public business claim road log payment question statement call report raise landowner concern deal give \n",
+      "5\t4.16667\tarea local market island people food site activity ship small product boat village environment produce sell find farmer community sea \n",
+      "6\t4.16667\tproject support development work provide fund service improve infrastructure rural plan assistance include program build access government programme ensure deliver \n",
+      "7\t4.16667\tpeople woman family leader member man call church life young time child home issue year peace live girl body violence \n",
+      "8\t4.16667\tyear student school week education number study month add return teacher form time expect travel work worker start staff complete \n",
+      "9\t4.16667\tcountry economic island region business increase regional sector develop tourism international economy opportunity investment growth global include percent industry challenge \n",
+      "10\t4.16667\tcommunity people visit work training child program service support youth provide medical include health hospital country learn important train centre \n",
+      "11\t4.16667\tpolice officer medium report rsipf public force operation incident information investigation arrest law continue security suspect commissioner person ramsi involve \n",
+      "\n",
+      "<50> LL/token: -8.31954\n",
+      "<60> LL/token: -8.27326\n",
+      "<70> LL/token: -8.24659\n",
+      "<80> LL/token: -8.2278\n",
+      "<90> LL/token: -8.21307\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member national province parliament leader meeting issue budget policy decision executive minister current political statement premier bill add \n",
+      "1\t4.16667\tteam event today good time play day host year hold game culture island place open country start competition lead player \n",
+      "2\t4.16667\tcourt election case charge accuse year allege yesterday public high matter man victim prosecution order candidate time vote face allegedly \n",
+      "3\t4.16667\tcovid health country case medical people report risk response disaster province hospital situation continue week border emergency test vaccine measure \n",
+      "4\t4.16667\tissue company land public business pay claim report money log payment question process statement raise concern call deal accord give \n",
+      "5\t4.16667\twater area market local island food people product ship small village site find sell environment boat produce farmer clean sea \n",
+      "6\t4.16667\tproject support development government work service fund provide plan improve assistance infrastructure rural build access include area management ensure system \n",
+      "7\t4.16667\tpeople woman family child leader life time call live year church issue young home member peace add girl speak late \n",
+      "8\t4.16667\tyear student school week education number month study return work teacher add expect receive form start staff travel worker time \n",
+      "9\t4.16667\tcountry island economic region business development regional sector develop policy opportunity tourism economy international include investment challenge increase global growth \n",
+      "10\t4.16667\tcommunity work visit program training support people youth important provide child include learn encourage train service programme participant opportunity skill \n",
+      "11\t4.16667\tpolice officer medium report rsipf public force operation incident investigation vehicle arrest continue law information suspect security commissioner ramsi station \n",
       "\n"
      ]
     },
@@ -3756,100 +3108,100 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<200> LL/token: -8.1778\n",
-      "<210> LL/token: -8.17709\n",
-      "<220> LL/token: -8.1755\n",
-      "<230> LL/token: -8.17414\n",
-      "<240> LL/token: -8.17307\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision political add premier executive policy bill current opposition group statement law \n",
-      "1\t4.16667\tcountry economic increase development policy develop sector resource impact percent level economy island global key management region system address include \n",
-      "2\t4.16667\tcovid country rsipf case continue operation response public travel week province border include health ensure officer community disaster force western \n",
-      "3\t4.16667\tproject government support development service work fund provide plan rural infrastructure improve year ministry build road program building include complete \n",
-      "4\t4.16667\tmember year election week yesterday day officer today chief general number constituency office month follow process hold late expect candidate \n",
-      "5\t4.16667\tcountry support visit island leader work security meeting meet official include people nation assistance continue cooperation sign agreement regional state \n",
-      "6\t4.16667\tteam time good island year play game tourism event place start competition player big match leave today lead host goal \n",
-      "7\t4.16667\tbusiness company land local market area log operation operate product activity industry export sell landowner add good mining site owner \n",
-      "8\t4.16667\twoman student school training program community education work year youth child young learn study opportunity teacher event church train skill \n",
-      "9\t4.16667\tpeople community health water family live medical child service affect area supply worker hospital village problem home life care work \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question receive payment give office state raise concern action call accord information \n",
-      "11\t4.16667\tpolice court officer man case charge accuse year allege incident arrest victim investigation vehicle public prosecution matter suspect appeal law \n",
-      "\n",
-      "<250> LL/token: -8.17226\n",
-      "<260> LL/token: -8.17147\n",
-      "<270> LL/token: -8.17033\n",
-      "<280> LL/token: -8.17093\n",
-      "<290> LL/token: -8.16877\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national leader issue parliament decision political add premier executive bill current policy opposition group law statement \n",
-      "1\t4.16667\tcountry economic development increase policy sector develop resource impact percent island economy level key global system region management growth address \n",
-      "2\t4.16667\tcovid country rsipf case continue operation response travel public province health week ensure border include western test vaccine emergency officer \n",
-      "3\t4.16667\tproject government support development service work fund provide plan rural infrastructure improve ministry build year program road include building complete \n",
-      "4\t4.16667\tmember year election week yesterday day officer today chief general number office constituency follow process month expect hold candidate late \n",
-      "5\t4.16667\tcountry visit support island leader security work meeting official meet people include continue nation assistance cooperation sign agreement regional acknowledge \n",
-      "6\t4.16667\tteam time good island play year event game place start big competition player today match leave lead host day goal \n",
-      "7\t4.16667\tbusiness company land local market area log operation operate product activity export sell landowner food good add industry mining site \n",
-      "8\t4.16667\twoman student school training program work education community year child youth young learn study church teacher opportunity train event encourage \n",
-      "9\t4.16667\tpeople community water health family live medical child area affect service supply worker village hospital life problem home care work \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment receive office raise state call concern information accord action \n",
-      "11\t4.16667\tpolice court officer man case charge accuse year allege incident arrest victim investigation public vehicle matter prosecution appeal suspect yesterday \n",
-      "\n",
-      "<300> LL/token: -8.169\n",
-      "<310> LL/token: -8.16883\n",
-      "<320> LL/token: -8.16857\n",
-      "<330> LL/token: -8.16824\n",
-      "<340> LL/token: -8.16748\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision political add premier executive current bill policy group opposition law statement \n",
-      "1\t4.16667\tcountry economic development increase policy sector develop resource impact percent island economy level key global region management include system growth \n",
-      "2\t4.16667\tcovid country rsipf case continue operation travel response public week health province ensure border include team boat western test emergency \n",
-      "3\t4.16667\tproject support government service development work fund provide rural plan infrastructure improve year ministry build include building road program deliver \n",
-      "4\t4.16667\tmember election year week yesterday officer day chief general today office number follow constituency process month hold expect late candidate \n",
-      "5\t4.16667\tcountry visit support island leader security work meeting meet people official nation include continue assistance cooperation sign agreement peace ramsi \n",
-      "6\t4.16667\tteam time good year event play island game place start host competition today player day big match leave goal lead \n",
-      "7\t4.16667\tbusiness company land local market area log operation operate product activity export sell landowner add good food industry mining site \n",
-      "8\t4.16667\twoman student school training community work program education year child youth young learn church study teacher opportunity train encourage skill \n",
-      "9\t4.16667\tpeople community water health live family medical affect child area supply service village hospital worker home problem life care disaster \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question payment receive give state raise office concern call action accord deal \n",
-      "11\t4.16667\tpolice court officer man case charge accuse year allege incident arrest victim investigation public vehicle prosecution matter suspect appeal yesterday \n",
-      "\n",
-      "<350> LL/token: -8.16739\n",
-      "<360> LL/token: -8.16761\n",
-      "<370> LL/token: -8.16692\n",
-      "<380> LL/token: -8.16616\n",
-      "<390> LL/token: -8.16641\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision political add executive premier current bill group opposition policy address statement \n",
-      "1\t4.16667\tcountry development economic increase policy sector develop resource impact percent economy island key level include global region system management growth \n",
-      "2\t4.16667\tcovid country rsipf case operation continue travel response health public week ensure border include province number boat test western vaccine \n",
-      "3\t4.16667\tproject government support service development work fund provide plan rural infrastructure improve build year ministry road building include deliver program \n",
-      "4\t4.16667\tmember year election week yesterday officer day today chief general number office expect month follow constituency hold process candidate late \n",
-      "5\t4.16667\tcountry visit support island leader security work meet meeting people official include nation assistance continue cooperation agreement sign peace ramsi \n",
-      "6\t4.16667\tteam time good event year play island game place start host competition big day lead player match today goal group \n",
-      "7\t4.16667\tbusiness company land local market area log operation operate product activity export add sell landowner food good year industry mining \n",
-      "8\t4.16667\twoman student school training community work program education year child youth young learn study church teacher opportunity train encourage skill \n",
-      "9\t4.16667\tpeople community water health medical live family area affect supply service child village hospital problem life disaster home care food \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question receive payment give raise state office concern call action accord legal \n",
-      "11\t4.16667\tpolice court officer man case charge accuse year allege incident arrest victim investigation public vehicle prosecution matter suspect appeal yesterday \n",
-      "\n",
-      "<400> LL/token: -8.16597\n",
-      "<410> LL/token: -8.16632\n",
-      "<420> LL/token: -8.16567\n",
-      "<430> LL/token: -8.16557\n",
-      "<440> LL/token: -8.16512\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision add political premier executive bill current group policy opposition statement address \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop resource impact percent economy island key level global region system management address include \n",
-      "2\t4.16667\tcovid country rsipf case operation continue travel response health public week include ensure border province boat test vaccine team number \n",
-      "3\t4.16667\tproject support government service work development fund provide plan rural infrastructure improve year ministry build road include building deliver program \n",
-      "4\t4.16667\tmember year election week yesterday officer day chief today general office follow number process constituency expect month late hold candidate \n",
-      "5\t4.16667\tcountry visit island support leader security people work meet meeting official include nation assistance continue cooperation sign agreement state peace \n",
-      "6\t4.16667\tteam time event good year play game island start place host big competition day player match today lead group goal \n",
-      "7\t4.16667\tbusiness company land local market area log product operation activity operate export sell landowner good add food industry year mining \n",
-      "8\t4.16667\twoman student school training community work program education child year youth young learn study church teacher train opportunity family encourage \n",
-      "9\t4.16667\tpeople community water health medical live family affect area supply child village service hospital disaster problem home life care food \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment receive raise state office concern call information accord action \n",
-      "11\t4.16667\tpolice court officer man case charge accuse year allege incident arrest victim investigation public vehicle matter prosecution suspect appeal yesterday \n",
+      "<100> LL/token: -8.20139\n",
+      "<110> LL/token: -8.19392\n",
+      "<120> LL/token: -8.18481\n",
+      "<130> LL/token: -8.18147\n",
+      "<140> LL/token: -8.17618\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province national parliament leader meeting issue budget decision executive minister political statement current policy premier bill add \n",
+      "1\t4.16667\tteam event good time play today day year host game hold island country culture place start open competition player match \n",
+      "2\t4.16667\tcourt election case charge year accuse allege yesterday public high matter victim man prosecution time order candidate vote face date \n",
+      "3\t4.16667\tcovid health country case medical people response risk province disaster report hospital situation border continue week include emergency test vaccine \n",
+      "4\t4.16667\tissue company land public business pay report claim money question log payment concern process raise statement deal call medium landowner \n",
+      "5\t4.16667\twater area market island local food product ship small village people sell environment site produce find supply farmer clean high \n",
+      "6\t4.16667\tproject support development government service work fund provide plan improve assistance rural infrastructure access build area management include system ensure \n",
+      "7\t4.16667\tpeople woman family child leader live life time young year issue call church country speak home peace add thing good \n",
+      "8\t4.16667\tyear student school week education number month study return teacher receive add expect work form start staff worker travel time \n",
+      "9\t4.16667\tcountry island economic development region policy sector regional develop business tourism economy international include investment challenge opportunity key global growth \n",
+      "10\t4.16667\tcommunity work support visit program training important youth provide include opportunity programme activity learn encourage people australian train role participant \n",
+      "11\t4.16667\tpolice officer report rsipf medium force public operation incident investigation vehicle arrest continue law suspect commissioner security man ramsi area \n",
+      "\n",
+      "<150> LL/token: -8.17299\n",
+      "<160> LL/token: -8.17075\n",
+      "<170> LL/token: -8.16854\n",
+      "<180> LL/token: -8.16671\n",
+      "<190> LL/token: -8.16459\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member parliament national province leader meeting issue budget executive decision current political minister premier statement policy bill opposition \n",
+      "1\t4.16667\tteam event time play good today day host year game hold island culture place country start open competition player lead \n",
+      "2\t4.16667\tcourt election case charge year accuse allege yesterday high public man matter victim prosecution time order candidate vote face date \n",
+      "3\t4.16667\tcovid health country case medical people response province disaster risk hospital report border continue service include week situation emergency test \n",
+      "4\t4.16667\tissue company land public business report pay claim money question concern log payment statement process deal raise call medium landowner \n",
+      "5\t4.16667\twater market area island local food product small ship village people environment sell produce find export farmer clean supply fishery \n",
+      "6\t4.16667\tproject government development support service fund work provide plan improve rural infrastructure assistance area build access system ministry management include \n",
+      "7\t4.16667\tpeople woman child family leader life live country time young issue church good call year add speak peace thing girl \n",
+      "8\t4.16667\tyear student school week education number month study teacher return receive add form expect staff worker travel time high start \n",
+      "9\t4.16667\tcountry economic development island region policy sector regional develop business tourism economy international include opportunity challenge key partner address investment \n",
+      "10\t4.16667\tcommunity work support program visit training important provide youth include programme opportunity activity learn australian encourage train role participant skill \n",
+      "11\t4.16667\tpolice officer report rsipf force medium operation incident public investigation vehicle arrest continue suspect man commissioner ramsi security member law \n",
+      "\n",
+      "<200> LL/token: -8.16273\n",
+      "<210> LL/token: -8.16178\n",
+      "<220> LL/token: -8.16086\n",
+      "<230> LL/token: -8.16106\n",
+      "<240> LL/token: -8.15905\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting budget issue executive decision political minister current premier statement bill policy state \n",
+      "1\t4.16667\tteam event good today time play day host year game hold island culture place start open lead competition country player \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday man matter victim prosecution time order candidate face vote date \n",
+      "3\t4.16667\tcovid health country case medical people response disaster province risk hospital report border service week continue include situation emergency test \n",
+      "4\t4.16667\tissue company land public business report pay claim money log statement question payment concern process raise medium deal accord landowner \n",
+      "5\t4.16667\twater market area island local food product small ship people village sell supply environment high export produce farmer clean fishery \n",
+      "6\t4.16667\tproject government development service support fund work provide plan improve rural infrastructure assistance area build access ministry include system building \n",
+      "7\t4.16667\tpeople woman child family leader country life live young time issue good church add year speak call peace thing change \n",
+      "8\t4.16667\tyear student school education week number month study teacher receive return add form expect travel percent time staff start high \n",
+      "9\t4.16667\tcountry development economic island region policy sector regional develop tourism business economy include partner challenge international key investment address global \n",
+      "10\t4.16667\tcommunity work support program visit training important provide youth include opportunity programme activity australian learn encourage train member participant attend \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation medium public investigation vehicle arrest continue man suspect security ramsi commissioner station law \n",
+      "\n",
+      "<250> LL/token: -8.15812\n",
+      "<260> LL/token: -8.15833\n",
+      "<270> LL/token: -8.15854\n",
+      "<280> LL/token: -8.15747\n",
+      "<290> LL/token: -8.15694\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting budget executive issue decision political current minister premier statement bill policy opposition \n",
+      "1\t4.16667\tteam event time play today good day year host island game hold culture place start open competition lead country player \n",
+      "2\t4.16667\tcourt election case charge year accuse allege public high man yesterday matter victim prosecution time order candidate face vote date \n",
+      "3\t4.16667\tcovid health country case medical people response province disaster hospital risk border service report week situation public include continue emergency \n",
+      "4\t4.16667\tissue company land public business report pay claim question money log concern payment statement raise process medium deal accord call \n",
+      "5\t4.16667\twater market area local island food product people small ship village sell supply environment export farmer clean high produce increase \n",
+      "6\t4.16667\tproject government development service support fund work provide plan improve rural infrastructure assistance area ministry build access system building include \n",
+      "7\t4.16667\tpeople woman child family country leader life live young good time issue church year add speak peace thing girl change \n",
+      "8\t4.16667\tyear student school week education number month study teacher return receive add staff form worker high start expect work travel \n",
+      "9\t4.16667\tcountry development economic island region policy sector regional develop tourism economy business partner international include challenge key address investment resource \n",
+      "10\t4.16667\tcommunity work support program visit training provide important youth include programme opportunity activity australian learn encourage train member information role \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation medium investigation public vehicle arrest man suspect continue commissioner ramsi area security station \n",
+      "\n",
+      "<300> LL/token: -8.15709\n",
+      "<310> LL/token: -8.15688\n",
+      "<320> LL/token: -8.15721\n",
+      "<330> LL/token: -8.15698\n",
+      "<340> LL/token: -8.15679\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member parliament province national leader meeting decision issue executive current political minister premier statement bill state group opposition \n",
+      "1\t4.16667\tteam event play today good time day host game year hold culture island place start open lead competition country player \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday matter victim man prosecution time order candidate face vote date \n",
+      "3\t4.16667\tcovid health country case medical people response disaster province hospital risk border include service week situation emergency test vaccine continue \n",
+      "4\t4.16667\tissue company land report public business pay claim concern question money log raise payment statement process deal medium call give \n",
+      "5\t4.16667\twater market area island local food product small ship people village sell supply export high produce farmer clean find fishery \n",
+      "6\t4.16667\tproject government development service support fund work provide plan improve rural infrastructure assistance ministry area access system build building management \n",
+      "7\t4.16667\tpeople woman family child country leader life live young time good issue church add year speak work peace call change \n",
+      "8\t4.16667\tyear student school week education month number study teacher return receive percent add start staff form worker expect high travel \n",
+      "9\t4.16667\tcountry development economic island region policy sector regional develop tourism economy business partner international key include investment challenge global resource \n",
+      "10\t4.16667\tcommunity work support program visit training provide important youth include opportunity programme australian activity learn encourage train participant acknowledge skill \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation medium public investigation vehicle arrest man continue suspect ramsi commissioner security area station \n",
       "\n"
      ]
     },
@@ -3857,100 +3209,100 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<450> LL/token: -8.16542\n",
-      "<460> LL/token: -8.16541\n",
-      "<470> LL/token: -8.16437\n",
-      "<480> LL/token: -8.16563\n",
-      "<490> LL/token: -8.16541\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision political add premier executive current bill group policy opposition address law \n",
-      "1\t4.16667\tcountry development economic increase policy sector develop resource impact percent economy level key global island include region system growth strategy \n",
-      "2\t4.16667\tcovid country case operation travel continue response health week public include border province ensure number boat team test vaccine follow \n",
-      "3\t4.16667\tproject support government service work development fund provide rural infrastructure plan year improve ministry build road include building deliver program \n",
-      "4\t4.16667\tmember year election week yesterday officer day today chief office general month expect number follow constituency process hold parliament late \n",
-      "5\t4.16667\tcountry visit island support leader security people meet meeting work official include nation continue cooperation assistance sign agreement acknowledge state \n",
-      "6\t4.16667\tteam time event good year play game island place start host day big competition today player group match lead goal \n",
-      "7\t4.16667\tbusiness company land local market area log product operation activity good export sell add landowner food industry operate mining year \n",
-      "8\t4.16667\twoman student school training community work program education child year youth young learn study church teacher train opportunity encourage family \n",
-      "9\t4.16667\tpeople community water health medical live family area affect supply village child hospital disaster home problem life service care report \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment state raise receive office call concern information action accord \n",
-      "11\t4.16667\tpolice court officer man case charge accuse year allege incident rsipf arrest victim investigation public vehicle prosecution matter suspect force \n",
-      "\n",
-      "<500> LL/token: -8.16501\n",
-      "<510> LL/token: -8.16394\n",
-      "<520> LL/token: -8.16278\n",
-      "<530> LL/token: -8.16269\n",
-      "<540> LL/token: -8.16188\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision political add premier current executive bill group opposition policy statement address \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop resource impact percent economy key level global island address region system include growth \n",
-      "2\t4.16667\tcovid country case travel health operation continue response week public include border ensure province number boat test vaccine western follow \n",
-      "3\t4.16667\tproject support government service work development fund provide plan rural infrastructure year improve build ministry include road building deliver facility \n",
-      "4\t4.16667\tmember election year week yesterday officer day chief today month general office follow number expect constituency process hold late candidate \n",
-      "5\t4.16667\tcountry visit island support leader security people work meet meeting official continue include nation assistance cooperation sign agreement state peace \n",
-      "6\t4.16667\tteam event time good year play game island place start day host competition today player match big lead group goal \n",
-      "7\t4.16667\tbusiness company land local market area log operation product activity export food sell landowner add industry good operate mining year \n",
-      "8\t4.16667\twoman student school training community work program education child year youth young learn study church teacher train encourage opportunity family \n",
-      "9\t4.16667\tpeople community water health medical live family area affect supply village hospital child disaster home life problem care service report \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question payment receive raise give state office call action concern information legal \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse year allege incident arrest victim investigation public vehicle prosecution matter force suspect \n",
-      "\n",
-      "<550> LL/token: -8.16147\n",
-      "<560> LL/token: -8.15946\n",
-      "<570> LL/token: -8.15903\n",
-      "<580> LL/token: -8.16019\n",
-      "<590> LL/token: -8.15994\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision add political premier executive current bill group policy opposition statement address \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop resource impact percent economy key level global region include island system address management \n",
-      "2\t4.16667\tcovid country case travel health operation continue response week public province include border number ensure boat test vaccine western arrive \n",
-      "3\t4.16667\tproject support government service work development fund provide rural infrastructure plan improve year build ministry include road building deliver facility \n",
-      "4\t4.16667\tmember year election week yesterday officer day chief today month general office follow expect number process constituency late hold candidate \n",
-      "5\t4.16667\tcountry visit island support leader security people work meet meeting official continue include nation assistance cooperation agreement sign peace ramsi \n",
-      "6\t4.16667\tteam event time good year play game island day place culture host start competition today group player match big lead \n",
-      "7\t4.16667\tbusiness company land local market area log activity operation product export good sell landowner food industry add mining operate farmer \n",
-      "8\t4.16667\twoman student school community training work program education child year youth young learn study church teacher train encourage support opportunity \n",
-      "9\t4.16667\tpeople community water health medical live family affect area supply village disaster hospital home problem child life care report time \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment receive raise state office call concern action information decision \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege incident year arrest victim public investigation vehicle force prosecution matter suspect \n",
-      "\n",
-      "<600> LL/token: -8.15962\n",
-      "<610> LL/token: -8.16089\n",
-      "<620> LL/token: -8.15949\n",
-      "<630> LL/token: -8.15878\n",
-      "<640> LL/token: -8.15903\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision add political current premier executive bill group opposition policy address statement \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop resource percent key economy level impact global include address region management system challenge \n",
-      "2\t4.16667\tcovid country case travel health operation continue response week public include border province number ensure boat follow test vaccine ship \n",
-      "3\t4.16667\tproject support government service work development fund provide rural infrastructure plan year improve build ministry building road include deliver facility \n",
-      "4\t4.16667\tmember year election week yesterday officer day chief month office general today number follow expect constituency process confirm hold late \n",
-      "5\t4.16667\tcountry visit support island leader security people work meet meeting official continue include nation assistance cooperation sign agreement peace ramsi \n",
-      "6\t4.16667\tteam event time year good play game day culture place host start today island group competition player match big local \n",
-      "7\t4.16667\tbusiness company land local market area log operation activity product export add sell landowner food industry good mining year owner \n",
-      "8\t4.16667\twoman student school community training work program education child year youth young learn study church teacher family train encourage opportunity \n",
-      "9\t4.16667\tpeople community water health medical live family area affect supply village disaster hospital home problem child life care island time \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment state raise call receive action legal concern office information \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege incident arrest victim year public investigation vehicle force prosecution matter suspect \n",
-      "\n",
-      "<650> LL/token: -8.15797\n",
-      "<660> LL/token: -8.15813\n",
-      "<670> LL/token: -8.15714\n",
-      "<680> LL/token: -8.15757\n",
-      "<690> LL/token: -8.15759\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision add political premier current executive bill group opposition policy address statement \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop resource key percent economy impact level address global include system region challenge investment \n",
-      "2\t4.16667\tcovid country case health travel operation continue week response public province border ensure include number boat test vaccine ship follow \n",
-      "3\t4.16667\tproject support service government work development fund provide rural infrastructure plan year improve build ministry include road building deliver facility \n",
-      "4\t4.16667\tmember year election week yesterday officer day chief month today general office follow number expect constituency process candidate confirm hold \n",
-      "5\t4.16667\tcountry visit island support leader security people work meet meeting official continue nation include assistance cooperation agreement sign peace ramsi \n",
-      "6\t4.16667\tteam event time good year play game day place culture host start today competition player match island local big group \n",
-      "7\t4.16667\tbusiness company land local market area log operation activity product export food sell landowner add industry good mining year farmer \n",
-      "8\t4.16667\twoman student school community training work program education child year youth young learn study church teacher family train opportunity encourage \n",
-      "9\t4.16667\tpeople community water health medical live family area affect supply village hospital home disaster problem life child care island report \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment state raise receive office call action concern legal information \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege incident arrest year victim public investigation vehicle prosecution matter force suspect \n",
+      "<350> LL/token: -8.15619\n",
+      "<360> LL/token: -8.15602\n",
+      "<370> LL/token: -8.15634\n",
+      "<380> LL/token: -8.15577\n",
+      "<390> LL/token: -8.15566\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision issue political current minister statement premier bill opposition group state \n",
+      "1\t4.16667\tteam event time play good today day year host hold game island start culture open place competition final lead player \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday man victim matter time prosecution order candidate face vote date \n",
+      "3\t4.16667\tcovid health country case medical people response province disaster service hospital risk border include week situation report emergency test continue \n",
+      "4\t4.16667\tissue company land public report business claim pay question concern log payment money statement raise process deal medium accord landowner \n",
+      "5\t4.16667\twater market area island local food product small village ship people sell high supply export farmer clean find produce fishery \n",
+      "6\t4.16667\tproject government development service support fund work provide plan rural improve infrastructure assistance ministry build access area system building include \n",
+      "7\t4.16667\tpeople woman family child country leader life live young good time issue church speak add year peace call medium change \n",
+      "8\t4.16667\tyear student school week education number month study receive teacher add return staff percent start form worker high time expect \n",
+      "9\t4.16667\tcountry development economic island region policy sector regional develop tourism economy business partner key international include resource address global security \n",
+      "10\t4.16667\tcommunity work support program visit training provide important youth opportunity programme include australian activity learn encourage train information participant skill \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation medium public investigation vehicle arrest man continue suspect ramsi commissioner station security area \n",
+      "\n",
+      "<400> LL/token: -8.15742\n",
+      "<410> LL/token: -8.15622\n",
+      "<420> LL/token: -8.15705\n",
+      "<430> LL/token: -8.15637\n",
+      "<440> LL/token: -8.1569\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member parliament province national leader meeting executive decision issue political minister statement premier current bill group opposition state \n",
+      "1\t4.16667\tteam event time good today play day host game year hold island start culture place open competition player match lead \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday man matter victim time prosecution order face candidate vote date \n",
+      "3\t4.16667\tcovid health country case medical people response disaster province hospital service risk week border continue public include situation emergency report \n",
+      "4\t4.16667\tissue company land public report business claim pay concern question statement log money payment process raise medium deal call add \n",
+      "5\t4.16667\twater market area island food local product people small ship village high sell supply export produce farmer clean increase fishery \n",
+      "6\t4.16667\tproject government development service fund support work provide plan rural infrastructure improve ministry area assistance access build building system include \n",
+      "7\t4.16667\tpeople woman family child country life leader live young good time add church issue speak work year thing peace call \n",
+      "8\t4.16667\tyear student school education week number month receive study teacher add return staff percent form time high worker expect start \n",
+      "9\t4.16667\tcountry development economic island region policy sector develop regional partner tourism economy key international address include resource investment challenge global \n",
+      "10\t4.16667\tcommunity support work program visit training provide important youth include opportunity australian programme activity learn encourage train information participant role \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation investigation medium public vehicle arrest man continue suspect ramsi commissioner security area station \n",
+      "\n",
+      "<450> LL/token: -8.15591\n",
+      "<460> LL/token: -8.15631\n",
+      "<470> LL/token: -8.15505\n",
+      "<480> LL/token: -8.15577\n",
+      "<490> LL/token: -8.15536\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision issue political minister current premier statement bill group opposition state \n",
+      "1\t4.16667\tteam event time play good today year day host hold game island place culture start open competition lead player country \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday matter man victim prosecution time face order candidate vote date \n",
+      "3\t4.16667\tcovid health country case medical people response province hospital disaster service risk border week include situation emergency test vaccine continue \n",
+      "4\t4.16667\tissue company land public report business claim pay concern statement medium question payment raise log money process deal call accord \n",
+      "5\t4.16667\twater market area island local food product small people village high ship supply sell increase export produce farmer clean find \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry assistance area access build building system year \n",
+      "7\t4.16667\tpeople woman family child country leader life young live good time issue church speak work add year peace nation change \n",
+      "8\t4.16667\tyear student school week education month number study receive teacher return add staff time percent high form worker travel work \n",
+      "9\t4.16667\tcountry development economic island policy region sector develop regional tourism partner economy key international include address resource investment challenge security \n",
+      "10\t4.16667\tcommunity support work program visit training provide important include youth australian opportunity programme activity learn business encourage train information participant \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation medium investigation public vehicle arrest man suspect continue ramsi commissioner station area security \n",
+      "\n",
+      "<500> LL/token: -8.15659\n",
+      "<510> LL/token: -8.15567\n",
+      "<520> LL/token: -8.15653\n",
+      "<530> LL/token: -8.15613\n",
+      "<540> LL/token: -8.15578\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision political premier issue current minister statement bill group opposition state \n",
+      "1\t4.16667\tteam event time good today play day host year game hold island culture start place open lead country competition player \n",
+      "2\t4.16667\tcourt election case year charge accuse public allege high yesterday matter man victim time prosecution order face candidate vote date \n",
+      "3\t4.16667\tcovid health country case medical people response province service hospital risk week border disaster include public situation continue emergency test \n",
+      "4\t4.16667\tissue company land public report business claim pay concern medium question statement log payment raise money deal process add call \n",
+      "5\t4.16667\twater market area island food local product people small ship village sell supply high farmer increase clean export produce find \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry area assistance build access building system year \n",
+      "7\t4.16667\tpeople woman family child country leader young life live good time issue speak church add work year nation peace change \n",
+      "8\t4.16667\tyear student school week education number month study receive teacher add return percent form staff worker high work start time \n",
+      "9\t4.16667\tcountry development economic island policy region sector develop regional partner tourism economy include international key resource address challenge security investment \n",
+      "10\t4.16667\tcommunity support work program visit training provide important australian youth opportunity programme include activity business learn encourage train information launch \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation public medium investigation vehicle arrest man continue suspect commissioner ramsi area station security \n",
+      "\n",
+      "<550> LL/token: -8.15558\n",
+      "<560> LL/token: -8.15648\n",
+      "<570> LL/token: -8.15566\n",
+      "<580> LL/token: -8.15596\n",
+      "<590> LL/token: -8.15529\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision political minister issue current premier statement bill group opposition state \n",
+      "1\t4.16667\tteam event time today good play day year host game hold island culture place start open competition player group final \n",
+      "2\t4.16667\tcourt election case year charge accuse public allege high yesterday matter man victim prosecution time order face candidate vote date \n",
+      "3\t4.16667\tcovid health country case medical people response province hospital service border risk include disaster week situation continue emergency test vaccine \n",
+      "4\t4.16667\tissue company land public report business claim pay concern question statement medium log payment process raise money deal add law \n",
+      "5\t4.16667\twater market area island local food product people small ship village supply sell high export increase farmer clean produce find \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry area assistance access build system building include \n",
+      "7\t4.16667\tpeople woman family child country leader life young live good time speak add church issue work year change peace nation \n",
+      "8\t4.16667\tyear student school week education number month study receive teacher return percent add staff form worker start work travel high \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop tourism partner economy key include international address resource challenge global security \n",
+      "10\t4.16667\tcommunity support work program visit training provide youth australian include important programme opportunity activity learn business encourage train information launch \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation investigation medium vehicle public man arrest suspect continue commissioner ramsi member station security \n",
       "\n"
      ]
     },
@@ -3958,100 +3310,100 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<700> LL/token: -8.15749\n",
-      "<710> LL/token: -8.15836\n",
-      "<720> LL/token: -8.15816\n",
-      "<730> LL/token: -8.15832\n",
-      "<740> LL/token: -8.1588\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue parliament leader decision add premier current political executive bill group opposition policy statement address \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop resource percent key economy level impact global region system address include growth challenge \n",
-      "2\t4.16667\tcovid country case health travel continue operation response week include number border public province ensure boat test vaccine ship emergency \n",
-      "3\t4.16667\tproject support service government work development fund provide rural infrastructure plan year build improve ministry road building include facility deliver \n",
-      "4\t4.16667\tmember year election week yesterday officer day month chief today general follow office number constituency process expect candidate hold vote \n",
-      "5\t4.16667\tcountry visit island support leader security people work meet meeting official include continue nation assistance cooperation sign agreement peace ramsi \n",
-      "6\t4.16667\tteam event time good year play game day culture place host start today competition local group island player match big \n",
-      "7\t4.16667\tbusiness company land local market area log activity operation product export food add sell landowner industry good year mining owner \n",
-      "8\t4.16667\twoman student school community training work program child education year youth young learn study church teacher family train encourage opportunity \n",
-      "9\t4.16667\tpeople community water health medical live family area affect supply village hospital home disaster problem life child care island time \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question payment state give raise call office receive concern action information legal \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege year incident arrest victim investigation public vehicle force prosecution matter suspect \n",
-      "\n",
-      "<750> LL/token: -8.15902\n",
-      "<760> LL/token: -8.1596\n",
-      "<770> LL/token: -8.15861\n",
-      "<780> LL/token: -8.15877\n",
-      "<790> LL/token: -8.15951\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue parliament leader decision add premier current political executive bill group opposition policy address statement \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop percent key resource economy level impact global address system include region challenge growth \n",
-      "2\t4.16667\tcovid country case health travel operation continue week response public border include number ensure province boat ship test vaccine follow \n",
-      "3\t4.16667\tproject support service work government development fund provide rural infrastructure plan improve year build ministry building include road facility deliver \n",
-      "4\t4.16667\tmember election year week yesterday officer day chief month general today office number process follow constituency expect candidate result late \n",
-      "5\t4.16667\tcountry visit island support leader security people meet work meeting official continue nation include assistance cooperation agreement sign state peace \n",
-      "6\t4.16667\tteam event time good year play game day place culture host start today island competition player group match big local \n",
-      "7\t4.16667\tbusiness company land local market area log activity operation product export food sell good landowner industry add year fishery mining \n",
-      "8\t4.16667\twoman student school community training work program child year education youth young learn study church teacher family opportunity train encourage \n",
-      "9\t4.16667\tpeople community water health medical live family area affect village supply hospital home disaster problem life child care island report \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment raise state office call action concern receive legal information \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege incident year arrest victim public investigation vehicle force prosecution matter suspect \n",
-      "\n",
-      "<800> LL/token: -8.15853\n",
-      "<810> LL/token: -8.15969\n",
-      "<820> LL/token: -8.15975\n",
-      "<830> LL/token: -8.16081\n",
-      "<840> LL/token: -8.16043\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament add decision executive premier political current bill group opposition address policy statement \n",
-      "1\t4.16667\tcountry development economic increase policy sector develop percent key resource economy impact level global system address region ensure challenge investment \n",
-      "2\t4.16667\tcovid country case health travel operation continue week response public border number province include ensure boat test vaccine ship follow \n",
-      "3\t4.16667\tproject support service government work development fund provide rural infrastructure plan year improve build ministry include building road facility deliver \n",
-      "4\t4.16667\tmember year election week yesterday officer day chief today general office follow number month constituency expect process hold candidate late \n",
-      "5\t4.16667\tcountry visit island support leader security work people meet meeting official nation continue include assistance cooperation sign agreement state peace \n",
-      "6\t4.16667\tteam event time good year play game day culture host place start today competition player group match big island lead \n",
-      "7\t4.16667\tcompany business land local market area log activity operation product export good food industry sell landowner add year fishery mining \n",
-      "8\t4.16667\twoman student school community training work program child education year youth young learn study church teacher family train encourage opportunity \n",
-      "9\t4.16667\tpeople community water health medical live family area affect village supply hospital disaster problem home life report care child island \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment raise state receive concern office action call information decision \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege incident year arrest victim public investigation vehicle force prosecution matter suspect \n",
-      "\n",
-      "<850> LL/token: -8.15972\n",
-      "<860> LL/token: -8.15891\n",
-      "<870> LL/token: -8.15999\n",
-      "<880> LL/token: -8.16004\n",
-      "<890> LL/token: -8.15918\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament add decision current premier political executive group bill opposition policy address member \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop key percent economy resource level impact system global address region challenge growth include \n",
-      "2\t4.16667\tcovid country case health travel week continue operation response include border number public ensure province ship boat test vaccine arrive \n",
-      "3\t4.16667\tproject support service work government development fund provide rural infrastructure plan year build improve ministry road building include facility deliver \n",
-      "4\t4.16667\tmember year election week yesterday officer day office today chief general follow number month expect constituency process hold confirm candidate \n",
-      "5\t4.16667\tcountry visit island support leader people security work meet official meeting continue include nation assistance cooperation sign agreement state peace \n",
-      "6\t4.16667\tteam event time good year play game day culture place host today start local competition group player big match island \n",
-      "7\t4.16667\tcompany business land local market area log activity operation product food export industry sell landowner good year mining fishery add \n",
-      "8\t4.16667\twoman student school training community work program child education year youth young learn study church teacher family train encourage support \n",
-      "9\t4.16667\tpeople community water health medical live family area affect village supply disaster hospital problem home life island report child care \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question state give payment raise call concern action receive legal decision office \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse year allege incident arrest victim public investigation vehicle prosecution force matter suspect \n",
-      "\n",
-      "<900> LL/token: -8.15911\n",
-      "<910> LL/token: -8.15818\n",
-      "<920> LL/token: -8.15955\n",
-      "<930> LL/token: -8.1591\n",
-      "<940> LL/token: -8.15849\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament decision add current political premier executive bill group opposition address policy statement \n",
-      "1\t4.16667\tcountry development economic increase sector policy develop key percent economy resource level impact global system include region ensure challenge growth \n",
-      "2\t4.16667\tcovid country case health travel week operation continue response border public number include province boat ship test vaccine ensure follow \n",
-      "3\t4.16667\tproject support service work government development fund provide rural infrastructure plan year build improve ministry include road building deliver facility \n",
-      "4\t4.16667\tmember election year week yesterday officer day chief today general office follow number process expect constituency hold month candidate parliament \n",
-      "5\t4.16667\tcountry visit island support leader people security work meeting meet official continue include nation assistance cooperation agreement sign state peace \n",
-      "6\t4.16667\tteam event time good year play game day culture host place start today competition big player island match group local \n",
-      "7\t4.16667\tcompany land business local market area log activity operation product food export sell landowner industry add good fishery year mining \n",
-      "8\t4.16667\twoman student school community training work program child education year youth young learn study church teacher family train opportunity encourage \n",
-      "9\t4.16667\tpeople community water health medical live family area affect village supply disaster hospital life home problem island report care child \n",
-      "10\t4.16667\tpublic issue report medium pay claim money statement question give payment raise state call receive concern action office information legal \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege incident year arrest victim public investigation vehicle prosecution force matter appeal \n",
+      "<600> LL/token: -8.15526\n",
+      "<610> LL/token: -8.15506\n",
+      "<620> LL/token: -8.15552\n",
+      "<630> LL/token: -8.15428\n",
+      "<640> LL/token: -8.15582\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision political issue minister premier statement current group bill opposition state \n",
+      "1\t4.16667\tteam event good time today play day year host game hold island start culture place open competition player match lead \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday man matter victim prosecution time order candidate face vote date \n",
+      "3\t4.16667\tcovid health country case medical people response province hospital service border include disaster risk week public situation continue emergency test \n",
+      "4\t4.16667\tissue company land public report business claim pay concern medium question statement payment process log money deal raise call law \n",
+      "5\t4.16667\twater market area island food local product people small village ship increase sell high export supply farmer clean produce affect \n",
+      "6\t4.16667\tproject government service development fund support work plan provide rural infrastructure improve ministry access build area system building year include \n",
+      "7\t4.16667\tpeople woman family child country life young live leader good time work speak church year add issue peace change nation \n",
+      "8\t4.16667\tyear student school week education number month receive study teacher add percent return staff worker high form start travel time \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop partner tourism economy include international key address resource security challenge investment \n",
+      "10\t4.16667\tcommunity support work program visit training provide important australian youth opportunity programme include activity business learn train encourage launch information \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation medium investigation public vehicle arrest man suspect continue ramsi commissioner station area member \n",
+      "\n",
+      "<650> LL/token: -8.15505\n",
+      "<660> LL/token: -8.15612\n",
+      "<670> LL/token: -8.15623\n",
+      "<680> LL/token: -8.15683\n",
+      "<690> LL/token: -8.15703\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision political minister issue premier statement group current bill opposition state \n",
+      "1\t4.16667\tteam event time good today play day year host game hold culture island place start open competition lead player final \n",
+      "2\t4.16667\tcourt election case charge year accuse public high allege yesterday matter man victim prosecution time order candidate face vote date \n",
+      "3\t4.16667\tcovid health country case medical people response hospital province service border risk disaster include situation week emergency continue test vaccine \n",
+      "4\t4.16667\tissue company land public report business claim pay concern question statement medium log payment raise deal process money law call \n",
+      "5\t4.16667\twater market area island food local product people small village ship sell increase high export produce farmer clean supply affect \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry access area build system building include assistance \n",
+      "7\t4.16667\tpeople woman family child country life live young leader good time speak work church add year issue peace change nation \n",
+      "8\t4.16667\tyear student school week education number month study receive teacher return percent add staff work form worker time start high \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop partner tourism economy key international include resource address challenge security global \n",
+      "10\t4.16667\tcommunity support work program visit training provide important youth australian opportunity programme include activity business learn encourage train information launch \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation public investigation medium vehicle man arrest suspect continue ramsi commissioner area station security \n",
+      "\n",
+      "<700> LL/token: -8.15674\n",
+      "<710> LL/token: -8.15582\n",
+      "<720> LL/token: -8.15603\n",
+      "<730> LL/token: -8.15639\n",
+      "<740> LL/token: -8.15793\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision political minister premier statement current bill issue group opposition state \n",
+      "1\t4.16667\tteam event time play today good day year hold host game island culture start open place competition official country player \n",
+      "2\t4.16667\tcourt election case year charge accuse public allege yesterday high man matter victim prosecution time order candidate face date vote \n",
+      "3\t4.16667\tcovid health country case medical people response province service hospital border include week risk disaster public emergency test vaccine continue \n",
+      "4\t4.16667\tissue company land public report business claim medium concern pay question statement payment process log raise deal money add call \n",
+      "5\t4.16667\twater market area island local food product people small village high sell ship increase export farmer clean supply produce affect \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry area access build system building year include \n",
+      "7\t4.16667\tpeople woman family child country young life live leader good time speak work church year add issue peace nation day \n",
+      "8\t4.16667\tyear student school week education number month receive study teacher percent add return staff form worker high work travel time \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop partner tourism economy key include address international resource security global investment \n",
+      "10\t4.16667\tcommunity support work program visit training provide australian include important opportunity programme youth activity business learn encourage train information launch \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation investigation medium public vehicle man arrest suspect continue ramsi commissioner area station security \n",
+      "\n",
+      "<750> LL/token: -8.15846\n",
+      "<760> LL/token: -8.15859\n",
+      "<770> LL/token: -8.15854\n",
+      "<780> LL/token: -8.1585\n",
+      "<790> LL/token: -8.15902\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision political issue minister premier current statement group bill opposition state \n",
+      "1\t4.16667\tteam event time play good day today host game hold year island culture start visit place open official lead competition \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday man matter prosecution time order victim candidate face date day \n",
+      "3\t4.16667\tcovid health country case medical people response hospital province service week border risk disaster include emergency test public vaccine situation \n",
+      "4\t4.16667\tissue company land public report business claim medium concern question pay statement log payment deal process raise money add law \n",
+      "5\t4.16667\twater market area island food local product small people village sell high increase ship export farmer clean produce supply affect \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry access build area year building system assistance \n",
+      "7\t4.16667\tpeople woman family child country young life live leader good year time speak work church add issue peace day change \n",
+      "8\t4.16667\tyear student school week education month number study receive teacher percent staff return form time worker add high start increase \n",
+      "9\t4.16667\tcountry development island economic policy region sector regional develop partner tourism economy include key address international resource security investment cooperation \n",
+      "10\t4.16667\tcommunity support work program training visit provide important include australian opportunity programme youth business activity learn encourage launch train information \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation public investigation medium vehicle man arrest suspect continue ramsi area commissioner station security \n",
+      "\n",
+      "<800> LL/token: -8.16009\n",
+      "<810> LL/token: -8.15972\n",
+      "<820> LL/token: -8.15999\n",
+      "<830> LL/token: -8.16035\n",
+      "<840> LL/token: -8.16052\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member province parliament national leader meeting executive decision political minister issue premier current statement bill group opposition state \n",
+      "1\t4.16667\tteam event visit time good today play day host game hold year island culture open start place official competition lead \n",
+      "2\t4.16667\tcourt election case year charge accuse public allege high yesterday man matter time prosecution victim order candidate face date day \n",
+      "3\t4.16667\tcovid health country case medical people response service hospital province border risk week include disaster emergency test vaccine public continue \n",
+      "4\t4.16667\tissue company land public report business claim concern pay medium question statement raise payment log deal process money add law \n",
+      "5\t4.16667\twater market area island food local people product small high village sell increase export supply farmer clean produce ship affect \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry access build area building system assistance budget \n",
+      "7\t4.16667\tpeople woman family child country young leader life live good time speak year church work add issue day peace change \n",
+      "8\t4.16667\tyear student school week education number month study teacher percent receive add staff work form return time worker high increase \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop tourism partner economy international key address include security investment global challenge \n",
+      "10\t4.16667\tcommunity support work program training provide important include australian programme visit opportunity business activity youth learn encourage train launch information \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation public investigation medium vehicle arrest man suspect continue ramsi station area commissioner security \n",
       "\n"
      ]
     },
@@ -4059,90 +3411,88 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<950> LL/token: -8.15957\n",
-      "<960> LL/token: -8.15935\n",
-      "<970> LL/token: -8.15804\n",
-      "<980> LL/token: -8.15941\n",
-      "<990> LL/token: -8.15896\n",
-      "\n",
-      "0\t4.16667\tgovernment provincial people province national issue leader parliament add decision premier current political executive bill group opposition address guadalcanal policy \n",
-      "1\t4.16667\tcountry development economic sector policy increase develop key percent economy resource level impact global system address region challenge growth investment \n",
-      "2\t4.16667\tcovid country case health travel continue operation week response number border include public ensure province ship boat follow test vaccine \n",
-      "3\t4.16667\tproject support service work government development fund provide rural infrastructure plan year build ministry improve building road include facility deliver \n",
-      "4\t4.16667\tmember year election week yesterday officer day chief office general today number process constituency follow expect month confirm candidate parliament \n",
-      "5\t4.16667\tcountry visit island support leader people security work meet meeting official continue include nation cooperation assistance sign agreement state issue \n",
-      "6\t4.16667\tteam event time good year play game place day culture host start today competition group island player match big lead \n",
-      "7\t4.16667\tcompany land business local market area log activity operation product food export year sell landowner industry good add fishery mining \n",
-      "8\t4.16667\twoman student school community training work program child education year youth young learn study church teacher family encourage train opportunity \n",
-      "9\t4.16667\tpeople community water health medical live family area affect village supply disaster hospital home problem life island report care child \n",
-      "10\t4.16667\tpublic issue medium report pay claim money statement question payment give raise state call action receive concern legal office information \n",
-      "11\t4.16667\tpolice officer court man case charge rsipf accuse allege incident year arrest victim public investigation vehicle force prosecution matter suspect \n",
-      "\n",
-      "<1000> LL/token: -8.15854\n",
-      "\n",
-      "Total time: 1 minutes 56 seconds\n",
+      "<850> LL/token: -8.1602\n",
+      "<860> LL/token: -8.16029\n",
+      "<870> LL/token: -8.16071\n",
+      "<880> LL/token: -8.16053\n",
+      "<890> LL/token: -8.16192\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member parliament province national leader meeting executive decision political issue minister premier current statement bill group opposition state \n",
+      "1\t4.16667\tteam event visit time good play today host day game island hold place start culture year open official competition lead \n",
+      "2\t4.16667\tcourt election case year charge accuse public allege high yesterday man matter victim prosecution time order candidate face date day \n",
+      "3\t4.16667\tcovid health country case medical people response hospital service province border risk include week disaster public emergency test vaccine continue \n",
+      "4\t4.16667\tissue company land public report medium business claim concern question pay statement log payment raise deal process money call add \n",
+      "5\t4.16667\twater market area island food local people product small village sell high increase export produce farmer clean supply affect find \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure ministry improve access area build system building budget include \n",
+      "7\t4.16667\tpeople woman family child country young life live leader time good year speak work church day add nation peace issue \n",
+      "8\t4.16667\tyear student school week education month number receive study teacher percent add return form worker staff increase time work high \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop partner tourism economy key international include address resource security investment challenge \n",
+      "10\t4.16667\tcommunity support work program training provide business important include australian opportunity programme activity youth visit learn launch encourage train information \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation medium investigation public vehicle arrest man suspect ramsi continue station commissioner member area \n",
+      "\n",
+      "<900> LL/token: -8.1617\n",
+      "<910> LL/token: -8.16084\n",
+      "<920> LL/token: -8.16056\n",
+      "<930> LL/token: -8.15985\n",
+      "<940> LL/token: -8.16052\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member parliament province national leader meeting executive decision issue political current premier minister bill statement group opposition state \n",
+      "1\t4.16667\tteam event visit time today good play day host hold game island start culture open year place official competition player \n",
+      "2\t4.16667\tcourt election case charge year accuse public high allege yesterday matter man prosecution time order victim face candidate date day \n",
+      "3\t4.16667\tcovid health country case medical people response service hospital province border week risk continue include disaster emergency test vaccine situation \n",
+      "4\t4.16667\tissue company land public report medium claim business concern question statement pay log raise payment deal process money call law \n",
+      "5\t4.16667\twater market area island food local product people small village increase sell high export farmer clean produce affect supply find \n",
+      "6\t4.16667\tproject government service development fund support work provide rural plan infrastructure ministry improve build access system area building budget include \n",
+      "7\t4.16667\tpeople woman child family country young life live leader good time year speak church add work day nation peace thing \n",
+      "8\t4.16667\tyear student school week education number month receive study teacher add staff work form worker return increase high percent start \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop partner tourism economy include key address international security resource investment cooperation \n",
+      "10\t4.16667\tcommunity support work program training provide business important australian programme opportunity include activity youth learn encourage launch train visit information \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation public investigation vehicle medium man arrest suspect continue ramsi commissioner area station member \n",
+      "\n",
+      "<950> LL/token: -8.16055\n",
+      "<960> LL/token: -8.16069\n",
+      "<970> LL/token: -8.16032\n",
+      "<980> LL/token: -8.16107\n",
+      "<990> LL/token: -8.16114\n",
+      "\n",
+      "0\t4.16667\tgovernment provincial member parliament province national leader meeting executive decision political current issue minister premier group statement bill opposition state \n",
+      "1\t4.16667\tteam event visit time play good today hold host day game island culture start year place open official competition player \n",
+      "2\t4.16667\tcourt election case charge year accuse public allege high yesterday man matter victim prosecution order time face candidate date day \n",
+      "3\t4.16667\tcovid health country case medical people response service hospital province include border risk week disaster emergency test vaccine situation public \n",
+      "4\t4.16667\tissue company land public report medium claim business concern pay question statement log payment raise deal process money law add \n",
+      "5\t4.16667\twater market area island food local people product small high increase village sell produce export affect farmer clean find supply \n",
+      "6\t4.16667\tproject government service development fund support work provide plan rural infrastructure improve ministry system area building build budget include assistance \n",
+      "7\t4.16667\tpeople woman child family country young life live leader good year speak time church day work add peace nation thing \n",
+      "8\t4.16667\tyear student school week education number month receive study teacher add work staff return form time worker start high increase \n",
+      "9\t4.16667\tcountry development economic island policy region sector regional develop partner tourism include economy key international address resource security investment global \n",
+      "10\t4.16667\tcommunity support work program training provide business important opportunity programme australian activity include youth learn encourage launch train information role \n",
+      "11\t4.16667\tpolice officer rsipf report force incident operation public investigation vehicle arrest man medium suspect continue ramsi area commissioner station boat \n",
+      "\n",
+      "<1000> LL/token: -8.16108\n",
+      "\n",
+      "Total time: 1 minutes 54 seconds\n",
       "Mallet LDA: 13 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -10.05455\n",
-      "<20> LL/token: -9.18324\n",
-      "<30> LL/token: -8.6558\n",
-      "<40> LL/token: -8.46022\n",
-      "\n",
-      "0\t3.84615\tpolice court man case charge accuse year allege incident arrest victim investigation matter prosecution public suspect yesterday allegedly high appeal \n",
-      "1\t3.84615\tgovernment parliament issue member decision public statement state political question process bill group opposition interest minister meeting concern law claim \n",
-      "2\t3.84615\tyear student school education complete high project increase work study percent teacher child building build expect form construction staff facility \n",
-      "3\t3.84615\tgovernment provincial province people leader national year member work western executive premier good church speak add issue leadership medium guadalcanal \n",
-      "4\t3.84615\twoman support service community provide child improve work access rural system youth include launch programme country ensure information young management \n",
-      "5\t3.84615\tdevelopment project government country support economic policy region regional island develop include sector assistance infrastructure national plan priority partner cooperation \n",
-      "6\t3.84615\tpeople community work family market live food good area country island add continue village worker member protect traditional life islander \n",
-      "7\t3.84615\tcompany business land pay money log local payment government fund cost financial year export industry landowner product grant issue process \n",
-      "8\t3.84615\tcountry time week late security follow member work leave official service return arrive serve ramsi today continue mission yesterday state \n",
-      "9\t3.84615\tcovid health election case medical constituency country week day number hospital candidate receive test vaccine confirm emergency vote total measure \n",
-      "10\t3.84615\tteam water island time play game good home area competition place player match final goal clean find start half lead \n",
-      "11\t3.84615\tvisit training program event support australian tourism opportunity local host attend day train country work team culture hold skill include \n",
-      "12\t3.84615\tpolice officer public report rsipf operation medium vehicle road force travel honiara boat continue call ship law area passenger issue \n",
-      "\n",
-      "<50> LL/token: -8.36831\n",
-      "<60> LL/token: -8.31718\n",
-      "<70> LL/token: -8.28628\n",
-      "<80> LL/token: -8.26558\n",
-      "<90> LL/token: -8.24966\n",
-      "\n",
-      "0\t3.84615\tcourt man case charge police accuse year allege incident arrest victim matter investigation prosecution yesterday public suspect high allegedly face \n",
-      "1\t3.84615\tgovernment parliament issue decision public statement member state question political process group concern bill interest opposition medium claim law minister \n",
-      "2\t3.84615\tproject year student school work education complete fund building build study road teacher facility staff infrastructure start development plan week \n",
-      "3\t3.84615\tgovernment provincial province leader people national member issue western executive meeting add premier work guadalcanal church continue year hold leadership \n",
-      "4\t3.84615\twoman community support service child work provide system program youth improve include access launch activity programme information young important role \n",
-      "5\t3.84615\tdevelopment country government support economic policy sector region project develop regional island resource include ensure priority partner assistance economy cooperation \n",
-      "6\t3.84615\tpeople community family market live good area food work local village add time life island affect thing small problem home \n",
-      "7\t3.84615\tbusiness company land pay money log payment cost government increase financial percent local export process year landowner issue industry fund \n",
-      "8\t3.84615\tcountry week official time return late island travel service yesterday follow leave arrive ramsi mission today year month meet include \n",
-      "9\t3.84615\tcovid health election case medical constituency hospital country day number candidate people week receive test vaccine emergency risk response report \n",
-      "10\t3.84615\tteam water time island play game good place competition player match final disaster clean start lead goal half point damage \n",
-      "11\t3.84615\tvisit training event program support opportunity year day tourism country local host attend hold culture train ceremony work australian skill \n",
-      "12\t3.84615\tpolice officer report public rsipf medium operation force vehicle law information continue area commissioner boat ship conduct station act honiara \n",
-      "\n",
-      "<100> LL/token: -8.2371\n",
-      "<110> LL/token: -8.22812\n",
-      "<120> LL/token: -8.21912\n",
-      "<130> LL/token: -8.21291\n",
-      "<140> LL/token: -8.20803\n",
-      "\n",
-      "0\t3.84615\tcourt man case charge accuse year police allege incident arrest victim investigation matter prosecution yesterday public suspect high face allegedly \n",
-      "1\t3.84615\tgovernment parliament issue decision public statement member state question political group process concern medium bill opposition claim power interest law \n",
-      "2\t3.84615\tproject student school year work fund education complete development build building infrastructure study staff road facility teacher provide plan site \n",
-      "3\t3.84615\tgovernment provincial province people leader national member issue meeting western executive support add premier guadalcanal continue church work hold peace \n",
-      "4\t3.84615\twoman community support child work program service provide training youth include system improve programme young access launch activity important role \n",
-      "5\t3.84615\tcountry development support economic policy government sector region develop regional island resource include ensure partner global cooperation key economy growth \n",
-      "6\t3.84615\tpeople market family live community good area food local time village add life problem affect small thing work home island \n",
-      "7\t3.84615\tcompany business land pay money year increase log percent payment government cost financial export landowner process issue local worker report \n",
-      "8\t3.84615\tcountry week official travel island service time return yesterday follow late leave month arrive today expect meet border ramsi mission \n",
-      "9\t3.84615\tcovid health election case medical constituency hospital country people candidate day number receive response test vaccine risk week service emergency \n",
-      "10\t3.84615\tteam water time island play game disaster place competition good player match lead start final clean goal half point damage \n",
-      "11\t3.84615\tvisit event year country day program opportunity tourism host training local hold attend support culture ceremony good great work today \n",
-      "12\t3.84615\tpolice officer report public rsipf medium operation force vehicle continue law information commissioner area boat security station act community involve \n",
+      "<10> LL/token: -10.05992\n",
+      "<20> LL/token: -9.08726\n",
+      "<30> LL/token: -8.57041\n",
+      "<40> LL/token: -8.40136\n",
+      "\n",
+      "0\t3.84615\tpeople visit community country island youth event day young work life family leader church year live world nation today culture \n",
+      "1\t3.84615\tbusiness company year service pay fund increase cost percent budget financial log payment operation ship total money economy worker finance \n",
+      "2\t3.84615\tgovernment provincial issue province land national statement decision executive premier add state concern people sign interest propose claim raise guadalcanal \n",
+      "3\t3.84615\tproject market island local community food country area resource rural tourism activity management environment impact industry product improve small fishery \n",
+      "4\t3.84615\tmember parliament election leader constituency process political people bill general act candidate vote party office law national minister public pass \n",
+      "5\t3.84615\tpeople water area road province honiara work affect home travel problem live week village boat transport site time house damage \n",
+      "6\t3.84615\tteam good time play year start game today host place week final lead hold open competition yesterday stage event player \n",
+      "7\t3.84615\tmedium issue country report call public week follow state add return time yesterday group action information travel source confirm flight \n",
+      "8\t3.84615\tpolice officer rsipf report force community family incident operation man investigation vehicle suspect security commissioner arrest continue law woman involve \n",
+      "9\t3.84615\tcourt case charge accuse year public allege matter man high order yesterday prosecution victim face money time allegedly hear trial \n",
+      "10\t3.84615\tstudent school year training work program education child staff study learn complete teacher train week provide australian support skill form \n",
+      "11\t3.84615\tdevelopment support country woman policy government economic include regional work partner partnership region opportunity develop sector key provide national address \n",
+      "12\t3.84615\tcovid health country service support medical case provide community include response people disaster hospital border risk continue ensure emergency vaccine \n",
       "\n"
      ]
     },
@@ -4150,85 +3500,85 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<150> LL/token: -8.20178\n",
-      "<160> LL/token: -8.19668\n",
-      "<170> LL/token: -8.19131\n",
-      "<180> LL/token: -8.18712\n",
-      "<190> LL/token: -8.18408\n",
-      "\n",
-      "0\t3.84615\tcourt man case charge year accuse police allege incident arrest victim matter investigation prosecution yesterday high public suspect face allegedly \n",
-      "1\t3.84615\tgovernment parliament issue decision public statement member medium state political question process group bill concern opposition claim law interest act \n",
-      "2\t3.84615\tproject student school year work fund education development complete infrastructure building build study staff road constituency facility teacher provide plan \n",
-      "3\t3.84615\tgovernment provincial people province national leader member issue meeting western executive premier guadalcanal support add work continue church address hold \n",
-      "4\t3.84615\twoman community program support training work child service provide youth young include programme launch improve train important activity access participant \n",
-      "5\t3.84615\tcountry development support policy economic sector region island develop regional resource government include ensure partner global key provide economy cooperation \n",
-      "6\t3.84615\tpeople market live family good area local food community village add time problem small affect thing life home call product \n",
-      "7\t3.84615\tcompany business land pay year government money increase log percent payment cost financial export budget worker landowner report process total \n",
-      "8\t3.84615\tcountry week official yesterday travel return service time follow month late confirm leave island arrive today expect ramsi mission border \n",
-      "9\t3.84615\tcovid health election case medical country hospital people day candidate number service test receive vaccine response emergency risk include week \n",
-      "10\t3.84615\tteam water island time play game disaster competition good lead final player match place start clean goal half damage early \n",
-      "11\t3.84615\tvisit year country event day tourism hold host opportunity ceremony today local great culture good nation island world attend open \n",
-      "12\t3.84615\tpolice officer report public rsipf operation medium force vehicle community continue law information security area commissioner boat act station order \n",
-      "\n",
-      "<200> LL/token: -8.18085\n",
-      "<210> LL/token: -8.17852\n",
-      "<220> LL/token: -8.17666\n",
-      "<230> LL/token: -8.17559\n",
-      "<240> LL/token: -8.17409\n",
-      "\n",
-      "0\t3.84615\tcourt man case charge year accuse allege arrest victim police investigation matter incident yesterday prosecution high suspect face public allegedly \n",
-      "1\t3.84615\tparliament government decision public issue statement member medium state question political process group concern bill opposition claim interest act law \n",
-      "2\t3.84615\tproject student school year work fund education development complete infrastructure building build constituency study staff road facility teacher rural provide \n",
-      "3\t3.84615\tgovernment provincial people province national leader member issue meeting western executive premier support continue guadalcanal church work add address hold \n",
-      "4\t3.84615\tcommunity woman program support work training child provide service youth young include programme launch important train role opportunity participant skill \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional include resource partner ensure key global cooperation growth economy provide \n",
-      "6\t3.84615\tpeople market live good family local area food add village time community small problem affect thing life product home call \n",
-      "7\t3.84615\tbusiness company land pay year increase log government percent payment money cost financial report process export issue worker landowner total \n",
-      "8\t3.84615\tcountry week official yesterday travel return time service follow month confirm late island leave today arrive expect ramsi mission meet \n",
-      "9\t3.84615\tcovid health election case medical country people hospital service candidate day number response test risk vaccine emergency receive include measure \n",
-      "10\t3.84615\tteam water island time play disaster game lead start final competition good place player match clean goal half point early \n",
-      "11\t3.84615\tvisit year country event day tourism host hold today good ceremony culture island nation opportunity local great attend world traditional \n",
-      "12\t3.84615\tpolice officer report public rsipf operation force medium vehicle law continue community information security area commissioner boat station involve act \n",
-      "\n",
-      "<250> LL/token: -8.17295\n",
-      "<260> LL/token: -8.17306\n",
-      "<270> LL/token: -8.17349\n",
-      "<280> LL/token: -8.17322\n",
-      "<290> LL/token: -8.17283\n",
-      "\n",
-      "0\t3.84615\tcourt man case charge year accuse allege arrest victim matter prosecution police yesterday high suspect face time incident public allegedly \n",
-      "1\t3.84615\tparliament government decision public issue statement member medium state political question process concern bill group opposition election interest claim law \n",
-      "2\t3.84615\tproject student school year work fund development education complete infrastructure building build constituency study rural road staff facility teacher support \n",
-      "3\t3.84615\tgovernment provincial people province national leader member issue meeting western executive support premier add guadalcanal continue church address work hold \n",
-      "4\t3.84615\tcommunity woman program support work training child provide service youth young programme launch important opportunity include train activity role participant \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional include resource partner key ensure provide cooperation global growth economy \n",
-      "6\t3.84615\tpeople market live area local family good food add village problem time small affect community thing product life call sell \n",
-      "7\t3.84615\tcompany business land pay year government increase log percent payment cost money financial report export worker process landowner issue high \n",
-      "8\t3.84615\tcountry week official yesterday travel return service follow month confirm late time island leave arrive expect meet include ramsi mission \n",
-      "9\t3.84615\tcovid health election case medical country people service hospital candidate number risk day test vaccine emergency response receive include care \n",
-      "10\t3.84615\tteam water time disaster play island game start good lead competition place final player match clean goal half result point \n",
-      "11\t3.84615\tvisit country year event day tourism hold host today good island nation ceremony culture local great opportunity time traditional attend \n",
-      "12\t3.84615\tpolice officer report public rsipf operation force medium vehicle continue community law information area commissioner security boat involve station act \n",
-      "\n",
-      "<300> LL/token: -8.17161\n",
-      "<310> LL/token: -8.17257\n",
-      "<320> LL/token: -8.17153\n",
-      "<330> LL/token: -8.17144\n",
-      "<340> LL/token: -8.17072\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter arrest yesterday prosecution high public face suspect time police incident allegedly \n",
-      "1\t3.84615\tparliament government decision public issue statement member medium state political question election process concern group bill opposition interest claim act \n",
-      "2\t3.84615\tproject student school year fund work development education complete infrastructure building build constituency rural study support staff road facility teacher \n",
-      "3\t3.84615\tgovernment provincial people province national leader member issue meeting executive western add premier guadalcanal support continue church address work meet \n",
-      "4\t3.84615\tcommunity woman program support work training child provide youth service young programme launch include opportunity role train important activity participant \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional resource include partner ensure key economy global growth strategy cooperation \n",
-      "6\t3.84615\tpeople market local live area good food family village add problem small time affect community product thing home call life \n",
-      "7\t3.84615\tcompany business land pay year government increase log percent payment cost financial money report issue export worker process landowner total \n",
-      "8\t3.84615\tcountry week official travel yesterday return confirm service month time late follow leave arrive expect island ramsi mission ship meet \n",
-      "9\t3.84615\tcovid health case medical country election people hospital service candidate number risk response day test vaccine emergency include receive care \n",
-      "10\t3.84615\tteam water time disaster play island game start good lead place final competition player match goal clean result point half \n",
-      "11\t3.84615\tvisit country year event day tourism today island hold host nation good ceremony culture great opportunity world time local traditional \n",
-      "12\t3.84615\tpolice officer report public rsipf operation force medium vehicle community continue law commissioner information security area boat involve station member \n",
+      "<50> LL/token: -8.32901\n",
+      "<60> LL/token: -8.29101\n",
+      "<70> LL/token: -8.26828\n",
+      "<80> LL/token: -8.25349\n",
+      "<90> LL/token: -8.24306\n",
+      "\n",
+      "0\t3.84615\tpeople woman visit country community event leader island youth family year young day life church world live nation today speak \n",
+      "1\t3.84615\tbusiness company year service pay fund cost increase financial percent log budget money payment total worker grant operation month economy \n",
+      "2\t3.84615\tgovernment provincial province issue land national people add executive premier decision meeting western address plan guadalcanal policy sign development statement \n",
+      "3\t3.84615\tproject community market island local rural food tourism country area resource activity environment management small product industry impact fishery improve \n",
+      "4\t3.84615\tmember parliament election leader constituency process political bill general act candidate vote party group people public office minister law opposition \n",
+      "5\t3.84615\tpeople water area road work travel village site affect time live home honiara boat problem transport house building week build \n",
+      "6\t3.84615\tteam time good year play start game today place week open yesterday host final hold lead competition stage player match \n",
+      "7\t3.84615\tissue report medium country state concern statement call public action question information add raise claim return source deal accord understand \n",
+      "8\t3.84615\tpolice officer rsipf force report community operation incident investigation vehicle continue suspect law commissioner family security man arrest public ramsi \n",
+      "9\t3.84615\tcourt case year charge accuse man public allege matter high victim order yesterday prosecution face time allegedly money hear trial \n",
+      "10\t3.84615\tstudent school work program year training education child support staff study learn australian provide teacher week complete train skill form \n",
+      "11\t3.84615\tdevelopment country support policy economic include regional partner region partnership provide work sector ensure develop key opportunity strengthen address assistance \n",
+      "12\t3.84615\tcovid health country service medical case people support community include response provide hospital border risk continue emergency test vaccine disaster \n",
+      "\n",
+      "<100> LL/token: -8.23254\n",
+      "<110> LL/token: -8.22456\n",
+      "<120> LL/token: -8.21962\n",
+      "<130> LL/token: -8.21444\n",
+      "<140> LL/token: -8.20806\n",
+      "\n",
+      "0\t3.84615\tpeople woman visit country community family young youth event leader child year day life island church live today world nation \n",
+      "1\t3.84615\tbusiness company year service pay fund cost increase percent financial log money budget payment total worker operation grant month ministry \n",
+      "2\t3.84615\tgovernment provincial province national land people issue development executive add premier plan western meeting guadalcanal address policy sign work meet \n",
+      "3\t3.84615\tproject community market local rural island food tourism area activity resource management country environment small product industry impact improve fishery \n",
+      "4\t3.84615\tmember parliament election leader constituency process political bill act general group opposition candidate vote minister party people office yesterday pass \n",
+      "5\t3.84615\tpeople water area road travel work village site live ship boat home time honiara affect transport building island build house \n",
+      "6\t3.84615\tteam time good play year start game week today place host open yesterday lead final hold competition player stage match \n",
+      "7\t3.84615\tissue report medium country statement concern state call public claim raise question action add decision information deal recent accord understand \n",
+      "8\t3.84615\tpolice officer rsipf report force community operation incident investigation vehicle continue public commissioner suspect security law medium ramsi member arrest \n",
+      "9\t3.84615\tcourt case year charge accuse man allege public matter victim high yesterday order prosecution face time allegedly hear money trial \n",
+      "10\t3.84615\tstudent school work program year training education support staff australian study week learn teacher provide child complete train skill opportunity \n",
+      "11\t3.84615\tcountry development support economic policy include region regional partner provide partnership develop island ensure sector key work opportunity assistance strengthen \n",
+      "12\t3.84615\tcovid health country service medical case people support include hospital response provide community border risk emergency test vaccine continue disaster \n",
+      "\n",
+      "<150> LL/token: -8.20606\n",
+      "<160> LL/token: -8.20272\n",
+      "<170> LL/token: -8.20011\n",
+      "<180> LL/token: -8.19655\n",
+      "<190> LL/token: -8.19594\n",
+      "\n",
+      "0\t3.84615\tpeople woman visit country family community child young youth leader event year day life church live island today world culture \n",
+      "1\t3.84615\tbusiness company year service pay fund cost increase percent financial log payment money budget total grant operate worker month receive \n",
+      "2\t3.84615\tgovernment provincial province national land people issue development executive plan add western premier work meeting guadalcanal policy meet sign ministry \n",
+      "3\t3.84615\tproject community market local rural food island area tourism activity resource country management small environment industry product fishery agriculture improve \n",
+      "4\t3.84615\tmember parliament election leader constituency process political bill act general group opposition candidate people vote minister party office pass yesterday \n",
+      "5\t3.84615\tpeople water area road travel village site affect ship time work boat island live home transport honiara build building house \n",
+      "6\t3.84615\tteam time good play start year game place open host today week final event hold competition yesterday lead player match \n",
+      "7\t3.84615\tissue report medium concern country statement state call public decision question claim raise add action deal information interest recent understand \n",
+      "8\t3.84615\tpolice officer rsipf report force community operation vehicle incident investigation continue public commissioner suspect security medium law ramsi arrest involve \n",
+      "9\t3.84615\tcourt case year charge accuse man allege victim high public matter yesterday order prosecution face time allegedly hear money trial \n",
+      "10\t3.84615\tstudent school work program training year education support staff provide australian study learn teacher complete week train skill opportunity child \n",
+      "11\t3.84615\tcountry development support economic policy include region partner regional provide sector partnership island develop key ensure assistance opportunity strengthen work \n",
+      "12\t3.84615\tcovid health country service medical case people include hospital response border support risk provide community emergency test vaccine continue week \n",
+      "\n",
+      "<200> LL/token: -8.19484\n",
+      "<210> LL/token: -8.19282\n",
+      "<220> LL/token: -8.19088\n",
+      "<230> LL/token: -8.18975\n",
+      "<240> LL/token: -8.18767\n",
+      "\n",
+      "0\t3.84615\tpeople woman community visit family country child young youth leader event day year life church live today speak peace work \n",
+      "1\t3.84615\tbusiness company year service pay fund cost percent increase financial log money payment total operate budget grant worker month operation \n",
+      "2\t3.84615\tgovernment provincial province national land people issue development plan executive work western add premier meeting guadalcanal policy official meet ministry \n",
+      "3\t3.84615\tproject community market local rural food island area tourism activity resource country management environment industry small product fishery increase agriculture \n",
+      "4\t3.84615\tmember parliament election leader constituency process political bill act general opposition minister group candidate vote office party yesterday pass people \n",
+      "5\t3.84615\tpeople water area road travel work village site island ship boat time home live honiara transport affect build building house \n",
+      "6\t3.84615\tteam time good year play start game today host week place open event final competition lead player stage match hold \n",
+      "7\t3.84615\tissue medium report concern state statement call public country decision raise add question claim action deal interest recent information understand \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community incident vehicle continue investigation public medium suspect commissioner security arrest ramsi member law \n",
+      "9\t3.84615\tcourt case year charge man accuse allege high victim public matter yesterday order prosecution time face allegedly hear money represent \n",
+      "10\t3.84615\tstudent school work program training year education support australian staff provide study week teacher learn complete train skill programme opportunity \n",
+      "11\t3.84615\tcountry development support economic policy region include partner regional provide island sector partnership develop key ensure assistance strengthen address opportunity \n",
+      "12\t3.84615\tcovid health country service medical case people hospital response include border support risk community provide emergency test vaccine week continue \n",
       "\n"
      ]
     },
@@ -4236,85 +3586,85 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<350> LL/token: -8.17032\n",
-      "<360> LL/token: -8.16983\n",
-      "<370> LL/token: -8.16971\n",
-      "<380> LL/token: -8.16959\n",
-      "<390> LL/token: -8.16919\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter yesterday arrest high prosecution public suspect face time allegedly police hear \n",
-      "1\t3.84615\tparliament public decision issue member statement government medium election state political question process concern group bill opposition act law claim \n",
-      "2\t3.84615\tproject student school year fund work development education complete infrastructure building constituency rural build study support staff road teacher provide \n",
-      "3\t3.84615\tgovernment provincial people province national leader issue member meeting executive western add premier guadalcanal continue address support work meet hold \n",
-      "4\t3.84615\tcommunity woman program work support training child provide youth service young include programme important opportunity launch train role activity participant \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional resource include partner ensure key economy provide growth global management \n",
-      "6\t3.84615\tpeople market live local area food family good problem village add time small community product affect thing sell find island \n",
-      "7\t3.84615\tcompany business land pay year government increase log percent payment cost financial money report issue process export worker landowner total \n",
-      "8\t3.84615\tcountry week official travel yesterday return follow month service confirm time late arrive leave expect island ramsi mission open ship \n",
-      "9\t3.84615\tcovid health case medical country people election hospital service candidate risk day response emergency test vaccine include number receive measure \n",
-      "10\t3.84615\tteam water time play disaster island game start good lead competition final player match place goal clean week half point \n",
-      "11\t3.84615\tvisit country year event day tourism church today host good island nation ceremony hold culture great local time traditional speak \n",
-      "12\t3.84615\tpolice officer report rsipf public operation force medium continue vehicle community law information commissioner area security boat station involve act \n",
-      "\n",
-      "<400> LL/token: -8.16954\n",
-      "<410> LL/token: -8.16879\n",
-      "<420> LL/token: -8.16962\n",
-      "<430> LL/token: -8.17034\n",
-      "<440> LL/token: -8.16912\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter yesterday prosecution high arrest public face suspect time allegedly hear incident \n",
-      "1\t3.84615\tparliament election public decision member statement issue medium political question process state group government bill opposition concern law act vote \n",
-      "2\t3.84615\tproject student school year work fund development education complete constituency infrastructure building rural support build study road staff teacher facility \n",
-      "3\t3.84615\tgovernment provincial people province national leader issue member meeting western executive support add premier guadalcanal address meet work continue current \n",
-      "4\t3.84615\tcommunity woman program work support training child provide youth young service programme opportunity launch include train role activity australian important \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional include resource partner ensure key economy provide global growth impact \n",
-      "6\t3.84615\tpeople market local live area food good family add problem village small time product affect thing sell call find island \n",
-      "7\t3.84615\tcompany business land pay government year increase log percent payment cost issue money financial report process worker export landowner total \n",
-      "8\t3.84615\tweek country yesterday travel official return follow confirm service month time late leave arrive expect open ramsi mission day ship \n",
-      "9\t3.84615\tcovid health case medical country people service hospital candidate response risk number emergency test vaccine receive include measure care day \n",
-      "10\t3.84615\tteam water time disaster island play game good start lead final competition place player match clean goal result half early \n",
-      "11\t3.84615\tvisit country year event day church tourism today island host hold nation ceremony good culture great local time traditional peace \n",
-      "12\t3.84615\tpolice officer report rsipf public operation force medium vehicle continue community law security area commissioner information boat station member involve \n",
-      "\n",
-      "<450> LL/token: -8.16892\n",
-      "<460> LL/token: -8.16912\n",
-      "<470> LL/token: -8.1683\n",
-      "<480> LL/token: -8.16882\n",
-      "<490> LL/token: -8.16861\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter high yesterday prosecution public arrest face time allegedly hear order police \n",
-      "1\t3.84615\tparliament election member decision public statement medium issue political process question state group bill opposition act concern vote law claim \n",
-      "2\t3.84615\tproject student school year fund work development education complete constituency infrastructure building rural support study build road staff provide teacher \n",
-      "3\t3.84615\tgovernment provincial province people national leader issue member meeting executive western add guadalcanal premier support work address continue current meet \n",
-      "4\t3.84615\tcommunity woman program work support training child provide youth young service programme opportunity include important train australian activity family role \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional resource include partner ensure key economy provide global growth strategy \n",
-      "6\t3.84615\tpeople market area local food live good family problem small village add time product affect thing find sell home call \n",
-      "7\t3.84615\tcompany business land pay government year log increase percent payment cost financial money issue report process export worker landowner total \n",
-      "8\t3.84615\tcountry week official travel return yesterday confirm month follow late service arrive time leave expect include island day ramsi mission \n",
-      "9\t3.84615\tcovid health country case medical people service hospital candidate response risk emergency test vaccine number include care receive measure continue \n",
-      "10\t3.84615\tteam water time disaster play game island good start lead final competition player match place clean goal result point half \n",
-      "11\t3.84615\tcountry visit year event people day church today good tourism island host nation ceremony hold culture time great peace world \n",
-      "12\t3.84615\tpolice officer report public rsipf operation force medium vehicle continue community law commissioner area security information involve boat investigation station \n",
-      "\n",
-      "<500> LL/token: -8.169\n",
-      "<510> LL/token: -8.16989\n",
-      "<520> LL/token: -8.17036\n",
-      "<530> LL/token: -8.17009\n",
-      "<540> LL/token: -8.17008\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter high yesterday prosecution public face time allegedly arrest hear order represent \n",
-      "1\t3.84615\tparliament election decision public member statement medium issue process political state question group bill opposition act law vote claim concern \n",
-      "2\t3.84615\tproject student school year work fund development education complete constituency infrastructure building rural support build study road staff provide teacher \n",
-      "3\t3.84615\tgovernment provincial province people national leader issue member meeting executive western add guadalcanal premier support work address meet continue current \n",
-      "4\t3.84615\tcommunity woman work program support training child provide youth service young opportunity programme important include train role australian participant learn \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional include resource partner ensure key economy impact provide growth global \n",
-      "6\t3.84615\tpeople market area local food live good problem small village add family product time affect sell find thing island produce \n",
-      "7\t3.84615\tcompany business land pay government year log increase percent payment cost financial money issue report process export landowner worker total \n",
-      "8\t3.84615\tcountry week travel official yesterday return confirm month follow late service day time arrive leave open visit expect include ramsi \n",
-      "9\t3.84615\tcovid health country case medical people service hospital response risk candidate include emergency test vaccine number continue care provide measure \n",
-      "10\t3.84615\tteam water time play disaster island game good start lead final place competition player match result goal clean early half \n",
-      "11\t3.84615\tcountry year people event visit day church good today island hold nation tourism host culture ceremony peace time great speak \n",
-      "12\t3.84615\tpolice officer report public rsipf operation force medium vehicle continue community law information commissioner security area investigation boat member station \n",
+      "<250> LL/token: -8.18585\n",
+      "<260> LL/token: -8.18566\n",
+      "<270> LL/token: -8.18454\n",
+      "<280> LL/token: -8.18381\n",
+      "<290> LL/token: -8.18378\n",
+      "\n",
+      "0\t3.84615\tpeople woman community visit family country child young youth leader event day life year church live today work speak peace \n",
+      "1\t3.84615\tbusiness company year service pay fund cost increase percent log financial money payment operate total worker grant month operation budget \n",
+      "2\t3.84615\tgovernment provincial province national land people development issue plan executive western work premier add guadalcanal policy meeting ministry official meet \n",
+      "3\t3.84615\tproject community market local rural food area tourism island activity resource small country industry management environment product improve fishery impact \n",
+      "4\t3.84615\tmember parliament election leader constituency process political bill general act minister group candidate vote party office yesterday official pass confidence \n",
+      "5\t3.84615\tpeople water area road travel work site island village ship boat affect transport home time build live honiara building house \n",
+      "6\t3.84615\tteam time good year play start game week host place open event today lead competition final player match yesterday stage \n",
+      "7\t3.84615\tissue report medium concern state statement call public country decision add raise claim question action deal people interest recent clear \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community vehicle investigation incident continue public medium commissioner suspect security law ramsi involve arrest \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution time order face allegedly hear money trial \n",
+      "10\t3.84615\tstudent school work program training year education support staff australian provide study week learn teacher complete train skill programme opportunity \n",
+      "11\t3.84615\tcountry development support economic policy region include partner regional island provide sector partnership develop key assistance opportunity ensure strengthen work \n",
+      "12\t3.84615\tcovid health country medical service case people hospital include response support border risk continue provide community emergency test vaccine week \n",
+      "\n",
+      "<300> LL/token: -8.18404\n",
+      "<310> LL/token: -8.18329\n",
+      "<320> LL/token: -8.18438\n",
+      "<330> LL/token: -8.18335\n",
+      "<340> LL/token: -8.18222\n",
+      "\n",
+      "0\t3.84615\tpeople woman community visit family child country young youth leader year event day life church live work today peace speak \n",
+      "1\t3.84615\tbusiness company year service pay fund cost increase percent financial log money payment operate total worker grant public operation contract \n",
+      "2\t3.84615\tgovernment provincial province national land people development issue plan work western executive premier add policy guadalcanal ministry meeting meet official \n",
+      "3\t3.84615\tproject community market local food area rural tourism island activity resource management country small industry product environment fishery improve agriculture \n",
+      "4\t3.84615\tmember parliament election leader constituency process political bill act general minister candidate office vote party yesterday group official hold day \n",
+      "5\t3.84615\tpeople water area road travel island disaster village affect site work ship boat transport time live build building home honiara \n",
+      "6\t3.84615\tteam good time play year start game place event today host open final week competition hold lead player match island \n",
+      "7\t3.84615\tissue medium report statement concern call state public decision country raise add question claim people action deal interest recent clear \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community vehicle continue incident investigation public medium commissioner suspect security law ramsi arrest station \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday order prosecution face time allegedly hear money trial \n",
+      "10\t3.84615\tstudent school work program training year education support staff provide australian study learn teacher complete week train skill opportunity programme \n",
+      "11\t3.84615\tcountry development support economic policy region island include partner regional sector develop partnership provide key ensure assistance strengthen opportunity address \n",
+      "12\t3.84615\tcovid health country medical service case people hospital response border include support provide risk emergency test vaccine week continue community \n",
+      "\n",
+      "<350> LL/token: -8.18281\n",
+      "<360> LL/token: -8.18375\n",
+      "<370> LL/token: -8.18443\n",
+      "<380> LL/token: -8.18363\n",
+      "<390> LL/token: -8.18378\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family visit child country young youth leader day life event year church live work peace culture today \n",
+      "1\t3.84615\tbusiness company year service pay cost fund increase log financial percent money payment operate total worker grant month operation public \n",
+      "2\t3.84615\tgovernment provincial province national land people development issue plan work western executive premier add guadalcanal policy ministry budget meeting meet \n",
+      "3\t3.84615\tproject community market local area food rural tourism activity island resource country industry environment product small management fishery agriculture improve \n",
+      "4\t3.84615\tmember parliament election constituency leader process political bill act general minister candidate office vote official party yesterday hold group pass \n",
+      "5\t3.84615\twater people area road travel disaster island affect site village ship boat work transport home time build live honiara building \n",
+      "6\t3.84615\tteam time good year play start game event host today place week open lead final yesterday competition island hold player \n",
+      "7\t3.84615\tissue medium report call concern statement state public decision country people add question raise claim action deal interest clear understand \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community vehicle incident investigation continue public medium security commissioner suspect law ramsi arrest information \n",
+      "9\t3.84615\tcourt case year charge man accuse allege high victim public matter yesterday prosecution face order time allegedly hear money trial \n",
+      "10\t3.84615\tstudent school work program training year education support staff australian provide study teacher complete learn week train skill programme opportunity \n",
+      "11\t3.84615\tcountry support development economic policy region island include partner regional develop provide sector partnership key assistance opportunity ensure strengthen address \n",
+      "12\t3.84615\tcovid health country service medical case people hospital border include response provide continue risk emergency test vaccine support week care \n",
+      "\n",
+      "<400> LL/token: -8.1832\n",
+      "<410> LL/token: -8.18416\n",
+      "<420> LL/token: -8.1837\n",
+      "<430> LL/token: -8.1838\n",
+      "<440> LL/token: -8.1833\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child visit country young youth leader day life event church year live work today peace culture \n",
+      "1\t3.84615\tbusiness company year service pay cost fund percent log financial increase money payment operate total worker grant operation public receive \n",
+      "2\t3.84615\tgovernment provincial province national land people development plan issue work western executive add premier policy guadalcanal ministry budget meeting propose \n",
+      "3\t3.84615\tproject market community local food area tourism rural activity island resource management country industry environment product small fishery agriculture support \n",
+      "4\t3.84615\tmember parliament election constituency process leader bill act political general minister office candidate yesterday vote party official group hold day \n",
+      "5\t3.84615\tpeople water area road travel disaster island affect village site ship work boat live transport build home honiara time building \n",
+      "6\t3.84615\tteam time good year play start game event host place today week hold lead final competition open player match stage \n",
+      "7\t3.84615\tissue medium concern statement call report state decision public people country question raise add claim action deal interest leader law \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community continue vehicle investigation incident public medium commissioner suspect security law ramsi arrest involve \n",
+      "9\t3.84615\tcourt case year charge man accuse allege high victim public matter yesterday prosecution face order time allegedly hear trial money \n",
+      "10\t3.84615\tstudent school program work training year education support australian staff provide study teacher week complete learn train skill programme participant \n",
+      "11\t3.84615\tcountry support development economic policy region island include partner sector regional provide develop partnership key assistance ensure opportunity strengthen address \n",
+      "12\t3.84615\tcovid health country medical service case people hospital include border response risk week emergency support test vaccine continue provide care \n",
       "\n"
      ]
     },
@@ -4322,85 +3672,85 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<550> LL/token: -8.17017\n",
-      "<560> LL/token: -8.17094\n",
-      "<570> LL/token: -8.17099\n",
-      "<580> LL/token: -8.16967\n",
-      "<590> LL/token: -8.17161\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter high yesterday prosecution public time face allegedly hear arrest order represent \n",
-      "1\t3.84615\tparliament election decision member public medium statement process political question bill issue state group opposition act law candidate vote claim \n",
-      "2\t3.84615\tproject student school year fund work development education complete infrastructure support building rural build study road teacher staff provide facility \n",
-      "3\t3.84615\tgovernment provincial province people national leader issue member meeting western executive add premier guadalcanal address support meet continue work hold \n",
-      "4\t3.84615\tcommunity woman work program support training child provide youth young opportunity service programme important include train activity learn australian participant \n",
-      "5\t3.84615\tcountry development policy economic support sector region island develop regional resource include partner key ensure economy provide growth global strategy \n",
-      "6\t3.84615\tpeople market local area food live good small problem village add product family sell affect find island time thing produce \n",
-      "7\t3.84615\tcompany business land pay government year log issue increase percent payment report cost financial money process landowner worker total ministry \n",
-      "8\t3.84615\tcountry week official travel return visit yesterday confirm month day late follow arrive service leave island time include expect ramsi \n",
-      "9\t3.84615\tcovid health country case medical people service hospital response risk include emergency test vaccine care public situation continue measure report \n",
-      "10\t3.84615\tteam water time disaster play game island good start lead final place competition player match week result goal clean early \n",
-      "11\t3.84615\tcountry people year event visit day church good nation today island tourism hold host time culture ceremony great peace world \n",
-      "12\t3.84615\tpolice officer report rsipf public operation force medium vehicle continue community law commissioner security information investigation area boat station incident \n",
-      "\n",
-      "<600> LL/token: -8.17107\n",
-      "<610> LL/token: -8.17089\n",
-      "<620> LL/token: -8.17097\n",
-      "<630> LL/token: -8.17086\n",
-      "<640> LL/token: -8.17063\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege matter victim high yesterday public prosecution face time allegedly hear order arrest trial \n",
-      "1\t3.84615\tparliament election member decision public medium statement process political question bill group state act opposition candidate issue vote law general \n",
-      "2\t3.84615\tproject student school year work fund development education complete infrastructure building rural support build study road provide staff teacher improve \n",
-      "3\t3.84615\tgovernment provincial province people issue national leader member meeting executive western guadalcanal premier add address meet support current hold continue \n",
-      "4\t3.84615\tcommunity woman work program support training child provide youth young opportunity important service include programme activity train role launch learn \n",
-      "5\t3.84615\tcountry development economic support policy sector region island develop regional include resource partner key ensure economy provide growth global strategy \n",
-      "6\t3.84615\tpeople market area local food live good small problem village island product add find sell time produce affect family thing \n",
-      "7\t3.84615\tcompany business land pay government year log issue payment percent report cost increase financial money process landowner total worker ministry \n",
-      "8\t3.84615\tcountry week visit official travel return yesterday confirm month day follow late time service include arrive leave ramsi island ship \n",
-      "9\t3.84615\tcovid health country case people medical service response hospital risk include emergency test vaccine public care situation continue report provide \n",
-      "10\t3.84615\tteam water time play disaster game good start island final lead place competition player week match result goal clean today \n",
-      "11\t3.84615\tpeople country year event day today church nation good visit island hold time culture peace tourism host ceremony speak world \n",
-      "12\t3.84615\tpolice officer report rsipf public force operation medium vehicle continue community law investigation commissioner security area information incident boat station \n",
-      "\n",
-      "<650> LL/token: -8.16963\n",
-      "<660> LL/token: -8.17057\n",
-      "<670> LL/token: -8.17044\n",
-      "<680> LL/token: -8.17071\n",
-      "<690> LL/token: -8.17041\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter yesterday high public prosecution face time allegedly hear order arrest trial \n",
-      "1\t3.84615\tparliament election member public decision medium statement process political bill group question state act opposition candidate law vote issue general \n",
-      "2\t3.84615\tproject student school year work fund development education complete infrastructure support rural building build study provide road staff teacher improve \n",
-      "3\t3.84615\tgovernment provincial province people issue national leader member meeting executive western add premier guadalcanal address continue meet current work hold \n",
-      "4\t3.84615\tcommunity woman work program support training child youth provide young opportunity service important include programme train activity role participant learn \n",
-      "5\t3.84615\tcountry development economic support sector policy region develop island regional include resource partner key ensure economy growth provide global strategy \n",
-      "6\t3.84615\tpeople area market local food small live good island problem village product add find sell produce affect farmer time community \n",
-      "7\t3.84615\tcompany business land pay government year log issue percent payment report money increase cost financial process landowner total worker mining \n",
-      "8\t3.84615\tcountry week visit official travel return yesterday day confirm follow late month time island include arrive leave meet ramsi open \n",
-      "9\t3.84615\tcovid health country people case medical service hospital response risk provide situation emergency test vaccine include continue care public report \n",
-      "10\t3.84615\tteam water time play good disaster game start lead final island place competition week player today match goal early sport \n",
-      "11\t3.84615\tpeople country year event day good nation church today time island hold peace culture speak life host world ceremony tourism \n",
-      "12\t3.84615\tpolice officer report rsipf public operation force medium vehicle continue law community investigation commissioner security area information incident people suspect \n",
-      "\n",
-      "<700> LL/token: -8.17033\n",
-      "<710> LL/token: -8.17065\n",
-      "<720> LL/token: -8.17147\n",
-      "<730> LL/token: -8.17101\n",
-      "<740> LL/token: -8.17157\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter high yesterday public prosecution face time allegedly order hear arrest trial \n",
-      "1\t3.84615\tparliament election member decision public medium statement process political question bill group act opposition state candidate law vote issue general \n",
-      "2\t3.84615\tproject student school year work fund development education complete support infrastructure rural building build provide study road teacher staff service \n",
-      "3\t3.84615\tgovernment provincial province people issue national leader member meeting executive western add premier guadalcanal address current work meet support hold \n",
-      "4\t3.84615\tcommunity woman work program support training child youth provide young opportunity include important programme service activity train role learn participant \n",
-      "5\t3.84615\tcountry development economic support policy sector region develop island regional include resource partner key ensure economy provide growth strengthen global \n",
-      "6\t3.84615\tpeople area market local food island small live good village problem product find sell add produce affect farmer industry time \n",
-      "7\t3.84615\tcompany business land pay government year log issue money payment percent cost financial increase report process landowner worker total operation \n",
-      "8\t3.84615\tvisit country week official travel return yesterday day confirm include follow time late island month arrive service leave meet open \n",
-      "9\t3.84615\tcovid health country people case medical service hospital response risk emergency test vaccine include situation report care continue provide measure \n",
-      "10\t3.84615\tteam water time play good game start disaster lead final week place competition player match today early island goal yesterday \n",
-      "11\t3.84615\tpeople country year event day good nation church today speak time peace island culture world hold life ceremony great host \n",
-      "12\t3.84615\tpolice officer report rsipf public force operation medium vehicle continue law community investigation commissioner security incident area people information suspect \n",
+      "<450> LL/token: -8.18361\n",
+      "<460> LL/token: -8.18469\n",
+      "<470> LL/token: -8.18354\n",
+      "<480> LL/token: -8.18312\n",
+      "<490> LL/token: -8.18429\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader visit day life event year church work live peace speak culture \n",
+      "1\t3.84615\tbusiness company year service pay cost increase percent financial fund log money payment total grant worker operate public operation month \n",
+      "2\t3.84615\tgovernment provincial province national land people development issue plan work western premier policy add executive ministry guadalcanal budget official visit \n",
+      "3\t3.84615\tproject community market local area food rural tourism activity island resource management country industry environment small product fishery agriculture improve \n",
+      "4\t3.84615\tmember parliament election constituency leader process bill general act political minister candidate party vote office yesterday group official hold day \n",
+      "5\t3.84615\twater people area road travel disaster island affect village ship site boat work live transport home time honiara build building \n",
+      "6\t3.84615\tteam time good play year start game host event place week today open island competition hold final lead player match \n",
+      "7\t3.84615\tissue medium concern statement call report public state decision country people add question raise claim action deal interest clear law \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community public vehicle incident investigation continue medium commissioner suspect security involve ramsi law arrest \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution face order time allegedly hear money trial \n",
+      "10\t3.84615\tstudent school program work training year education support australian staff provide study week learn teacher complete train skill opportunity programme \n",
+      "11\t3.84615\tcountry development support economic region policy include island partner regional provide develop sector partnership key assistance ensure strengthen opportunity challenge \n",
+      "12\t3.84615\tcovid health country service medical case people hospital border include response risk continue provide emergency test vaccine support week care \n",
+      "\n",
+      "<500> LL/token: -8.18367\n",
+      "<510> LL/token: -8.18385\n",
+      "<520> LL/token: -8.18413\n",
+      "<530> LL/token: -8.18424\n",
+      "<540> LL/token: -8.18401\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader day life visit event work year church live today speak peace \n",
+      "1\t3.84615\tbusiness company year service pay cost fund percent log financial increase money payment total month worker operate grant operation public \n",
+      "2\t3.84615\tgovernment provincial province national land people development plan issue work western premier ministry executive policy guadalcanal add budget visit official \n",
+      "3\t3.84615\tproject community market local area food rural tourism activity island resource small industry product environment management country fishery agriculture increase \n",
+      "4\t3.84615\tmember parliament election constituency leader process bill act general political minister candidate yesterday party vote office meeting group hold pass \n",
+      "5\t3.84615\twater people area road travel disaster island affect village ship boat site work transport time home build live honiara building \n",
+      "6\t3.84615\tteam good time play year start game event host place week today open island final lead competition hold player match \n",
+      "7\t3.84615\tissue medium concern statement public state call report decision people add country raise question claim action deal interest leader law \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community continue vehicle investigation public incident medium commissioner suspect security law ramsi arrest information \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution face order time allegedly hear trial money \n",
+      "10\t3.84615\tstudent school program work training year education support staff australian provide study teacher week learn complete train skill programme participant \n",
+      "11\t3.84615\tcountry support development economic region policy island include partner regional provide develop sector partnership key assistance ensure opportunity strengthen address \n",
+      "12\t3.84615\tcovid health country service medical case people hospital border response include risk provide emergency test continue vaccine support week care \n",
+      "\n",
+      "<550> LL/token: -8.18443\n",
+      "<560> LL/token: -8.18452\n",
+      "<570> LL/token: -8.18349\n",
+      "<580> LL/token: -8.18371\n",
+      "<590> LL/token: -8.18463\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child young country youth leader life day visit event work church year live peace today culture \n",
+      "1\t3.84615\tbusiness company year service pay cost percent increase money log financial fund payment total worker grant operate public operation contract \n",
+      "2\t3.84615\tgovernment provincial province national land people development plan issue work western premier policy ministry executive budget add guadalcanal visit official \n",
+      "3\t3.84615\tproject community market local area food tourism rural activity island resource small industry management product country environment fishery improve agriculture \n",
+      "4\t3.84615\tmember parliament election constituency leader process bill act general minister political yesterday candidate party vote group hold meeting office official \n",
+      "5\t3.84615\twater people road area travel disaster island affect ship village site boat work transport time home live build honiara passenger \n",
+      "6\t3.84615\tteam time good play year start game host event place today week open hold lead competition island yesterday final player \n",
+      "7\t3.84615\tissue medium concern statement call report public state decision people country add question raise claim action deal interest law clear \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community vehicle investigation continue public incident medium commissioner suspect security ramsi involve law arrest \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution time face order allegedly hear month trial \n",
+      "10\t3.84615\tstudent school program work training year education support provide australian staff study week teacher complete learn train skill opportunity participant \n",
+      "11\t3.84615\tcountry support development economic region island policy partner regional include provide develop sector partnership key assistance opportunity ensure strengthen address \n",
+      "12\t3.84615\tcovid health country medical service case people hospital border response include risk continue emergency test vaccine support provide week number \n",
+      "\n",
+      "<600> LL/token: -8.1837\n",
+      "<610> LL/token: -8.1846\n",
+      "<620> LL/token: -8.18542\n",
+      "<630> LL/token: -8.18585\n",
+      "<640> LL/token: -8.18595\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader life day work visit event church year live peace speak culture \n",
+      "1\t3.84615\tbusiness company year service pay cost percent financial log money increase fund payment total grant worker operation public operate receive \n",
+      "2\t3.84615\tgovernment provincial province national land project development people work plan issue western premier ministry budget policy guadalcanal fund executive add \n",
+      "3\t3.84615\tproject market community local area food tourism island rural activity country small resource industry environment management product fishery agriculture increase \n",
+      "4\t3.84615\tmember parliament election constituency leader process bill act general yesterday minister political candidate office party meeting vote official group hold \n",
+      "5\t3.84615\twater people area road travel disaster island affect village site ship boat transport home time live honiara build passenger work \n",
+      "6\t3.84615\tteam time good play year start game event place host today week open final lead competition hold player match stage \n",
+      "7\t3.84615\tissue medium statement concern state call public decision report people add question raise claim country action deal interest law leader \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community public continue vehicle investigation incident medium security commissioner suspect ramsi law information involve \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution time order face allegedly hear trial count \n",
+      "10\t3.84615\tstudent school program work training year education support australian staff provide study teacher complete learn week train skill programme participant \n",
+      "11\t3.84615\tcountry support development economic region island policy partner provide regional include sector develop partnership key assistance ensure strengthen opportunity address \n",
+      "12\t3.84615\tcovid health country medical service case people hospital border response include risk continue emergency test vaccine support week community care \n",
       "\n"
      ]
     },
@@ -4408,85 +3758,85 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<750> LL/token: -8.17173\n",
-      "<760> LL/token: -8.17174\n",
-      "<770> LL/token: -8.17209\n",
-      "<780> LL/token: -8.17267\n",
-      "<790> LL/token: -8.17359\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege victim matter yesterday high public prosecution time face allegedly order hear trial arrest \n",
-      "1\t3.84615\tparliament election member decision medium statement public process political bill question group law act opposition state candidate vote general party \n",
-      "2\t3.84615\tproject student school year work fund development education complete support rural infrastructure building provide build study service road teacher improve \n",
-      "3\t3.84615\tgovernment provincial province people issue national leader meeting member executive add western premier guadalcanal address current work plan meet policy \n",
-      "4\t3.84615\tcommunity woman work program support training child youth provide young opportunity important include programme service train activity role encourage learn \n",
-      "5\t3.84615\tcountry development economic support sector policy region develop island regional include resource partner key ensure economy provide growth global strengthen \n",
-      "6\t3.84615\tpeople area market local food island small live village good product problem find sell increase produce add affect farmer industry \n",
-      "7\t3.84615\tcompany business land pay government year issue log money percent payment report cost financial process landowner worker total receive increase \n",
-      "8\t3.84615\tvisit country week official travel return yesterday confirm day follow include island late month arrive time meet open leave service \n",
-      "9\t3.84615\tcovid health country people case medical service hospital response risk include continue emergency test vaccine situation provide care report measure \n",
-      "10\t3.84615\tteam water time good play start game lead final week disaster competition yesterday place player today match goal early expect \n",
-      "11\t3.84615\tpeople country year event day nation good today church time island peace culture speak life great world hold ceremony traditional \n",
-      "12\t3.84615\tpolice officer report rsipf public force operation medium vehicle continue investigation community law people security commissioner information incident area suspect \n",
-      "\n",
-      "<800> LL/token: -8.17449\n",
-      "<810> LL/token: -8.1735\n",
-      "<820> LL/token: -8.17422\n",
-      "<830> LL/token: -8.17353\n",
-      "<840> LL/token: -8.17412\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege matter victim high yesterday public prosecution face time order allegedly hear trial arrest \n",
-      "1\t3.84615\tparliament election member decision public medium statement process political bill group state question law opposition candidate act vote issue general \n",
-      "2\t3.84615\tproject student school year work fund development education complete support infrastructure rural building build provide study road service teacher facility \n",
-      "3\t3.84615\tgovernment provincial province people issue national leader meeting member executive western add premier address guadalcanal current budget work meet policy \n",
-      "4\t3.84615\tcommunity woman work program support training child youth provide young opportunity important include programme activity service train participant learn role \n",
-      "5\t3.84615\tcountry development economic support sector policy region develop island regional include resource partner economy key ensure provide strengthen growth global \n",
-      "6\t3.84615\tpeople area market local food island small live village product problem good find sell increase add produce farmer environment industry \n",
-      "7\t3.84615\tcompany business land pay year government issue log money percent payment report cost financial process worker landowner total receive public \n",
-      "8\t3.84615\tvisit country week official travel return yesterday day include confirm island late follow month meet arrive open leave service time \n",
-      "9\t3.84615\tcovid health country people case medical service response hospital risk disaster emergency situation test vaccine report provide continue care include \n",
-      "10\t3.84615\tteam water time good start play game week final place lead yesterday competition today player match early expect result goal \n",
-      "11\t3.84615\tpeople country year event day good today church nation time island speak life peace culture world ceremony live great traditional \n",
-      "12\t3.84615\tpolice officer report rsipf public force operation medium vehicle people continue investigation law incident community commissioner security area information involve \n",
-      "\n",
-      "<850> LL/token: -8.174\n",
-      "<860> LL/token: -8.17383\n",
-      "<870> LL/token: -8.17365\n",
-      "<880> LL/token: -8.17155\n",
-      "<890> LL/token: -8.17028\n",
-      "\n",
-      "0\t3.84615\tcourt case man year charge accuse allege victim matter high yesterday public prosecution face time allegedly order hear represent trial \n",
-      "1\t3.84615\tparliament election member decision medium public statement political process bill question group opposition act law candidate state vote issue general \n",
-      "2\t3.84615\tproject student school year work fund development education complete support infrastructure rural building service provide build study road improve teacher \n",
-      "3\t3.84615\tgovernment provincial province issue national people leader meeting member executive western add address premier guadalcanal current budget plan minister policy \n",
-      "4\t3.84615\twoman community work program support training child youth provide young opportunity include programme important activity train encourage learn service participant \n",
-      "5\t3.84615\tcountry development economic support sector policy region develop regional island include resource partner economy key ensure provide strengthen growth global \n",
-      "6\t3.84615\twater area people market local food island small village product live problem sell good find community produce increase farmer clean \n",
-      "7\t3.84615\tcompany business land pay year government issue log money payment percent report financial cost process landowner worker increase total public \n",
-      "8\t3.84615\tvisit country week official travel return island confirm yesterday include day follow arrive late meet month service leave ramsi ship \n",
-      "9\t3.84615\tcovid health people country medical case service response risk disaster hospital situation include emergency test vaccine provide care report continue \n",
-      "10\t3.84615\tteam time good start play week game final lead place today yesterday early expect competition player match year goal point \n",
-      "11\t3.84615\tpeople country year event day good nation church time today world speak peace life culture island live ceremony family traditional \n",
-      "12\t3.84615\tpolice officer report rsipf public force operation medium vehicle continue people investigation law community incident commissioner information security area suspect \n",
-      "\n",
-      "<900> LL/token: -8.17151\n",
-      "<910> LL/token: -8.17166\n",
-      "<920> LL/token: -8.17178\n",
-      "<930> LL/token: -8.17029\n",
-      "<940> LL/token: -8.1699\n",
-      "\n",
-      "0\t3.84615\tcourt man case year charge accuse allege matter victim high yesterday public prosecution face time allegedly hear order trial represent \n",
-      "1\t3.84615\tparliament election member decision medium public statement political process bill group question state opposition law act candidate vote general party \n",
-      "2\t3.84615\tproject student school year work fund development education complete infrastructure rural support building build provide service study road teacher improve \n",
-      "3\t3.84615\tgovernment provincial province issue people national leader member meeting executive western add premier address guadalcanal budget current policy meet plan \n",
-      "4\t3.84615\tcommunity woman work program support training child youth provide opportunity young include programme important train activity service role learn participant \n",
-      "5\t3.84615\tcountry development support economic sector policy region develop regional island include partner resource key economy ensure provide growth strengthen global \n",
-      "6\t3.84615\twater area market people local food island small village product live problem sell good community find produce environment increase farmer \n",
-      "7\t3.84615\tcompany business land pay year issue government log money report payment percent cost financial process landowner worker receive increase total \n",
-      "8\t3.84615\tvisit country week official travel return island include confirm yesterday arrive tourism service meet late day follow ramsi international leave \n",
-      "9\t3.84615\tcovid health people country medical case service response disaster risk hospital situation emergency test provide vaccine include care report continue \n",
-      "10\t3.84615\tteam time good start play week game today lead year place yesterday final expect early competition player match result goal \n",
-      "11\t3.84615\tpeople country year event day good nation church today time life speak peace culture island world ceremony family live great \n",
-      "12\t3.84615\tpolice officer report rsipf public force operation medium vehicle continue people investigation incident area law commissioner community security suspect information \n",
+      "<650> LL/token: -8.18579\n",
+      "<660> LL/token: -8.18652\n",
+      "<670> LL/token: -8.18532\n",
+      "<680> LL/token: -8.18526\n",
+      "<690> LL/token: -8.18546\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader life visit day work event church live year today peace speak \n",
+      "1\t3.84615\tbusiness company year service pay cost percent money financial log increase payment fund total grant worker public month receive operation \n",
+      "2\t3.84615\tgovernment provincial project province national land development people work fund plan premier western ministry budget policy guadalcanal issue add executive \n",
+      "3\t3.84615\tmarket project local community food area island tourism activity country small resource industry environment product management rural fishery increase agriculture \n",
+      "4\t3.84615\tmember parliament election constituency leader process meeting bill act minister general yesterday political candidate hold vote official party office group \n",
+      "5\t3.84615\twater people area road travel disaster island affect village ship boat site time transport work home passenger honiara build live \n",
+      "6\t3.84615\tteam time good play year start event game host place today hold open week lead competition final player match stage \n",
+      "7\t3.84615\tissue medium statement concern state call report decision public people add question country raise claim action deal interest law leader \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community public vehicle continue investigation incident medium commissioner suspect security ramsi involve law arrest \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday order prosecution face time allegedly hear trial count \n",
+      "10\t3.84615\tstudent school program work training year education support provide staff australian study learn week teacher train complete skill programme participant \n",
+      "11\t3.84615\tcountry support development economic policy region island include partner regional provide sector develop partnership key assistance opportunity ensure strengthen address \n",
+      "12\t3.84615\tcovid health country medical case service people hospital border response include week risk emergency test provide vaccine support continue care \n",
+      "\n",
+      "<700> LL/token: -8.18494\n",
+      "<710> LL/token: -8.18541\n",
+      "<720> LL/token: -8.18428\n",
+      "<730> LL/token: -8.18416\n",
+      "<740> LL/token: -8.18382\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader life work visit day event church year live peace speak culture \n",
+      "1\t3.84615\tbusiness company year service pay cost percent financial log money increase payment total public fund worker receive grant month contract \n",
+      "2\t3.84615\tgovernment provincial project province national development land people fund work plan budget premier western ministry policy guadalcanal add executive infrastructure \n",
+      "3\t3.84615\tmarket local area food island country community tourism project activity small industry resource environment product increase management fishery agriculture high \n",
+      "4\t3.84615\tmember parliament election constituency process leader meeting bill minister act general hold yesterday political candidate official party vote group office \n",
+      "5\t3.84615\twater people road area travel disaster affect time island ship boat village transport site home passenger build honiara work damage \n",
+      "6\t3.84615\tteam good time play year start event game host place today week hold final open competition lead player match yesterday \n",
+      "7\t3.84615\tissue medium concern call statement state report public people decision add question raise claim action country deal interest leader law \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community vehicle public continue investigation incident medium commissioner suspect security law ramsi involve arrest \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high matter public yesterday prosecution order face time allegedly hear trial count \n",
+      "10\t3.84615\tstudent school program work training year education support provide australian staff study week teacher learn train complete skill programme opportunity \n",
+      "11\t3.84615\tcountry support development economic policy region island provide include partner regional sector develop partnership key assistance ensure opportunity strengthen address \n",
+      "12\t3.84615\tcovid health country service medical case people hospital border include response support risk provide emergency test continue vaccine community week \n",
+      "\n",
+      "<750> LL/token: -8.18363\n",
+      "<760> LL/token: -8.18413\n",
+      "<770> LL/token: -8.1833\n",
+      "<780> LL/token: -8.18278\n",
+      "<790> LL/token: -8.18361\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader visit day work life event church year live today speak peace \n",
+      "1\t3.84615\tbusiness company year service pay cost percent financial money log payment increase total public worker grant fund receive month contract \n",
+      "2\t3.84615\tgovernment provincial project province national development land fund people work plan budget ministry premier western policy add guadalcanal infrastructure rural \n",
+      "3\t3.84615\tmarket local food country island area tourism community industry activity resource small product increase environment project fishery management agriculture impact \n",
+      "4\t3.84615\tmember parliament election constituency process leader meeting yesterday bill minister act general hold official candidate political party office vote pass \n",
+      "5\t3.84615\twater people road area travel disaster affect time island ship village boat transport home passenger honiara site build week work \n",
+      "6\t3.84615\tteam time good year play start game event host place today week hold open lead competition final island player yesterday \n",
+      "7\t3.84615\tissue medium concern call statement people state decision report public add question raise claim action country deal interest law leader \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community public vehicle continue investigation incident medium commissioner suspect security ramsi law involve member \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution time order face allegedly hear trial money \n",
+      "10\t3.84615\tstudent school program work training year education support provide staff australian study week teacher learn train complete skill programme opportunity \n",
+      "11\t3.84615\tcountry support development economic policy region island include partner provide regional sector develop partnership key assistance strengthen opportunity address ensure \n",
+      "12\t3.84615\tcovid health country medical service case people hospital include border response risk community continue week support emergency test vaccine provide \n",
+      "\n",
+      "<800> LL/token: -8.18383\n",
+      "<810> LL/token: -8.18413\n",
+      "<820> LL/token: -8.18281\n",
+      "<830> LL/token: -8.18246\n",
+      "<840> LL/token: -8.18156\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country youth young leader work visit life day event church live year peace speak culture \n",
+      "1\t3.84615\tbusiness company year service pay cost money percent financial log payment increase total worker public receive fund grant month process \n",
+      "2\t3.84615\tgovernment provincial project province national development land fund people work plan budget ministry western premier policy guadalcanal infrastructure rural add \n",
+      "3\t3.84615\tmarket local food country island area tourism community activity industry resource small product increase environment fishery management agriculture high impact \n",
+      "4\t3.84615\tmember parliament election constituency leader process meeting minister bill act yesterday general official hold candidate political vote party office group \n",
+      "5\t3.84615\twater people area road travel disaster island affect ship boat village time transport home passenger honiara site build live damage \n",
+      "6\t3.84615\tteam time good year play start event game place host today week open hold lead final competition player match stage \n",
+      "7\t3.84615\tissue medium concern statement call public decision state report people add question raise claim country action deal interest law leader \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community vehicle continue public investigation medium incident commissioner suspect security law ramsi information arrest \n",
+      "9\t3.84615\tcourt case year charge man accuse allege high victim public matter yesterday prosecution time face order allegedly hear trial count \n",
+      "10\t3.84615\tstudent school program work training year education support provide staff australian study week teacher learn train complete skill opportunity programme \n",
+      "11\t3.84615\tcountry support development economic policy island region include provide partner regional sector develop partnership key assistance opportunity strengthen ensure improve \n",
+      "12\t3.84615\tcovid health country medical case service people hospital border include support response risk provide emergency test vaccine continue community week \n",
       "\n"
      ]
     },
@@ -4494,94 +3844,92 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<950> LL/token: -8.17019\n",
-      "<960> LL/token: -8.17005\n",
-      "<970> LL/token: -8.17158\n",
-      "<980> LL/token: -8.17064\n",
-      "<990> LL/token: -8.17056\n",
-      "\n",
-      "0\t3.84615\tcourt case man year charge accuse allege matter victim high yesterday public prosecution face time order allegedly hear trial count \n",
-      "1\t3.84615\tparliament election member decision medium public statement political process bill question law group opposition act state candidate vote general call \n",
-      "2\t3.84615\tproject student school year work fund development education complete rural infrastructure support building build service study road provide teacher improve \n",
-      "3\t3.84615\tgovernment provincial province issue people national leader meeting member executive western add premier address guadalcanal current budget meet plan work \n",
-      "4\t3.84615\tcommunity woman work program support training child youth opportunity provide young important programme include activity train encourage role learn service \n",
-      "5\t3.84615\tcountry development support economic sector policy region develop regional island include partner resource key ensure economy provide global growth strengthen \n",
-      "6\t3.84615\twater area market people food local island small village product live sell problem find community produce increase supply good environment \n",
-      "7\t3.84615\tcompany land business pay year issue money log government percent payment report cost process financial public landowner worker receive total \n",
-      "8\t3.84615\tvisit country week official travel return island include tourism confirm day service arrive international leave yesterday meet month follow ramsi \n",
-      "9\t3.84615\tcovid health people country medical case service disaster hospital risk response situation report provide emergency test vaccine include continue care \n",
-      "10\t3.84615\tteam time good start play week year game yesterday today lead final place expect early competition player match stage end \n",
-      "11\t3.84615\tpeople country year event day good nation church today time life speak peace culture live family ceremony island world serve \n",
-      "12\t3.84615\tpolice officer report rsipf public force operation medium vehicle continue investigation people incident commissioner area law suspect security community station \n",
-      "\n",
-      "<1000> LL/token: -8.17212\n",
-      "\n",
-      "Total time: 2 minutes 1 seconds\n",
+      "<850> LL/token: -8.18266\n",
+      "<860> LL/token: -8.18263\n",
+      "<870> LL/token: -8.18259\n",
+      "<880> LL/token: -8.18297\n",
+      "<890> LL/token: -8.18215\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child young youth country leader work visit life day event church live year peace support culture \n",
+      "1\t3.84615\tbusiness company year service pay cost percent financial money log payment increase total grant fund public worker receive month report \n",
+      "2\t3.84615\tgovernment project provincial province national development land fund people work plan budget premier ministry western infrastructure rural policy guadalcanal funding \n",
+      "3\t3.84615\tmarket local island country food area tourism community industry activity resource product increase environment small fishery high management agriculture impact \n",
+      "4\t3.84615\tmember parliament election constituency process meeting leader minister bill act hold general yesterday political official candidate party vote office week \n",
+      "5\t3.84615\twater people area road travel disaster affect island ship time boat transport village home passenger honiara week site build damage \n",
+      "6\t3.84615\tteam time good year play start game event place host today week open competition hold final island lead player match \n",
+      "7\t3.84615\tissue medium statement concern call people decision state report public add question claim raise action deal country interest leader law \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community public continue vehicle investigation incident medium suspect commissioner security law involve ramsi information \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution order time face allegedly hear trial represent \n",
+      "10\t3.84615\tstudent school program work training year education support provide australian staff study learn teacher week train complete skill programme opportunity \n",
+      "11\t3.84615\tcountry support development economic policy region include island partner regional sector provide develop partnership key assistance opportunity strengthen ensure improve \n",
+      "12\t3.84615\tcovid health country medical service case people hospital include border community response risk support provide week emergency test vaccine continue \n",
+      "\n",
+      "<900> LL/token: -8.18267\n",
+      "<910> LL/token: -8.18314\n",
+      "<920> LL/token: -8.18241\n",
+      "<930> LL/token: -8.18238\n",
+      "<940> LL/token: -8.18292\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader work visit life day event church year live speak peace culture \n",
+      "1\t3.84615\tbusiness company year pay service cost percent money financial log payment increase total worker grant month receive fund public operation \n",
+      "2\t3.84615\tgovernment project provincial province national development land fund work people plan ministry premier budget western policy infrastructure guadalcanal rural add \n",
+      "3\t3.84615\tmarket local food country island area tourism community activity industry resource increase product environment small fishery management agriculture impact high \n",
+      "4\t3.84615\tmember parliament election constituency process meeting leader minister act bill yesterday general official hold candidate political vote party office pass \n",
+      "5\t3.84615\twater people road area travel disaster time island affect ship boat transport home week passenger village honiara live build damage \n",
+      "6\t3.84615\tteam good time play start year event game host place today week lead open hold final competition player match island \n",
+      "7\t3.84615\tissue medium statement concern call people state public decision report add question claim raise action country deal interest leader law \n",
+      "8\t3.84615\tpolice officer rsipf report force operation public community vehicle continue investigation incident medium commissioner suspect security ramsi law information involve \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high matter public yesterday prosecution order time face allegedly hear trial count \n",
+      "10\t3.84615\tstudent school program training work year education support provide australian staff study week teacher learn train complete skill programme opportunity \n",
+      "11\t3.84615\tcountry support development economic policy region island include provide partner sector regional develop partnership key assistance strengthen opportunity improve ensure \n",
+      "12\t3.84615\tcovid health country medical service case people hospital response include border continue risk emergency test community vaccine support provide week \n",
+      "\n",
+      "<950> LL/token: -8.18282\n",
+      "<960> LL/token: -8.18268\n",
+      "<970> LL/token: -8.18355\n",
+      "<980> LL/token: -8.18354\n",
+      "<990> LL/token: -8.18311\n",
+      "\n",
+      "0\t3.84615\tpeople woman community family child country young youth leader work life day visit event church live year peace today support \n",
+      "1\t3.84615\tbusiness company year pay service cost money percent financial log payment increase total public worker grant government month fund receive \n",
+      "2\t3.84615\tgovernment project provincial province development national land fund work people plan premier budget ministry western infrastructure guadalcanal add rural policy \n",
+      "3\t3.84615\tmarket local food island country area tourism industry community resource activity increase product environment small fishery agriculture high grow sell \n",
+      "4\t3.84615\tmember parliament election constituency process meeting leader bill minister yesterday act general political candidate hold vote official party office pass \n",
+      "5\t3.84615\twater people road area travel disaster ship island boat affect time village transport honiara home passenger week build live damage \n",
+      "6\t3.84615\tteam good time year play start event game host place today open lead week hold competition final player match island \n",
+      "7\t3.84615\tissue medium statement concern people call state public decision report question add raise claim action country deal interest leader law \n",
+      "8\t3.84615\tpolice officer rsipf report force operation community continue vehicle medium investigation public incident suspect commissioner law security ramsi information involve \n",
+      "9\t3.84615\tcourt case year charge man accuse allege victim high public matter yesterday prosecution time face order allegedly hear trial represent \n",
+      "10\t3.84615\tstudent school program work training year education support provide staff australian study teacher week learn train complete skill opportunity visit \n",
+      "11\t3.84615\tcountry support development economic policy region provide include island partner sector regional develop partnership key assistance opportunity improve strengthen ensure \n",
+      "12\t3.84615\tcovid health country medical case service people hospital response border include support continue risk provide community week emergency test vaccine \n",
+      "\n",
+      "<1000> LL/token: -8.18298\n",
+      "\n",
+      "Total time: 1 minutes 55 seconds\n",
       "Mallet LDA: 14 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -10.11572\n",
-      "<20> LL/token: -9.19619\n",
-      "<30> LL/token: -8.6586\n",
-      "<40> LL/token: -8.44599\n",
-      "\n",
-      "0\t3.57143\tteam water time event good play game start year host place today competition final day player match week goal island \n",
-      "1\t3.57143\tcountry support development region island economic include plan regional partner develop provide ensure sector management key partnership strengthen assistance strategy \n",
-      "2\t3.57143\tpeople community province island country western live church work day world year violence area guadalcanal nation important environment peace speak \n",
-      "3\t3.57143\tgovernment provincial issue land national policy process budget meeting decision address state agreement propose interest system consultation sign development agree \n",
-      "4\t3.57143\tcourt case election charge accuse year allege matter high man prosecution arrest yesterday public candidate order allegedly face date money \n",
-      "5\t3.57143\tpolice officer medium rsipf law operation force public information security continue report order commissioner issue act ramsi involve deal add \n",
-      "6\t3.57143\twoman program training work opportunity support youth child young learn role education train provide programme participant community skill important encourage \n",
-      "7\t3.57143\tmember government parliament leader group minister people executive political opposition official yesterday bill statement hold pass decision today confidence meeting \n",
-      "8\t3.57143\tcovid health country service case medical people hospital provide border response supply include risk emergency test continue care equipment positive \n",
-      "9\t3.57143\tstudent school year week receive pay teacher return education study travel ship form staff payment time add flight vessel passenger \n",
-      "10\t3.57143\tproject work development fund visit government service build infrastructure year building support rural provide complete facility people constituency include site \n",
-      "11\t3.57143\tfamily child village man incident home area people find suspect report police leave boat night morning body life happen live \n",
-      "12\t3.57143\tpublic report road province vehicle issue call week provincial follow worker add office honiara claim transport owner carry accord affect \n",
-      "13\t3.57143\tbusiness company market local increase percent tourism log industry economy food country year product investment high cost export economic sell \n",
-      "\n",
-      "<50> LL/token: -8.35186\n",
-      "<60> LL/token: -8.30235\n",
-      "<70> LL/token: -8.27245\n",
-      "<80> LL/token: -8.251\n",
-      "<90> LL/token: -8.23515\n",
-      "\n",
-      "0\t3.57143\tteam water event good time play host game start year hold today competition final week place player match open goal \n",
-      "1\t3.57143\tcountry development support economic region island develop regional include partner sector policy key ensure management plan strengthen cooperation resource global \n",
-      "2\t3.57143\tpeople country island community year live world day church nation culture peace today visit violence speak life traditional leader time \n",
-      "3\t3.57143\tgovernment provincial issue land province national process policy budget premier propose address sign add system consultation ministry agreement guadalcanal corruption \n",
-      "4\t3.57143\tcourt case charge accuse year allege matter election high man prosecution public yesterday order candidate money face allegedly date hear \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force law information continue public security investigation community report commissioner involve order ramsi act member \n",
-      "6\t3.57143\twoman work program training opportunity support community child youth young learn programme provide role important train encourage participant skill knowledge \n",
-      "7\t3.57143\tmember leader parliament government group decision election statement political minister state bill meeting opposition interest official hold executive people party \n",
-      "8\t3.57143\tcovid health country case medical people service response hospital supply risk border province include emergency test vaccine disaster care western \n",
-      "9\t3.57143\tstudent school year week education receive teacher study return travel staff ship form pay payment number time month confirm flight \n",
-      "10\t3.57143\tproject support work fund service government development visit provide infrastructure rural build area assistance building community improve australian year complete \n",
-      "11\t3.57143\tfamily area village man home incident child find leave suspect boat morning night people body happen time report death early \n",
-      "12\t3.57143\tpublic report issue road call concern vehicle add raise office claim worker accord responsible week state action place problem owner \n",
-      "13\t3.57143\tbusiness company market local increase food percent tourism log industry year product high economy country export sell investment cost agriculture \n",
-      "\n",
-      "<100> LL/token: -8.2249\n",
-      "<110> LL/token: -8.21547\n",
-      "<120> LL/token: -8.2071\n",
-      "<130> LL/token: -8.20087\n",
-      "<140> LL/token: -8.19505\n",
-      "\n",
-      "0\t3.57143\tteam water event time good play host game start week place year competition final today hold player match lead goal \n",
-      "1\t3.57143\tcountry development economic region support develop island regional partner sector include policy key global cooperation strengthen resource strategy challenge ensure \n",
-      "2\t3.57143\tpeople country island visit year world live day church nation today speak culture time peace violence leader good traditional islander \n",
-      "3\t3.57143\tgovernment provincial province land national issue process policy budget premier add propose ministry executive guadalcanal system consultation current sign address \n",
-      "4\t3.57143\tcourt case charge year accuse allege matter man high public prosecution order yesterday victim money face allegedly date time hear \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force law information continue community investigation report security public member work commissioner involve ramsi conduct \n",
-      "6\t3.57143\twoman work training community program child support opportunity youth young learn programme important train encourage role provide participant skill awareness \n",
-      "7\t3.57143\tmember leader parliament election government statement decision group political minister bill interest state opposition candidate party official vote meeting position \n",
-      "8\t3.57143\tcovid health country medical case people hospital service response risk province border disaster include western emergency test vaccine care community \n",
-      "9\t3.57143\tstudent school year week education receive study teacher return travel ship staff form month confirm number time pay payment flight \n",
-      "10\t3.57143\tproject support work service fund development provide government area rural infrastructure build community building assistance improve complete australian year facility \n",
-      "11\t3.57143\tfamily area village home man child find leave people suspect report morning incident boat night body live happen time damage \n",
-      "12\t3.57143\tissue public report concern call add vehicle raise road people problem action state claim responsible question situation worker stop place \n",
-      "13\t3.57143\tbusiness company market local increase food percent tourism log industry year product economy high export sell agriculture activity mining country \n",
+      "<10> LL/token: -10.11762\n",
+      "<20> LL/token: -9.15071\n",
+      "<30> LL/token: -8.60732\n",
+      "<40> LL/token: -8.42088\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament member budget fund year national ministry current bill executive policy add system pass corruption motion term propose cabinet \n",
+      "1\t3.57143\tcompany land issue log government operation operate add landowner sign process mining source site deal owner area director concern agreement \n",
+      "2\t3.57143\tcourt case man charge year accuse allege victim matter high prosecution yesterday face time allegedly hear arrest public trial count \n",
+      "3\t3.57143\tcovid health country case medical people hospital risk test vaccine continue border number measure emergency protect week service include situation \n",
+      "4\t3.57143\tpublic report medium pay office statement receive issue claim payment information money call raise accord question confirm state give action \n",
+      "5\t3.57143\tprovincial people province election national western work constituency member guadalcanal premier day candidate vote week general community chief church add \n",
+      "6\t3.57143\tdevelopment woman support country economic develop policy sector region opportunity key partnership partner include work provide challenge regional strengthen strategy \n",
+      "7\t3.57143\tbusiness increase market year service percent cost local country high product good economy industry expect work sell small fishery worker \n",
+      "8\t3.57143\tpeople island family visit live time day life local event year culture world home late village tourism traditional thing country \n",
+      "9\t3.57143\tteam good play time event today game week year host lead final start group hold yesterday competition place player match \n",
+      "10\t3.57143\tproject community support water provide area food assistance supply fund facility rural disaster work management service include improve infrastructure plan \n",
+      "11\t3.57143\tstudent school training program year work child education youth staff learn study teacher young train support skill opportunity community week \n",
+      "12\t3.57143\tcountry leader government meeting issue member state minister political meet official nation interest security party group visit statement decision peace \n",
+      "13\t3.57143\tpolice officer rsipf force operation community report vehicle incident investigation continue medium area commissioner boat station suspect public security ramsi \n",
       "\n"
      ]
     },
@@ -4589,89 +3937,89 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<150> LL/token: -8.19035\n",
-      "<160> LL/token: -8.186\n",
-      "<170> LL/token: -8.18353\n",
-      "<180> LL/token: -8.18078\n",
-      "<190> LL/token: -8.17833\n",
-      "\n",
-      "0\t3.57143\tteam water event time good play host game start week year hold place competition final player match open today lead \n",
-      "1\t3.57143\tcountry development economic support region island develop regional partner include sector key policy global strengthen cooperation resource strategy level address \n",
-      "2\t3.57143\tpeople country visit year island nation church world today day speak leader time live good culture peace islander violence life \n",
-      "3\t3.57143\tgovernment provincial province national land issue policy process budget premier executive propose ministry system guadalcanal consultation add current plan sign \n",
-      "4\t3.57143\tcourt case charge year accuse allege man matter high public prosecution order yesterday victim allegedly money face date time hear \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force information law community report continue security public investigation work commissioner member ramsi involve conduct \n",
-      "6\t3.57143\twoman work community program training child support opportunity youth young programme learn important train encourage role participant skill awareness provide \n",
-      "7\t3.57143\tmember parliament election leader statement decision government group political minister interest bill state opposition candidate vote official party position general \n",
-      "8\t3.57143\tcovid health country medical case people hospital response risk border service province disaster include emergency test vaccine western community care \n",
-      "9\t3.57143\tstudent school year week education receive study teacher return travel ship staff month form number confirm time flight passenger pay \n",
-      "10\t3.57143\tproject support work service fund development provide rural infrastructure area government community build improve building assistance complete facility plan australian \n",
-      "11\t3.57143\tarea family village people home man find suspect leave report morning child night boat live body time incident western late \n",
-      "12\t3.57143\tissue public report concern call add raise vehicle people action road problem question claim state situation responsible deal worker place \n",
-      "13\t3.57143\tbusiness company market local increase food percent tourism log industry year product economy high export country sell activity agriculture mining \n",
-      "\n",
-      "<200> LL/token: -8.17641\n",
-      "<210> LL/token: -8.17441\n",
-      "<220> LL/token: -8.17332\n",
-      "<230> LL/token: -8.17118\n",
-      "<240> LL/token: -8.16694\n",
-      "\n",
-      "0\t3.57143\tteam event good time play host start game year week today hold place final open competition lead player match goal \n",
-      "1\t3.57143\tcountry development support economic island region develop regional partner sector include key policy global cooperation strengthen strategy address resource challenge \n",
-      "2\t3.57143\tpeople country visit year island nation church today leader speak world day time good live culture peace islander ceremony work \n",
-      "3\t3.57143\tgovernment provincial province national land policy issue process budget premier ministry executive propose guadalcanal add system consultation plan development current \n",
-      "4\t3.57143\tcourt case charge year accuse man allege matter high public victim prosecution order yesterday allegedly face date hear money time \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force law community report continue information investigation security work public member commissioner ramsi conduct involve \n",
-      "6\t3.57143\twoman work community program training support child youth opportunity young programme learn important family train provide encourage participant launch role \n",
-      "7\t3.57143\tmember parliament election leader statement decision government group political minister interest bill opposition candidate state vote party general position official \n",
-      "8\t3.57143\tcovid health country medical case people hospital service response risk border province emergency test vaccine include disaster community week care \n",
-      "9\t3.57143\tstudent school year week education receive return study teacher travel staff ship month number form time confirm flight passenger yesterday \n",
-      "10\t3.57143\tproject support work service fund development provide water rural area infrastructure community improve build building assistance complete facility access funding \n",
-      "11\t3.57143\tarea family people village home report suspect find man leave boat morning live night body water time child early damage \n",
-      "12\t3.57143\tissue public report concern call add raise people vehicle action pay state claim problem question road deal situation responsible payment \n",
-      "13\t3.57143\tbusiness company market local increase food percent tourism log industry year product high economy export country sell agriculture activity mining \n",
-      "\n",
-      "<250> LL/token: -8.16718\n",
-      "<260> LL/token: -8.16526\n",
-      "<270> LL/token: -8.16174\n",
-      "<280> LL/token: -8.16257\n",
-      "<290> LL/token: -8.16155\n",
-      "\n",
-      "0\t3.57143\tteam event time good play year game host start week today place hold final competition lead player match open group \n",
-      "1\t3.57143\tcountry development support economic region island develop regional partner include sector key global policy strengthen cooperation resource strategy international level \n",
-      "2\t3.57143\tpeople country visit year island leader nation church today time good speak day world culture peace work islander ceremony traditional \n",
-      "3\t3.57143\tgovernment provincial province national land policy issue budget process premier executive western ministry propose development guadalcanal current add plan consultation \n",
-      "4\t3.57143\tcourt case year charge accuse man allege matter high victim public prosecution yesterday order face allegedly money date hear time \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force report law community information continue investigation security public member commissioner suspect work ramsi involve \n",
-      "6\t3.57143\twoman community work program training support child youth opportunity young programme learn important family encourage train provide participant skill launch \n",
-      "7\t3.57143\tmember parliament election leader decision statement group political government minister interest bill opposition party state candidate vote general process position \n",
-      "8\t3.57143\tcovid health country medical case people hospital service response risk border include emergency test vaccine week continue disaster community care \n",
-      "9\t3.57143\tstudent school year week education receive return study teacher travel staff ship month number form confirm flight yesterday passenger vessel \n",
-      "10\t3.57143\tproject support work service fund development provide rural infrastructure area improve community build building assistance australian facility access complete funding \n",
-      "11\t3.57143\tarea people family water village home report find live leave boat morning island time night body man child day damage \n",
-      "12\t3.57143\tissue public report concern call add raise vehicle pay action people question claim state deal problem payment road responsible situation \n",
-      "13\t3.57143\tbusiness company market local increase food tourism log percent industry year product country economy high export activity agriculture sell mining \n",
-      "\n",
-      "<300> LL/token: -8.16164\n",
-      "<310> LL/token: -8.16119\n",
-      "<320> LL/token: -8.161\n",
-      "<330> LL/token: -8.15948\n",
-      "<340> LL/token: -8.15869\n",
-      "\n",
-      "0\t3.57143\tteam event time good play host year game start week place hold final competition group player match today lead open \n",
-      "1\t3.57143\tcountry development support island economic region develop regional sector partner include policy key global cooperation strengthen strategy address resource level \n",
-      "2\t3.57143\tpeople country visit year island leader today nation church good speak work time peace culture islander ceremony world day continue \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue process premier executive western ministry propose guadalcanal current plan development consultation add \n",
-      "4\t3.57143\tcourt case year charge accuse man allege matter high victim public prosecution yesterday order face allegedly hear time money date \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force report law information continue community security investigation public work member commissioner suspect incident ramsi \n",
-      "6\t3.57143\twoman community work program training support child youth opportunity young learn programme family train important encourage participant skill provide awareness \n",
-      "7\t3.57143\tmember parliament election leader decision statement group political minister interest bill opposition party candidate government vote process general constituency position \n",
-      "8\t3.57143\tcovid health country medical case people hospital service response risk border emergency test vaccine include community week care province continue \n",
-      "9\t3.57143\tstudent school year week education receive return study teacher travel staff ship month number form flight passenger confirm vessel yesterday \n",
-      "10\t3.57143\tproject support service work fund development provide rural infrastructure area improve build community building assistance australian access complete facility funding \n",
-      "11\t3.57143\tpeople area water family village home find live island boat leave report morning night body time day damage late man \n",
-      "12\t3.57143\tissue public report concern call raise add pay vehicle claim question state action deal payment problem people responsible situation road \n",
-      "13\t3.57143\tbusiness company market local increase tourism food log percent year industry product economy high export activity sell country agriculture mining \n",
+      "<50> LL/token: -8.33865\n",
+      "<60> LL/token: -8.2931\n",
+      "<70> LL/token: -8.26658\n",
+      "<80> LL/token: -8.24901\n",
+      "<90> LL/token: -8.23667\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national budget policy current fund ministry year bill add system opposition member development propose corruption pass power change \n",
+      "1\t3.57143\tcompany land issue log operation add operate area landowner local ship director mining sign process site accord owner place carry \n",
+      "2\t3.57143\tcourt case man year charge accuse allege victim high matter prosecution yesterday face time public allegedly hear order trial count \n",
+      "3\t3.57143\tcovid health country service case medical people hospital border risk emergency test vaccine week care continue travel include response situation \n",
+      "4\t3.57143\tpublic report issue medium statement pay claim office question payment receive call decision raise information state concern action matter give \n",
+      "5\t3.57143\tprovincial people province election member western constituency national day week guadalcanal premier executive yesterday general candidate vote chief today work \n",
+      "6\t3.57143\tdevelopment woman support develop country economic policy include work partner provide partnership key opportunity sector region challenge ensure plan resource \n",
+      "7\t3.57143\tbusiness increase year country market service percent cost high tourism economy industry local product economic investment financial good fishery sector \n",
+      "8\t3.57143\tpeople family island live day time life church event year world visit culture home local late bring traditional thing village \n",
+      "9\t3.57143\tteam good time play event year game week today start host final yesterday lead competition group player hold place match \n",
+      "10\t3.57143\tproject community support water work area fund provide infrastructure rural food supply assistance disaster build facility building road improve include \n",
+      "11\t3.57143\tstudent school work training year program child education youth young study learn staff community teacher train skill support opportunity week \n",
+      "12\t3.57143\tcountry leader meeting visit issue member island official meet state security nation government support party cooperation interest sign peace mission \n",
+      "13\t3.57143\tpolice officer rsipf force report community operation vehicle incident investigation continue suspect area medium commissioner boat station public law arrest \n",
+      "\n",
+      "<100> LL/token: -8.22777\n",
+      "<110> LL/token: -8.22082\n",
+      "<120> LL/token: -8.2165\n",
+      "<130> LL/token: -8.21389\n",
+      "<140> LL/token: -8.2109\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national budget policy current ministry fund bill opposition add system year development propose member decision corruption minister power \n",
+      "1\t3.57143\tcompany land issue log operation operate ship add area landowner local director mining site process owner sign activity accord carry \n",
+      "2\t3.57143\tcourt case year charge man accuse allege victim high matter prosecution yesterday face time public allegedly order hear money trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital border risk emergency test vaccine include week response travel continue situation care \n",
+      "4\t3.57143\tpublic report issue medium statement pay claim office question call decision raise concern payment state information receive action matter accord \n",
+      "5\t3.57143\tprovincial province people member election western constituency national week day guadalcanal yesterday executive premier general candidate vote chief office today \n",
+      "6\t3.57143\tdevelopment woman support develop provide policy partnership country include ensure economic key partner sector work plan resource address opportunity challenge \n",
+      "7\t3.57143\tbusiness country increase year market service percent tourism economy cost economic high industry investment product local growth financial sector fishery \n",
+      "8\t3.57143\tpeople family island live day life time year church event world culture local home late visit traditional celebration good thing \n",
+      "9\t3.57143\tteam good time play event game week year start host today lead yesterday final place hold competition stage player match \n",
+      "10\t3.57143\tproject community water support work area fund infrastructure provide rural food supply road build disaster assistance building facility improve complete \n",
+      "11\t3.57143\tstudent school training work year program child education youth young staff learn study community teacher support train skill opportunity week \n",
+      "12\t3.57143\tcountry leader visit meeting island issue support official security meet member nation state cooperation sign party government continue peace mission \n",
+      "13\t3.57143\tpolice officer rsipf force community report vehicle operation incident investigation suspect continue area boat medium station public commissioner law arrest \n",
+      "\n",
+      "<150> LL/token: -8.20937\n",
+      "<160> LL/token: -8.20592\n",
+      "<170> LL/token: -8.20393\n",
+      "<180> LL/token: -8.20194\n",
+      "<190> LL/token: -8.20167\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national budget policy current bill ministry fund add opposition system year development political propose group minister power change \n",
+      "1\t3.57143\tcompany land issue operation log operate ship area local landowner add director mining process owner accord sign site activity place \n",
+      "2\t3.57143\tcourt case year charge man accuse allege victim high matter yesterday prosecution face public time order allegedly hear money trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital border risk emergency test vaccine week response include travel continue care number \n",
+      "4\t3.57143\tpublic issue report medium statement concern call claim pay decision question raise state payment office action information receive matter give \n",
+      "5\t3.57143\tprovincial province people member election western constituency national week executive guadalcanal day premier yesterday general candidate chief vote office today \n",
+      "6\t3.57143\tdevelopment woman support develop provide policy work country partner include key ensure plan economic partnership sector resource stakeholder address challenge \n",
+      "7\t3.57143\tbusiness country increase market year service tourism percent economy economic cost high industry investment product local growth sector financial fishery \n",
+      "8\t3.57143\tpeople family live day island time life year event church world culture local home late traditional bring celebration visit long \n",
+      "9\t3.57143\tteam good time play event game year week start host today place final yesterday lead stage competition player match hold \n",
+      "10\t3.57143\tproject community water work area support fund infrastructure provide rural food build road disaster building facility assistance supply complete improve \n",
+      "11\t3.57143\tstudent school training year work program child education youth young staff learn study community teacher train support skill week opportunity \n",
+      "12\t3.57143\tcountry leader visit meeting island support issue meet security official member nation state cooperation assistance sign government include continue party \n",
+      "13\t3.57143\tpolice officer rsipf force community report vehicle incident operation investigation public suspect continue medium boat area station law commissioner arrest \n",
+      "\n",
+      "<200> LL/token: -8.20061\n",
+      "<210> LL/token: -8.19946\n",
+      "<220> LL/token: -8.19862\n",
+      "<230> LL/token: -8.19837\n",
+      "<240> LL/token: -8.19731\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget current ministry fund bill add opposition system political year propose minister development corruption decision address \n",
+      "1\t3.57143\tcompany land issue operation log operate ship local landowner director add area mining accord sign process owner place site board \n",
+      "2\t3.57143\tcourt case year charge man accuse allege victim high matter prosecution face public yesterday time order allegedly hear money trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital border risk emergency test vaccine response include continue week travel care situation \n",
+      "4\t3.57143\tissue public report medium statement call concern claim question decision raise pay payment office state action information receive matter money \n",
+      "5\t3.57143\tprovincial province people member election western constituency national executive guadalcanal yesterday week premier day general candidate vote office chief today \n",
+      "6\t3.57143\tdevelopment woman support develop provide country plan include policy work key partner ensure economic resource sector address stakeholder improve partnership \n",
+      "7\t3.57143\tbusiness country increase year market percent tourism economy economic service cost high industry investment product local sector growth financial good \n",
+      "8\t3.57143\tpeople family island live day time life event year church world culture home local late traditional celebration thing bring speak \n",
+      "9\t3.57143\tteam good time play game year week event start lead host today place yesterday final competition group stage player match \n",
+      "10\t3.57143\tproject community water area work support fund infrastructure rural provide food build road disaster building facility assistance supply complete development \n",
+      "11\t3.57143\tstudent school training work year program child education youth young staff learn study teacher community train support week skill opportunity \n",
+      "12\t3.57143\tcountry leader visit island meeting support security official meet member issue state nation continue assistance cooperation government include sign work \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident operation investigation public suspect medium area continue boat station arrest law commissioner \n",
       "\n"
      ]
     },
@@ -4679,89 +4027,89 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<350> LL/token: -8.15769\n",
-      "<360> LL/token: -8.15793\n",
-      "<370> LL/token: -8.15818\n",
-      "<380> LL/token: -8.15727\n",
-      "<390> LL/token: -8.15666\n",
-      "\n",
-      "0\t3.57143\tteam good event time play game host start year place week final today hold competition player match group goal open \n",
-      "1\t3.57143\tcountry development economic support region island develop regional sector partner include key policy global resource cooperation strengthen strategy level address \n",
-      "2\t3.57143\tpeople country visit year island leader nation church today good speak work peace islander culture time day ceremony traditional continue \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue process executive premier western ministry current propose development guadalcanal plan consultation system \n",
-      "4\t3.57143\tcourt case year charge accuse man allege victim matter high public yesterday prosecution order face allegedly time money hear date \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force law report community information continue public investigation security incident member commissioner suspect work ramsi \n",
-      "6\t3.57143\twoman community work program training support child youth opportunity young programme learn family important train encourage participant launch provide skill \n",
-      "7\t3.57143\tmember parliament election leader statement group political decision minister bill opposition party interest candidate vote process general constituency yesterday position \n",
-      "8\t3.57143\tcovid health country medical case people service hospital border risk response include emergency test vaccine province continue care week community \n",
-      "9\t3.57143\tstudent school year week education receive return study teacher travel staff ship number month form confirm yesterday flight start passenger \n",
-      "10\t3.57143\tproject support work service fund development provide rural infrastructure improve area build building community assistance access facility complete funding deliver \n",
-      "11\t3.57143\tpeople water area family village home island find live boat report leave morning body time affect day night late damage \n",
-      "12\t3.57143\tissue public report concern call add raise pay vehicle question state claim action deal payment responsible problem situation people give \n",
-      "13\t3.57143\tbusiness company market local increase tourism log food year percent industry product high economy export sell country activity agriculture mining \n",
-      "\n",
-      "<400> LL/token: -8.15624\n",
-      "<410> LL/token: -8.15681\n",
-      "<420> LL/token: -8.15572\n",
-      "<430> LL/token: -8.15622\n",
-      "<440> LL/token: -8.15541\n",
-      "\n",
-      "0\t3.57143\tteam event good time play host game start year place week hold final competition today player match lead stage yesterday \n",
-      "1\t3.57143\tcountry development island support economic region develop regional include partner sector key policy global cooperation strengthen strategy resource level international \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak good work time peace culture islander ceremony day traditional continue \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue process premier executive western ministry plan propose current add guadalcanal development consultation \n",
-      "4\t3.57143\tcourt case year charge man accuse allege victim high matter prosecution public yesterday order face allegedly time hear money date \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force law report continue information community public investigation security work commissioner suspect incident member ramsi \n",
-      "6\t3.57143\twoman community work program training support child youth opportunity young learn family programme important encourage train provide participant skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political statement decision minister bill opposition candidate party vote general interest process constituency yesterday act \n",
-      "8\t3.57143\tcovid health country medical case people hospital service border response include risk emergency test vaccine continue province week care measure \n",
-      "9\t3.57143\tstudent school year week education receive return study teacher travel staff ship month number form confirm passenger flight start yesterday \n",
-      "10\t3.57143\tproject support service work fund development provide rural infrastructure improve area build community building assistance access road complete facility funding \n",
-      "11\t3.57143\tpeople water area family village home island live find boat disaster leave affect morning body report time day damage night \n",
-      "12\t3.57143\tissue public report concern call raise add state claim pay vehicle question action deal statement payment responsible give problem money \n",
-      "13\t3.57143\tbusiness company market local increase tourism food log year percent industry product economy high export country sell activity agriculture sector \n",
-      "\n",
-      "<450> LL/token: -8.15422\n",
-      "<460> LL/token: -8.15536\n",
-      "<470> LL/token: -8.15485\n",
-      "<480> LL/token: -8.15512\n",
-      "<490> LL/token: -8.15412\n",
-      "\n",
-      "0\t3.57143\tteam event good time play game host start year week place hold final competition today lead player match group goal \n",
-      "1\t3.57143\tcountry development island economic region support develop regional include partner sector key policy strengthen cooperation level resource global strategy challenge \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak good work peace culture time ceremony islander continue traditional day \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue premier executive process ministry western current development propose plan add guadalcanal system \n",
-      "4\t3.57143\tcourt case year charge man accuse allege victim matter high public prosecution yesterday order face allegedly time hear money trial \n",
-      "5\t3.57143\tpolice officer medium rsipf operation report force law continue community information public security investigation commissioner suspect work incident member ramsi \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young family learn programme important provide train participant encourage skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process opposition party statement candidate decision vote general interest constituency people yesterday \n",
-      "8\t3.57143\tcovid health country medical case people hospital service border response risk include emergency test vaccine continue week care community number \n",
-      "9\t3.57143\tstudent school year week education return receive study teacher staff travel month ship form number confirm flight yesterday passenger parent \n",
-      "10\t3.57143\tproject support service work fund development provide rural infrastructure improve community build area building road assistance access facility complete deliver \n",
-      "11\t3.57143\tpeople water area village family home island live find time boat affect disaster body report morning leave day damage late \n",
-      "12\t3.57143\tissue public report concern call raise add state claim pay question statement action deal vehicle payment responsible decision give office \n",
-      "13\t3.57143\tbusiness company market local increase tourism year log food percent industry product country economy high export sell agriculture mining activity \n",
-      "\n",
-      "<500> LL/token: -8.15304\n",
-      "<510> LL/token: -8.15351\n",
-      "<520> LL/token: -8.15205\n",
-      "<530> LL/token: -8.15153\n",
-      "<540> LL/token: -8.15216\n",
-      "\n",
-      "0\t3.57143\tteam event good time play game host year start place week final today competition hold player match group stage lead \n",
-      "1\t3.57143\tcountry development island economic region support develop regional include partner sector key policy resource cooperation level strengthen global strategy challenge \n",
-      "2\t3.57143\tpeople country visit year leader island nation today speak church good work peace culture ceremony islander time continue traditional serve \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue premier process executive western ministry development plan current propose guadalcanal add system \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter prosecution public yesterday face order allegedly time hear money trial \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force law report continue information community public investigation security commissioner suspect incident work ramsi member \n",
-      "6\t3.57143\twoman community work program training support child youth opportunity young programme learn family important train encourage participant provide skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process opposition candidate general party vote yesterday decision statement constituency interest people \n",
-      "8\t3.57143\tcovid health country medical case people hospital service border response risk emergency test vaccine include continue care measure week community \n",
-      "9\t3.57143\tstudent school year week education return receive study teacher staff travel number ship month form yesterday confirm flight start passenger \n",
-      "10\t3.57143\tproject support service work fund development provide rural infrastructure road improve build building area assistance community access complete facility deliver \n",
-      "11\t3.57143\tpeople water area village family island home live find disaster boat affect time body report morning leave day damage life \n",
-      "12\t3.57143\tissue public report concern call raise add state claim statement pay question deal action payment decision give responsible money clear \n",
-      "13\t3.57143\tbusiness company market local increase tourism log year percent food industry product country high economy export sell activity agriculture sector \n",
+      "<250> LL/token: -8.19786\n",
+      "<260> LL/token: -8.19732\n",
+      "<270> LL/token: -8.19618\n",
+      "<280> LL/token: -8.19572\n",
+      "<290> LL/token: -8.19452\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget current ministry fund bill add opposition political system year propose development minister power decision address \n",
+      "1\t3.57143\tcompany land issue operation log ship operate local landowner director area add process mining owner accord follow sign vessel board \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter prosecution yesterday public face time order allegedly hear money trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital border risk emergency test vaccine week travel response include continue care clinic \n",
+      "4\t3.57143\tissue public report medium statement concern call raise question claim decision pay payment office state action information deal matter receive \n",
+      "5\t3.57143\tprovincial province people member election western constituency national executive guadalcanal week premier day yesterday general candidate vote chief office today \n",
+      "6\t3.57143\tdevelopment woman support develop provide include work ensure key policy plan partner country resource economic stakeholder sector address partnership challenge \n",
+      "7\t3.57143\tbusiness country increase market year tourism percent economy economic service cost high investment industry local sector product growth financial benefit \n",
+      "8\t3.57143\tpeople family live day island life year time event church world culture home late local traditional thing celebration bring speak \n",
+      "9\t3.57143\tteam good time play week game event start year place lead host yesterday today final stage competition player match group \n",
+      "10\t3.57143\tproject community water work area support fund infrastructure rural provide food road build disaster building facility assistance supply people improve \n",
+      "11\t3.57143\tstudent school training year work program child education youth young staff learn study teacher train community skill week support opportunity \n",
+      "12\t3.57143\tcountry leader visit island support meeting official security meet issue nation member assistance government state include sign cooperation continue peace \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident investigation operation public suspect continue area boat medium station arrest commissioner law \n",
+      "\n",
+      "<300> LL/token: -8.19529\n",
+      "<310> LL/token: -8.19405\n",
+      "<320> LL/token: -8.19536\n",
+      "<330> LL/token: -8.19466\n",
+      "<340> LL/token: -8.19391\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget current bill ministry fund add opposition political system development year propose minister decision ensure process \n",
+      "1\t3.57143\tcompany land issue operation log operate ship director local landowner add area mining process sign vessel accord owner place carry \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face time order allegedly hear money trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital border risk emergency test vaccine response week include continue care travel situation \n",
+      "4\t3.57143\tissue report public medium statement concern call question raise claim decision pay payment state action office information deal matter add \n",
+      "5\t3.57143\tprovincial province people member election western constituency executive national guadalcanal day yesterday premier week general candidate vote office chief today \n",
+      "6\t3.57143\tdevelopment woman support develop provide work include plan key policy ensure country partner resource economic address stakeholder sector improve strategy \n",
+      "7\t3.57143\tbusiness country increase market year percent tourism economy economic service cost investment high industry local product sector growth financial fishery \n",
+      "8\t3.57143\tpeople family day live island year life time event church world culture late home local traditional celebration child good thing \n",
+      "9\t3.57143\tteam time good play event game week year start today yesterday host lead place final stage competition player match group \n",
+      "10\t3.57143\tproject community water area work fund support infrastructure rural food build road provide building disaster people facility supply assistance complete \n",
+      "11\t3.57143\tstudent school work training year program education child youth young staff learn study teacher community train support skill week opportunity \n",
+      "12\t3.57143\tcountry leader visit island support meeting security official meet nation issue assistance state member include cooperation government continue sign work \n",
+      "13\t3.57143\tpolice officer rsipf force community report vehicle incident investigation operation public suspect boat medium continue area station arrest law commissioner \n",
+      "\n",
+      "<350> LL/token: -8.19276\n",
+      "<360> LL/token: -8.19232\n",
+      "<370> LL/token: -8.1919\n",
+      "<380> LL/token: -8.19284\n",
+      "<390> LL/token: -8.19387\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget fund current ministry bill opposition political add system development year propose minister address ensure change \n",
+      "1\t3.57143\tcompany land operation issue log operate ship director local landowner area add mining process vessel follow accord carry owner sign \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face order time allegedly money hear trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital border risk emergency test vaccine include response week continue care provide situation \n",
+      "4\t3.57143\tissue report public medium statement concern call raise question claim decision pay state payment action office deal add information matter \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive national yesterday guadalcanal premier week day general candidate vote office chief today \n",
+      "6\t3.57143\tdevelopment woman support develop provide plan include ensure key resource partner work policy economic country stakeholder sector address management strategy \n",
+      "7\t3.57143\tbusiness country increase market year percent tourism economy economic cost investment service high industry local product sector growth financial fishery \n",
+      "8\t3.57143\tpeople family day live year island life time event church world culture late home local traditional bring celebration thing good \n",
+      "9\t3.57143\tteam time good play week game start year event yesterday today place host final lead stage group competition player match \n",
+      "10\t3.57143\tproject community water area work fund support infrastructure rural provide build road food building people disaster facility supply assistance complete \n",
+      "11\t3.57143\tstudent school work year training program child education youth staff learn study young teacher community train week skill support opportunity \n",
+      "12\t3.57143\tcountry leader visit island support meeting security official meet government assistance nation issue state member include sign work continue cooperation \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident investigation operation public suspect continue medium boat station arrest area commissioner law \n",
+      "\n",
+      "<400> LL/token: -8.19239\n",
+      "<410> LL/token: -8.19211\n",
+      "<420> LL/token: -8.19155\n",
+      "<430> LL/token: -8.19132\n",
+      "<440> LL/token: -8.1919\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget current fund ministry bill development add system political opposition year propose minister ensure process corruption \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner local director mining process add vessel area sign owner accord follow board \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public prosecution face yesterday time order allegedly hear money trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital border risk emergency week test vaccine response include care continue provide situation \n",
+      "4\t3.57143\tissue report public medium statement concern call decision raise question claim pay payment state action deal office information add matter \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive national guadalcanal premier yesterday week day general candidate vote chief office today \n",
+      "6\t3.57143\tdevelopment woman support develop provide plan include resource key work ensure policy country partner economic address stakeholder management strategy challenge \n",
+      "7\t3.57143\tbusiness country increase market year tourism economy percent economic cost service investment high industry local sector product growth financial fishery \n",
+      "8\t3.57143\tpeople family day year life live island time event church world culture late local home bring traditional thing celebration good \n",
+      "9\t3.57143\tteam good time play week game event year start yesterday today place lead host final competition stage hold player match \n",
+      "10\t3.57143\tproject community water area work support fund infrastructure rural road build provide food people building disaster facility supply assistance complete \n",
+      "11\t3.57143\tstudent school work training year program child education youth staff learn study teacher train young support skill community week opportunity \n",
+      "12\t3.57143\tcountry leader visit support island meeting security meet official assistance member nation issue state government cooperation include sign continue work \n",
+      "13\t3.57143\tpolice officer rsipf force community report vehicle incident investigation operation public suspect continue area boat medium station arrest law commissioner \n",
       "\n"
      ]
     },
@@ -4769,89 +4117,89 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<550> LL/token: -8.14992\n",
-      "<560> LL/token: -8.1502\n",
-      "<570> LL/token: -8.15068\n",
-      "<580> LL/token: -8.14992\n",
-      "<590> LL/token: -8.15095\n",
-      "\n",
-      "0\t3.57143\tteam good event time play year game start host week place final competition lead player today match hold open goal \n",
-      "1\t3.57143\tcountry development economic region island support develop regional include partner sector key resource strengthen policy cooperation global strategy level challenge \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak good peace culture ceremony islander work time serve continue traditional \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue premier executive process ministry western development propose current add plan guadalcanal meeting \n",
-      "4\t3.57143\tcourt case man charge year accuse allege victim high matter prosecution public yesterday face time allegedly order hear money trial \n",
-      "5\t3.57143\tpolice officer medium rsipf operation force report information continue community public law security investigation commissioner suspect work incident member ramsi \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young programme learn family important train participant provide encourage skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process opposition people candidate general party vote yesterday constituency interest act decision \n",
-      "8\t3.57143\tcovid health country medical case people hospital service border response include risk emergency test vaccine continue care week measure number \n",
-      "9\t3.57143\tstudent school year week education receive study return teacher travel staff month ship number form confirm passenger start time flight \n",
-      "10\t3.57143\tproject support service work fund provide development rural infrastructure improve build road area building assistance community access complete facility deliver \n",
-      "11\t3.57143\tpeople water area family village island home live find disaster affect boat report time body day morning leave damage resident \n",
-      "12\t3.57143\tissue public report concern call raise statement state claim add question pay deal action decision payment law give responsible office \n",
-      "13\t3.57143\tbusiness company market local increase tourism year log percent food industry product country high economy export sell agriculture sector activity \n",
-      "\n",
-      "<600> LL/token: -8.1507\n",
-      "<610> LL/token: -8.15155\n",
-      "<620> LL/token: -8.1507\n",
-      "<630> LL/token: -8.15121\n",
-      "<640> LL/token: -8.15185\n",
-      "\n",
-      "0\t3.57143\tteam good event time play game start year host place week final hold competition group player match today stage lead \n",
-      "1\t3.57143\tcountry development support region island economic develop regional sector include partner key policy resource cooperation global address strengthen strategy level \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak good time peace culture work ceremony islander continue serve day \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue executive premier process western ministry current plan development propose guadalcanal add meeting \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter public prosecution yesterday face time allegedly order hear money trial \n",
-      "5\t3.57143\tpolice officer rsipf medium operation force report public continue information law vehicle community investigation security suspect commissioner incident ramsi work \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young programme learn family important train encourage participant provide skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process candidate general people yesterday vote constituency party interest opposition act decision \n",
-      "8\t3.57143\tcovid health country case medical people hospital response service border risk include emergency test vaccine continue care week measure number \n",
-      "9\t3.57143\tstudent school year week education receive study travel teacher return staff ship month form number passenger yesterday confirm start flight \n",
-      "10\t3.57143\tproject support service work fund development provide rural infrastructure improve build building area road assistance access facility complete funding include \n",
-      "11\t3.57143\tpeople water area village family island home live affect disaster find boat report time community body morning damage leave problem \n",
-      "12\t3.57143\tissue public report concern call statement raise state claim question add pay deal decision action medium payment give law office \n",
-      "13\t3.57143\tbusiness company market local increase tourism year log percent industry food country product economy high export sell activity agriculture mining \n",
-      "\n",
-      "<650> LL/token: -8.15169\n",
-      "<660> LL/token: -8.1524\n",
-      "<670> LL/token: -8.15212\n",
-      "<680> LL/token: -8.15212\n",
-      "<690> LL/token: -8.15138\n",
-      "\n",
-      "0\t3.57143\tteam good time event play game year start host place week final hold competition today player group match lead stage \n",
-      "1\t3.57143\tcountry development region support island economic develop regional partner include sector key resource policy global cooperation strengthen level address strategy \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church good speak peace work culture continue ceremony islander time event serve \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue premier executive process ministry western plan development current add guadalcanal propose meeting \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter prosecution public yesterday face time allegedly order hear money trial \n",
-      "5\t3.57143\tpolice officer rsipf medium operation force report public information continue vehicle law community security investigation suspect commissioner incident ramsi conduct \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young programme family learn train provide encourage important participant skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process candidate constituency general vote yesterday party act interest official people hold \n",
-      "8\t3.57143\tcovid health country case medical people hospital service response risk emergency test vaccine include continue border care measure week number \n",
-      "9\t3.57143\tstudent school year week education receive study travel teacher return staff ship month number form passenger yesterday time start flight \n",
-      "10\t3.57143\tproject support service work fund provide development rural infrastructure improve build building area assistance road complete access deliver include facility \n",
-      "11\t3.57143\tpeople water area village island family home live disaster find affect boat report time community damage problem morning body life \n",
-      "12\t3.57143\tissue public report concern statement call state raise claim question medium add pay decision deal action payment law give office \n",
-      "13\t3.57143\tbusiness company market local increase tourism year log percent industry country food product economy high export sell activity agriculture mining \n",
-      "\n",
-      "<700> LL/token: -8.15324\n",
-      "<710> LL/token: -8.15259\n",
-      "<720> LL/token: -8.15315\n",
-      "<730> LL/token: -8.154\n",
-      "<740> LL/token: -8.15507\n",
-      "\n",
-      "0\t3.57143\tteam good time event play game start host year place week final hold competition player today match lead goal stage \n",
-      "1\t3.57143\tcountry development region island economic support develop regional include partner sector key policy cooperation strengthen resource global level strategy address \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak good peace culture time work ceremony islander event continue day \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue premier executive western process ministry development current people guadalcanal propose add plan \n",
-      "4\t3.57143\tcourt case man charge year accuse allege victim high matter public prosecution yesterday face time allegedly order hear money trial \n",
-      "5\t3.57143\tpolice officer rsipf operation force medium public report continue law vehicle community investigation security suspect incident commissioner information ramsi work \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young programme family learn important train provide encourage participant skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process general candidate constituency vote yesterday act party official people interest decision \n",
-      "8\t3.57143\tcovid health country case medical people hospital service response risk emergency test vaccine continue include care week measure border clinic \n",
-      "9\t3.57143\tstudent school year week education receive study travel teacher return staff ship number month yesterday passenger form start confirm time \n",
-      "10\t3.57143\tproject support service work fund provide development rural infrastructure improve build building area assistance road complete access facility deliver funding \n",
-      "11\t3.57143\tpeople water area island village family home live disaster affect community find boat report time problem damage morning life clean \n",
-      "12\t3.57143\tissue public report concern medium statement call state raise claim question add pay deal decision action payment law matter give \n",
-      "13\t3.57143\tbusiness company market local increase year tourism log percent industry country food product economy high export sell agriculture sector activity \n",
+      "<450> LL/token: -8.19034\n",
+      "<460> LL/token: -8.19059\n",
+      "<470> LL/token: -8.18992\n",
+      "<480> LL/token: -8.19134\n",
+      "<490> LL/token: -8.1905\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget current fund ministry development bill year political system add propose ensure process minister address corruption \n",
+      "1\t3.57143\tcompany land operation issue log operate ship landowner director local add process mining vessel sign follow owner accord board area \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public yesterday prosecution face order time allegedly hear money trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital risk emergency test vaccine response border continue week include care provide number \n",
+      "4\t3.57143\tissue report public medium statement concern call decision question raise claim pay payment state action office deal add information matter \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive national guadalcanal week day yesterday premier general candidate office vote chief today \n",
+      "6\t3.57143\tdevelopment woman support develop provide include country plan ensure key resource work partner address management policy economic stakeholder improve strategy \n",
+      "7\t3.57143\tbusiness country increase market year economic tourism percent economy cost investment high service local industry sector product growth financial benefit \n",
+      "8\t3.57143\tpeople family day live year life island time event church world culture local late good traditional home child speak celebration \n",
+      "9\t3.57143\tteam time good play game week year start event today yesterday place host lead final competition stage player match group \n",
+      "10\t3.57143\tproject community water area work fund support infrastructure rural road people build provide building disaster food facility supply complete assistance \n",
+      "11\t3.57143\tstudent school year work training program education child youth staff learn study teacher young train week support skill community opportunity \n",
+      "12\t3.57143\tcountry leader visit support island meeting security official meet assistance issue include government member state nation cooperation sign work continue \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident investigation public operation suspect medium boat station arrest area continue law commissioner \n",
+      "\n",
+      "<500> LL/token: -8.18948\n",
+      "<510> LL/token: -8.18944\n",
+      "<520> LL/token: -8.19017\n",
+      "<530> LL/token: -8.19027\n",
+      "<540> LL/token: -8.18925\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget fund ministry current bill system development add political year process ensure propose minister address change \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner director local add process mining vessel sign owner follow flight carry travel \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face time order allegedly money hear represent \n",
+      "3\t3.57143\tcovid health country service medical case people hospital risk response emergency test vaccine include border week continue care measure situation \n",
+      "4\t3.57143\tissue report public medium statement concern call decision raise question claim state pay payment action office deal add information matter \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive yesterday guadalcanal national premier day week general chief candidate vote office today \n",
+      "6\t3.57143\tdevelopment woman support develop provide include plan resource key ensure country partner economic work policy management address stakeholder sector strategy \n",
+      "7\t3.57143\tbusiness country increase market year tourism percent economy economic investment cost local industry high service sector product growth benefit fishery \n",
+      "8\t3.57143\tpeople family day year live life time island event church world culture late local child good traditional home bring celebration \n",
+      "9\t3.57143\tteam time good play week game start year event today place yesterday lead host final stage competition group player match \n",
+      "10\t3.57143\tproject community water area work fund infrastructure support rural road build people provide building disaster facility food supply development complete \n",
+      "11\t3.57143\tstudent school work year training program education child youth staff learn study teacher young train week skill support opportunity community \n",
+      "12\t3.57143\tcountry leader visit support island meeting security official meet assistance government continue member work state include issue cooperation nation sign \n",
+      "13\t3.57143\tpolice officer rsipf force community report vehicle incident investigation operation public suspect medium continue boat arrest station area commissioner law \n",
+      "\n",
+      "<550> LL/token: -8.18929\n",
+      "<560> LL/token: -8.18888\n",
+      "<570> LL/token: -8.18836\n",
+      "<580> LL/token: -8.18663\n",
+      "<590> LL/token: -8.18802\n",
+      "\n",
+      "0\t3.57143\tgovernment parliament national policy budget ministry fund development current bill system political add year propose address minister process change ensure \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner local add director mining vessel process travel flight passenger sign owner follow \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face time order allegedly money hear trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital response risk emergency test vaccine include week border care continue number measure \n",
+      "4\t3.57143\tissue report public medium statement concern call decision raise question claim state pay action payment deal add office information matter \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive guadalcanal yesterday premier national week day general office candidate vote chief today \n",
+      "6\t3.57143\tdevelopment woman support develop include provide plan key ensure resource partner work country management stakeholder address policy economic sector strategy \n",
+      "7\t3.57143\tbusiness country increase market year economic tourism economy percent investment local high industry cost sector service product growth food fishery \n",
+      "8\t3.57143\tpeople family day year live time life island event church world culture late local home good child traditional speak young \n",
+      "9\t3.57143\tteam good time play week year game event start today yesterday lead place final host stage competition group player match \n",
+      "10\t3.57143\tproject community water area work fund infrastructure support rural people road build provide building disaster facility complete supply development assistance \n",
+      "11\t3.57143\tstudent school work training program year education child youth staff learn study teacher train young week support skill opportunity community \n",
+      "12\t3.57143\tcountry leader visit support island meeting security official meet assistance government include state continue sign work member cooperation issue nation \n",
+      "13\t3.57143\tpolice officer rsipf force report community incident vehicle investigation operation public suspect continue medium arrest boat station law area commissioner \n",
+      "\n",
+      "<600> LL/token: -8.18749\n",
+      "<610> LL/token: -8.18772\n",
+      "<620> LL/token: -8.18698\n",
+      "<630> LL/token: -8.18637\n",
+      "<640> LL/token: -8.18712\n",
+      "\n",
+      "0\t3.57143\tgovernment national parliament policy budget ministry fund current development bill political year system add process ensure propose change minister reform \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner local process director add follow mining travel vessel sign owner flight carry \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public yesterday prosecution face time order money allegedly hear trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital risk response emergency test vaccine include care continue border week number clinic \n",
+      "4\t3.57143\tissue report public medium statement concern call decision raise question claim state action pay payment add deal office information matter \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive guadalcanal premier yesterday national general day week office candidate vote chief today \n",
+      "6\t3.57143\tdevelopment woman support develop plan include key resource provide country ensure partner management policy address stakeholder work sector strategy economic \n",
+      "7\t3.57143\tbusiness country increase market year economic tourism economy percent local investment cost industry high sector food product growth service fishery \n",
+      "8\t3.57143\tpeople family day year live life time island event church world culture child late traditional good local speak home young \n",
+      "9\t3.57143\tteam time good play week year game start event yesterday today place host final lead stage competition player match group \n",
+      "10\t3.57143\tproject community water area work fund infrastructure people support road rural build provide building disaster facility development complete supply affect \n",
+      "11\t3.57143\tstudent school work training year program education child youth staff study learn teacher train young week skill opportunity support form \n",
+      "12\t3.57143\tcountry leader support visit island meeting official security meet assistance state government work member include nation cooperation continue sign issue \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident investigation public operation suspect medium continue boat area arrest station law commissioner \n",
       "\n"
      ]
     },
@@ -4859,89 +4207,89 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<750> LL/token: -8.15626\n",
-      "<760> LL/token: -8.15585\n",
-      "<770> LL/token: -8.1554\n",
-      "<780> LL/token: -8.15657\n",
-      "<790> LL/token: -8.15644\n",
-      "\n",
-      "0\t3.57143\tteam good time event play game year start host place final week competition group player match stage lead today open \n",
-      "1\t3.57143\tcountry development region support economic island develop regional include partner sector policy key resource global strengthen strategy address level challenge \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church good speak peace culture continue work ceremony time islander serve event \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue premier western executive plan ministry people process current development guadalcanal propose add \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter yesterday prosecution public face time order allegedly hear money trial \n",
-      "5\t3.57143\tpolice officer rsipf operation force continue public report medium vehicle community law investigation security suspect commissioner incident ramsi involve information \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young programme family learn important encourage train participant provide skill awareness \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process general candidate constituency act vote yesterday party office interest people official \n",
-      "8\t3.57143\tcovid health country case medical people service hospital response include risk emergency test vaccine care continue week measure number clinic \n",
-      "9\t3.57143\tstudent school year week education study travel receive return teacher staff ship month yesterday passenger number form time start confirm \n",
-      "10\t3.57143\tproject support service work fund development provide rural infrastructure improve build building area assistance road complete access deliver facility funding \n",
-      "11\t3.57143\tpeople water area island village family home live disaster affect find community boat report time problem damage clean food life \n",
-      "12\t3.57143\tissue public report concern medium statement call raise claim state question decision add deal pay action payment law matter clear \n",
-      "13\t3.57143\tbusiness company market local increase tourism year log percent industry country product food high economy export sell sector good agriculture \n",
-      "\n",
-      "<800> LL/token: -8.15661\n",
-      "<810> LL/token: -8.15611\n",
-      "<820> LL/token: -8.1568\n",
-      "<830> LL/token: -8.15726\n",
-      "<840> LL/token: -8.15746\n",
-      "\n",
-      "0\t3.57143\tteam good time event play game year start host place final week competition player match today goal group yesterday hold \n",
-      "1\t3.57143\tcountry development region economic island support develop regional partner include sector policy key resource address strengthen level global strategy international \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church good speak peace culture work ceremony time serve islander day traditional \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue people premier western ministry executive add current plan process guadalcanal development propose \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter prosecution yesterday public face time order allegedly hear money trial \n",
-      "5\t3.57143\tpolice officer rsipf operation force continue medium public report vehicle community law investigation security incident commissioner suspect ramsi station involve \n",
-      "6\t3.57143\twoman community work program training child support youth young opportunity family programme learn important train provide participant encourage skill activity \n",
-      "7\t3.57143\tmember parliament election leader group political minister bill process general act candidate vote constituency yesterday party office hold interest corruption \n",
-      "8\t3.57143\tcovid health country case medical people hospital service response emergency test vaccine include risk care continue measure week clinic number \n",
-      "9\t3.57143\tstudent school year week education travel receive study return teacher staff ship month passenger start form yesterday add number time \n",
-      "10\t3.57143\tproject support service work fund development provide rural infrastructure improve build building assistance area road access include complete deliver australian \n",
-      "11\t3.57143\tpeople water area island village live family home disaster community affect find boat report problem food damage clean time sea \n",
-      "12\t3.57143\tissue public report concern medium statement call raise claim state question decision deal pay add action payment matter responsible give \n",
-      "13\t3.57143\tbusiness company market local increase tourism year log percent industry country product economy high food export sell sector agriculture activity \n",
-      "\n",
-      "<850> LL/token: -8.15823\n",
-      "<860> LL/token: -8.15882\n",
-      "<870> LL/token: -8.15824\n",
-      "<880> LL/token: -8.15808\n",
-      "<890> LL/token: -8.15837\n",
-      "\n",
-      "0\t3.57143\tteam good time event play game start year place host week final competition player match hold group stage lead goal \n",
-      "1\t3.57143\tcountry development region economic support island develop regional partner include sector policy key resource level global strengthen strategy address challenge \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak peace good culture work event ceremony time islander day traditional \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue premier people executive western development ministry add plan current process guadalcanal propose \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter public prosecution yesterday face time allegedly order hear money trial \n",
-      "5\t3.57143\tpolice officer rsipf operation force public continue report vehicle medium investigation law community incident security commissioner suspect ramsi information involve \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young family programme learn train encourage important participant skill awareness launch \n",
-      "7\t3.57143\tmember parliament election leader political group minister bill process general yesterday candidate act constituency vote party office official interest corruption \n",
-      "8\t3.57143\tcovid health country case medical people hospital service response include emergency test vaccine risk care continue number week measure clinic \n",
-      "9\t3.57143\tstudent school year week education receive travel study return teacher staff ship month passenger form start time add yesterday number \n",
-      "10\t3.57143\tproject support service work fund provide development rural infrastructure improve build building assistance area road complete deliver facility access funding \n",
-      "11\t3.57143\tpeople water area island village community live family disaster home affect find boat report problem food damage time clean life \n",
-      "12\t3.57143\tissue public report medium concern statement call state raise claim question decision add deal pay action payment matter give clear \n",
-      "13\t3.57143\tbusiness company market local increase year tourism log percent industry country product economy export high sell food sector activity agriculture \n",
-      "\n",
-      "<900> LL/token: -8.15956\n",
-      "<910> LL/token: -8.15944\n",
-      "<920> LL/token: -8.15864\n",
-      "<930> LL/token: -8.15853\n",
-      "<940> LL/token: -8.15791\n",
-      "\n",
-      "0\t3.57143\tteam good time event play year game start host place final week today competition player lead match group stage goal \n",
-      "1\t3.57143\tcountry development region economic support island develop regional include sector partner policy key resource global strengthen level strategy address challenge \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak good peace culture ceremony work event time islander continue serve \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue people premier executive western ministry add current plan guadalcanal development propose process \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter prosecution public yesterday time face allegedly order hear money trial \n",
-      "5\t3.57143\tpolice officer rsipf force operation public vehicle continue report medium investigation law community security incident commissioner suspect ramsi station information \n",
-      "6\t3.57143\twoman community work program training child support youth opportunity young family programme learn provide train important encourage participant skill awareness \n",
-      "7\t3.57143\tmember parliament election leader political minister group bill process general candidate act constituency vote yesterday party office hold corruption official \n",
-      "8\t3.57143\tcovid health country case medical people hospital service response emergency test vaccine risk continue include week care number measure clinic \n",
-      "9\t3.57143\tstudent school year week education travel study receive teacher return staff ship month yesterday passenger form confirm time start number \n",
-      "10\t3.57143\tproject support service work fund provide development rural infrastructure improve build building assistance area road complete access deliver facility include \n",
-      "11\t3.57143\tpeople water area island village live community disaster home family affect find boat report problem food damage clean time sea \n",
-      "12\t3.57143\tissue public report medium concern statement call raise state claim question decision deal action add pay payment give matter clear \n",
-      "13\t3.57143\tbusiness company market local increase year tourism log percent country industry high product economy export food sell sector activity investment \n",
+      "<650> LL/token: -8.1885\n",
+      "<660> LL/token: -8.18728\n",
+      "<670> LL/token: -8.18634\n",
+      "<680> LL/token: -8.18613\n",
+      "<690> LL/token: -8.18584\n",
+      "\n",
+      "0\t3.57143\tgovernment national parliament policy budget ministry fund development year current bill political system process add ensure propose address minister reform \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner local director process mining travel vessel follow owner passenger accord sign flight \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face time money order allegedly hear trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital response emergency test risk vaccine include border week continue care situation clinic \n",
+      "4\t3.57143\tissue report public medium statement concern call decision raise question claim state action add pay deal payment group office opposition \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive yesterday premier national guadalcanal general day week candidate office vote chief confidence \n",
+      "6\t3.57143\tdevelopment woman support develop provide include key plan resource country work management ensure partner address economic strategy stakeholder sector launch \n",
+      "7\t3.57143\tbusiness country increase market year economic tourism economy percent local investment food high industry cost sector product growth fishery agriculture \n",
+      "8\t3.57143\tpeople family day year life live time event island church world culture child late traditional local home good speak young \n",
+      "9\t3.57143\tteam time good play week game start year yesterday today event place lead host final competition stage player match end \n",
+      "10\t3.57143\tproject community water area work fund infrastructure support people rural build road provide building disaster facility service supply complete development \n",
+      "11\t3.57143\tstudent school work year training program education child youth staff study learn teacher week train young skill opportunity support form \n",
+      "12\t3.57143\tcountry leader visit support island meeting security official meet assistance government work include continue cooperation nation sign member state issue \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident public investigation operation suspect medium continue arrest boat station law commissioner area \n",
+      "\n",
+      "<700> LL/token: -8.18619\n",
+      "<710> LL/token: -8.18611\n",
+      "<720> LL/token: -8.18515\n",
+      "<730> LL/token: -8.18523\n",
+      "<740> LL/token: -8.18455\n",
+      "\n",
+      "0\t3.57143\tgovernment national parliament policy budget development ministry fund current year bill political system add ensure service public process propose minister \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner local process director travel mining vessel follow sign accord contract owner flight \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time order money allegedly hear trial \n",
+      "3\t3.57143\tcovid health country service medical case people hospital risk response emergency test include vaccine week border continue care number clinic \n",
+      "4\t3.57143\tissue report medium public statement concern call decision raise question claim state add action pay deal payment group opposition matter \n",
+      "5\t3.57143\tprovincial province member people election western constituency executive yesterday premier national general guadalcanal week day office candidate chief vote parliament \n",
+      "6\t3.57143\twoman development support develop include key plan country provide resource ensure management partner work economic address stakeholder strategy focus sector \n",
+      "7\t3.57143\tbusiness country increase market year tourism economic economy percent local investment food high industry sector cost product growth fishery agriculture \n",
+      "8\t3.57143\tpeople family day year life time live island event church world culture child young traditional late good home celebration speak \n",
+      "9\t3.57143\tteam time good play week year game start yesterday today event place lead final host stage competition player match hold \n",
+      "10\t3.57143\tproject community area water work infrastructure fund people support rural road build building provide disaster facility service complete supply development \n",
+      "11\t3.57143\tstudent school work year training program education child youth staff study learn teacher train week skill opportunity young support form \n",
+      "12\t3.57143\tcountry leader visit support island meeting security official meet assistance government work nation include continue cooperation state sign member region \n",
+      "13\t3.57143\tpolice officer rsipf force report community incident vehicle investigation operation public suspect continue medium boat arrest station area commissioner involve \n",
+      "\n",
+      "<750> LL/token: -8.1842\n",
+      "<760> LL/token: -8.18512\n",
+      "<770> LL/token: -8.18476\n",
+      "<780> LL/token: -8.18562\n",
+      "<790> LL/token: -8.18446\n",
+      "\n",
+      "0\t3.57143\tgovernment national parliament policy budget development ministry fund year public current bill system service ensure add process address propose minister \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner local director process follow mining vessel business travel pay accord contract add \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time order money allegedly hear trial \n",
+      "3\t3.57143\tcovid health country medical case service people hospital risk response week emergency test vaccine include border care continue number measure \n",
+      "4\t3.57143\tissue report medium statement public concern call decision question raise claim state action deal add group pay payment opposition office \n",
+      "5\t3.57143\tprovincial member province people election constituency executive western yesterday premier general guadalcanal national day week candidate office vote chief parliament \n",
+      "6\t3.57143\twoman development support develop provide plan key include work resource country ensure management partner address sector stakeholder strategy economic community \n",
+      "7\t3.57143\tbusiness country increase market year economic tourism economy local percent food investment industry high cost sector product growth fishery agriculture \n",
+      "8\t3.57143\tpeople family year day live life time island event church world culture late young good child traditional local home celebration \n",
+      "9\t3.57143\tteam time good play week game year start event today yesterday lead place final host competition stage player match group \n",
+      "10\t3.57143\tproject community area water work infrastructure people fund support rural build road provide building disaster facility service complete site supply \n",
+      "11\t3.57143\tstudent school work year training program education child youth staff study learn teacher train week skill young support opportunity form \n",
+      "12\t3.57143\tcountry leader visit support island meeting security official meet assistance include continue government nation work state member sign cooperation region \n",
+      "13\t3.57143\tpolice officer rsipf force report community incident vehicle public investigation operation suspect continue medium boat station arrest commissioner area law \n",
+      "\n",
+      "<800> LL/token: -8.18469\n",
+      "<810> LL/token: -8.18514\n",
+      "<820> LL/token: -8.18425\n",
+      "<830> LL/token: -8.1835\n",
+      "<840> LL/token: -8.1834\n",
+      "\n",
+      "0\t3.57143\tgovernment national parliament policy budget ministry development year public fund service add bill current system ensure process propose address reform \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner local process director mining travel vessel accord follow contract owner sign pay \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public yesterday prosecution face time order money allegedly hear trial \n",
+      "3\t3.57143\tcovid health country service medical people case hospital risk response emergency test vaccine include border week care continue number clinic \n",
+      "4\t3.57143\tissue report medium statement public concern call decision raise question claim state action deal add group payment pay opposition office \n",
+      "5\t3.57143\tprovincial member province people election constituency western executive premier yesterday general guadalcanal national day week candidate office vote chief parliament \n",
+      "6\t3.57143\twoman development support develop country key include provide plan resource work management partner ensure address sector strategy launch stakeholder economic \n",
+      "7\t3.57143\tbusiness country increase market year local economic tourism economy food percent investment industry high sector cost product growth fishery agriculture \n",
+      "8\t3.57143\tpeople family day year life live time event island church world culture child young traditional late good speak home local \n",
+      "9\t3.57143\tteam time good play week year game start yesterday event today place lead final host stage competition player match hold \n",
+      "10\t3.57143\tproject community area water work infrastructure people fund support rural road build provide building disaster service facility development complete site \n",
+      "11\t3.57143\tstudent school work training program year education child youth staff study learn teacher train week skill young support opportunity form \n",
+      "12\t3.57143\tcountry visit leader support island meeting official security meet assistance work include continue state member cooperation nation sign government region \n",
+      "13\t3.57143\tpolice officer rsipf force report community incident vehicle public operation investigation suspect continue medium arrest boat station area law commissioner \n",
       "\n"
      ]
     },
@@ -4949,98 +4297,96 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<950> LL/token: -8.15847\n",
-      "<960> LL/token: -8.15942\n",
-      "<970> LL/token: -8.16005\n",
-      "<980> LL/token: -8.15971\n",
-      "<990> LL/token: -8.15932\n",
-      "\n",
-      "0\t3.57143\tteam good time event play game start year place host final week competition hold player match today stage lead goal \n",
-      "1\t3.57143\tcountry development region economic support island develop regional sector include partner policy key resource strengthen global level address strategy ensure \n",
-      "2\t3.57143\tpeople country visit year leader island nation today church speak good peace work culture ceremony event islander continue serve time \n",
-      "3\t3.57143\tgovernment provincial province national land policy budget issue people executive premier western add plan ministry current guadalcanal development propose process \n",
-      "4\t3.57143\tcourt case man year charge accuse allege victim high matter public prosecution yesterday face time allegedly hear order money trial \n",
-      "5\t3.57143\tpolice officer rsipf operation force public continue vehicle report medium investigation law incident community commissioner suspect security ramsi station involve \n",
-      "6\t3.57143\twoman community work program training child support youth young opportunity family learn programme important train encourage participant skill awareness provide \n",
-      "7\t3.57143\tmember parliament election leader political group minister bill process general act constituency candidate vote yesterday party office hold official corruption \n",
-      "8\t3.57143\tcovid health country case medical people hospital service response include risk emergency test vaccine week continue care measure border clinic \n",
-      "9\t3.57143\tstudent school year week education receive study travel teacher return staff ship month yesterday passenger form time start number add \n",
-      "10\t3.57143\tproject support service work fund provide development rural infrastructure improve assistance build building area road complete access deliver include australian \n",
-      "11\t3.57143\tpeople water area island village community live disaster home family affect find boat report food problem damage clean time sea \n",
-      "12\t3.57143\tissue public report medium concern statement call raise state claim question decision deal add action pay payment matter clear give \n",
-      "13\t3.57143\tbusiness company market local increase year tourism log percent country industry product economy high export sell agriculture activity food good \n",
-      "\n",
-      "<1000> LL/token: -8.16099\n",
+      "<850> LL/token: -8.18374\n",
+      "<860> LL/token: -8.18321\n",
+      "<870> LL/token: -8.18341\n",
+      "<880> LL/token: -8.18405\n",
+      "<890> LL/token: -8.18348\n",
+      "\n",
+      "0\t3.57143\tgovernment national policy parliament development budget ministry year fund public service current bill system ensure process add address propose reform \n",
+      "1\t3.57143\tcompany land operation log issue operate ship landowner travel director process local business pay mining follow vessel add owner carry \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face order money time allegedly hear trial \n",
+      "3\t3.57143\tcovid health country medical case service people hospital risk response emergency test vaccine include week border care continue number situation \n",
+      "4\t3.57143\tissue report medium statement concern decision call public raise question state claim add action deal opposition group payment pay office \n",
+      "5\t3.57143\tprovincial member province people election constituency western executive yesterday premier general week national guadalcanal day candidate office vote parliament chief \n",
+      "6\t3.57143\twoman development support develop key include provide management plan work resource country ensure partner address economic strategy launch stakeholder challenge \n",
+      "7\t3.57143\tbusiness country increase market year economic tourism food economy local percent investment high industry sector product growth cost fishery agriculture \n",
+      "8\t3.57143\tpeople family day year live life time event island church world culture young child late local traditional bring good home \n",
+      "9\t3.57143\tteam good time play week start year game yesterday event today place final host lead competition stage player match month \n",
+      "10\t3.57143\tproject community water area work people infrastructure fund support rural road build building service provide disaster facility complete supply site \n",
+      "11\t3.57143\tstudent school work year training program education child youth staff study learn teacher week train skill support young opportunity form \n",
+      "12\t3.57143\tcountry visit leader support island meeting security official meet assistance include continue work government state cooperation nation sign member peace \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident public investigation operation suspect medium continue boat arrest station law commissioner area \n",
+      "\n",
+      "<900> LL/token: -8.18508\n",
+      "<910> LL/token: -8.18494\n",
+      "<920> LL/token: -8.18445\n",
+      "<930> LL/token: -8.18424\n",
+      "<940> LL/token: -8.18518\n",
+      "\n",
+      "0\t3.57143\tgovernment national policy parliament budget development ministry fund year public service bill system current ensure process add propose address reform \n",
+      "1\t3.57143\tcompany land operation log issue operate ship pay landowner business local process director mining follow vessel travel owner sign accord \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high public matter yesterday prosecution face time money order allegedly hear trial \n",
+      "3\t3.57143\tcovid health country medical people case service hospital emergency test response vaccine risk continue week border include care number situation \n",
+      "4\t3.57143\tissue report medium statement concern public call decision raise question state claim add action deal group opposition pay office matter \n",
+      "5\t3.57143\tprovincial member province people election constituency western executive premier yesterday general guadalcanal national day week parliament candidate office vote chief \n",
+      "6\t3.57143\twoman development support develop include plan provide key country management resource work ensure address partner sector stakeholder strategy economic launch \n",
+      "7\t3.57143\tbusiness country increase market year food tourism economic economy local percent investment industry high sector product growth fishery agriculture cost \n",
+      "8\t3.57143\tpeople family day year life live time event island church world child culture young good speak late traditional home bring \n",
+      "9\t3.57143\tteam time good play week start year game yesterday today event place lead final host stage competition player match group \n",
+      "10\t3.57143\tproject community water area work people infrastructure support fund rural road build provide service building disaster facility complete development site \n",
+      "11\t3.57143\tstudent school work year training program education child youth staff study learn teacher week train skill opportunity support young form \n",
+      "12\t3.57143\tcountry visit support leader island meeting security official meet assistance work continue include nation cooperation state sign government member region \n",
+      "13\t3.57143\tpolice officer rsipf force report community vehicle incident public operation investigation suspect medium continue arrest boat station area commissioner law \n",
+      "\n",
+      "<950> LL/token: -8.18412\n",
+      "<960> LL/token: -8.1841\n",
+      "<970> LL/token: -8.18436\n",
+      "<980> LL/token: -8.18425\n",
+      "<990> LL/token: -8.18343\n",
+      "\n",
+      "0\t3.57143\tgovernment national policy parliament development budget ministry year service public fund current bill system ensure process add address propose reform \n",
+      "1\t3.57143\tcompany land operation log issue operate ship pay landowner business local process director travel accord mining follow vessel owner flight \n",
+      "2\t3.57143\tcourt case year charge accuse man allege victim high matter public yesterday prosecution face order money time allegedly hear trial \n",
+      "3\t3.57143\tcovid health country case medical people service hospital risk response emergency test week vaccine border include care continue number measure \n",
+      "4\t3.57143\tissue report medium statement decision concern call public raise question state claim add action deal opposition group office interest situation \n",
+      "5\t3.57143\tprovincial member province people election constituency western executive yesterday premier general guadalcanal national day parliament candidate vote office week chief \n",
+      "6\t3.57143\twoman development support develop key include provide country plan work management resource partner address community launch stakeholder ensure strategy economic \n",
+      "7\t3.57143\tbusiness country increase market year food tourism economic local economy percent investment industry sector high product growth fishery agriculture cost \n",
+      "8\t3.57143\tpeople family day year life live time event island church world culture child young traditional local good late speak celebration \n",
+      "9\t3.57143\tteam time good play week year start game yesterday today place event lead final host competition stage player group match \n",
+      "10\t3.57143\tproject community water area work infrastructure people support fund rural road build provide building service disaster facility complete site supply \n",
+      "11\t3.57143\tstudent school work year training program education child youth staff study learn teacher train week skill opportunity support young form \n",
+      "12\t3.57143\tcountry visit support leader island meeting security official meet assistance work include continue sign nation cooperation state member region government \n",
+      "13\t3.57143\tpolice officer rsipf report force community vehicle public incident operation investigation suspect medium continue arrest boat station area commissioner law \n",
+      "\n",
+      "<1000> LL/token: -8.18406\n",
       "\n",
       "Total time: 2 minutes 1 seconds\n",
       "Mallet LDA: 15 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -10.16478\n",
-      "<20> LL/token: -9.18166\n",
-      "<30> LL/token: -8.66354\n",
-      "<40> LL/token: -8.46788\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf charge accuse allege incident arrest victim court case investigation vehicle prosecution suspect year report force allegedly \n",
-      "1\t3.33333\tproject development fund service water support infrastructure rural improve work provide access road economic percent facility funding build government include \n",
-      "2\t3.33333\tgovernment issue statement office state decision official sign executive add serve late chief position call time hold question interest agreement \n",
-      "3\t3.33333\tsupport market management food provide community disaster area region include develop resource country product fishery agriculture impact training sustainable information \n",
-      "4\t3.33333\tpublic court money pay order high law payment case business report legal give application account claim regulation matter receive month \n",
-      "5\t3.33333\tcompany land operation issue area report people log site local landowner add activity carry stop mining work concern operate owner \n",
-      "6\t3.33333\twoman people country leader medium family issue nation good leadership change social violence corruption citizen role peace add group respect \n",
-      "7\t3.33333\tyear student school education child week staff study receive teacher add form start complete number parent work high time result \n",
-      "8\t3.33333\tteam time good play game start today place week competition player match final goal day lead half sport yesterday stage \n",
-      "9\t3.33333\tcovid health case medical country service travel people hospital border emergency test vaccine passenger care ship situation risk week flight \n",
-      "10\t3.33333\tmember parliament election constituency general bill process candidate vote yesterday day officer act group party pass national week motion report \n",
-      "11\t3.33333\tgovernment country policy national development plan address budget meeting ensure priority include system minister ministry strategy support consultation reform economic \n",
-      "12\t3.33333\tpeople provincial province community government visit western continue work security support premier guadalcanal church assistance leader member ramsi mission today \n",
-      "13\t3.33333\tisland country year local tourism small business world people industry live high grow international large increase region economy global islander \n",
-      "14\t3.33333\tprogram work training support opportunity event youth community young programme launch day learn attend skill participant future important encourage partnership \n",
-      "\n",
-      "<50> LL/token: -8.37963\n",
-      "<60> LL/token: -8.33106\n",
-      "<70> LL/token: -8.30183\n",
-      "<80> LL/token: -8.28133\n",
-      "<90> LL/token: -8.2665\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf charge accuse allege incident arrest victim investigation vehicle court case prosecution force report suspect year allegedly \n",
-      "1\t3.33333\tproject service fund development water work support provide infrastructure improve rural access road build facility funding percent complete area building \n",
-      "2\t3.33333\tgovernment issue statement decision state concern question interest claim add opposition office call raise minister deal official report group medium \n",
-      "3\t3.33333\tmarket food management community area disaster support product provide resource include fishery agriculture environment impact information report activity local affect \n",
-      "4\t3.33333\tpublic court money pay order high case law payment legal receive give application office month report account regulation document rule \n",
-      "5\t3.33333\tcompany land area operation issue people log report business site local add call landowner activity owner stop place mining illegal \n",
-      "6\t3.33333\tpeople woman country leader family medium good nation leadership life issue change social live peace violence respect add speak address \n",
-      "7\t3.33333\tyear student school child education week staff study receive teacher work add form start time high parent centre number complete \n",
-      "8\t3.33333\tteam time good play game start today place competition player day match final week goal stage year half yesterday sport \n",
-      "9\t3.33333\tcovid health country case medical service hospital travel border emergency test vaccine passenger people week day risk include flight response \n",
-      "10\t3.33333\tmember parliament election general constituency bill process yesterday candidate vote national day week act meeting party officer today pass hold \n",
-      "11\t3.33333\tgovernment development country policy national economic regional ensure plan support sector address meeting partner include budget develop key priority strategy \n",
-      "12\t3.33333\tprovincial people province government community visit support western work continue assistance national premier guadalcanal member ramsi mission church today ceremony \n",
-      "13\t3.33333\tisland country year increase tourism small high business world local economy international large growth grow industry region time worker price \n",
-      "14\t3.33333\tprogram training work support opportunity event community youth programme include provide train young day participant launch attend skill culture australian \n",
-      "\n",
-      "<100> LL/token: -8.25683\n",
-      "<110> LL/token: -8.24875\n",
-      "<120> LL/token: -8.2413\n",
-      "<130> LL/token: -8.23406\n",
-      "<140> LL/token: -8.22883\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation vehicle court case prosecution force report suspect year allegedly \n",
-      "1\t3.33333\tproject service fund development work support government provide infrastructure improve rural water access build road budget facility funding percent building \n",
-      "2\t3.33333\tgovernment issue statement decision state report concern question interest medium call add raise claim opposition group deal minister situation cabinet \n",
-      "3\t3.33333\tmarket food community management area disaster water product report resource environment local fishery agriculture provide affect include assessment farmer activity \n",
-      "4\t3.33333\tpublic court money pay order high case law payment legal office receive give application month account document regulation rule act \n",
-      "5\t3.33333\tcompany land operation area issue business people log site local add landowner call stop operate place owner illegal mining carry \n",
-      "6\t3.33333\tpeople woman country leader family good medium life nation live leadership change peace respect social violence add speak work issue \n",
-      "7\t3.33333\tyear student school child education week staff study teacher work add receive start time form high centre parent number complete \n",
-      "8\t3.33333\tteam time good play game start place competition today player match final goal day lead half stage sport leave yesterday \n",
-      "9\t3.33333\tcovid health case country medical service hospital travel border emergency test vaccine people passenger include response week risk flight clinic \n",
-      "10\t3.33333\tmember parliament election general constituency bill process meeting yesterday candidate day vote week national pass party officer act hold today \n",
-      "11\t3.33333\tcountry development government policy national support economic regional ensure sector partner develop address security plan include meeting key region strengthen \n",
-      "12\t3.33333\tprovincial government people province community visit support western work continue national assistance guadalcanal premier member ramsi mission today official ceremony \n",
-      "13\t3.33333\tcountry island year increase tourism high small economy world growth international large region industry grow business number global local impact \n",
-      "14\t3.33333\tprogram training work support opportunity community event youth include provide train programme launch business participant attend important skill culture promote \n",
+      "<10> LL/token: -10.16664\n",
+      "<20> LL/token: -9.22226\n",
+      "<30> LL/token: -8.66812\n",
+      "<40> LL/token: -8.46813\n",
+      "\n",
+      "0\t3.33333\tcourt case charge man accuse year allege victim arrest public matter high prosecution yesterday face allegedly police money order trial \n",
+      "1\t3.33333\tgovernment project development fund provincial service infrastructure year budget financial ministry policy rural cost national provide support funding plan business \n",
+      "2\t3.33333\thealth covid country service support provide work worker response ensure include people continue vaccine public plan receive medical care community \n",
+      "3\t3.33333\tcase travel country covid number medical week return arrive border test confirm service day record hospital passenger follow ship positive \n",
+      "4\t3.33333\tmember parliament election process constituency general act bill office provincial national candidate vote week yesterday day pass receive number registration \n",
+      "5\t3.33333\tstudent school community training water program education work support provide australian study disaster teacher train complete building learn skill staff \n",
+      "6\t3.33333\tpolice officer report rsipf force operation community vehicle medium incident continue commissioner public investigation station boat information unit involve area \n",
+      "7\t3.33333\tyear work community leader people today country church member nation serve support continue ceremony peace speak acknowledge add guadalcanal leadership \n",
+      "8\t3.33333\tcountry government development meeting support leader regional policy issue security island address include region meet cooperation national official partner discuss \n",
+      "9\t3.33333\twoman child family young youth live year life people day home village work time violence change girl good local island \n",
+      "10\t3.33333\tcountry economic island market increase food sector resource develop tourism industry economy impact growth local product sustainable environment fishery small \n",
+      "11\t3.33333\tgovernment issue public statement decision state question executive report claim call opposition concern interest raise deal power action premier add \n",
+      "12\t3.33333\tteam good time play game year start week goal lead competition place player match final today yesterday stage host half \n",
+      "13\t3.33333\tpeople province visit provincial medium country important western culture group event add speak understand good information traditional work talk island \n",
+      "14\t3.33333\tcompany land road issue business pay area log site add local landowner operation owner mining accord payment carry operate sign \n",
       "\n"
      ]
     },
@@ -5048,93 +4394,93 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<150> LL/token: -8.22321\n",
-      "<160> LL/token: -8.22035\n",
-      "<170> LL/token: -8.21689\n",
-      "<180> LL/token: -8.21238\n",
-      "<190> LL/token: -8.20916\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation vehicle court prosecution force case report suspect allegedly year \n",
-      "1\t3.33333\tproject service development fund government support work provide improve infrastructure rural access build budget road facility funding ministry percent building \n",
-      "2\t3.33333\tgovernment issue statement decision report state medium concern question interest add call group claim opposition raise deal recent cabinet source \n",
-      "3\t3.33333\twater community market area food management disaster product report environment fishery affect local agriculture village resource supply assessment farmer provide \n",
-      "4\t3.33333\tpublic court money pay order high case law payment legal office receive give month application account time regulation document rule \n",
-      "5\t3.33333\tcompany land operation issue business area people log local site landowner call owner add place operate illegal mining stop activity \n",
-      "6\t3.33333\tpeople woman country family leader good life live medium nation church leadership peace change respect work social young violence speak \n",
-      "7\t3.33333\tyear student school child education week staff study work teacher add start receive form time centre parent number high complete \n",
-      "8\t3.33333\tteam time good play game start today place competition player match final week goal lead day stage half sport leave \n",
-      "9\t3.33333\tcovid health case country medical service hospital travel border emergency test vaccine people passenger week response include risk flight clinic \n",
-      "10\t3.33333\tmember parliament election bill general meeting process yesterday constituency candidate vote day national hold party pass week act officer today \n",
-      "11\t3.33333\tcountry development policy government national support regional economic ensure partner address develop security include plan meeting sector key region strengthen \n",
-      "12\t3.33333\tgovernment provincial province people visit community support western continue work national assistance guadalcanal premier official ramsi mission member executive today \n",
-      "13\t3.33333\tcountry island year increase tourism high economy small growth world international industry economic region large business impact grow global continue \n",
-      "14\t3.33333\tprogram training work community support event opportunity youth provide include programme train important participant skill launch business attend activity culture \n",
-      "\n",
-      "<200> LL/token: -8.20712\n",
-      "<210> LL/token: -8.20547\n",
-      "<220> LL/token: -8.20478\n",
-      "<230> LL/token: -8.20289\n",
-      "<240> LL/token: -8.20162\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation vehicle force prosecution court case report suspect year allegedly \n",
-      "1\t3.33333\tproject service development fund government support work provide infrastructure improve rural build access budget road building facility funding ministry percent \n",
-      "2\t3.33333\tgovernment issue statement report decision medium state concern call question add interest group raise opposition claim deal recent action situation \n",
-      "3\t3.33333\twater community market area food disaster management village product local environment report fishery affect agriculture supply resource farmer clean assessment \n",
-      "4\t3.33333\tpublic court money order pay case high law payment office receive legal give month application account rule document matter regulation \n",
-      "5\t3.33333\tcompany land operation business issue people area log local site landowner add operate owner illegal place stop mining call honiara \n",
-      "6\t3.33333\tpeople woman family country leader good life live community church nation child work peace young leadership change respect speak violence \n",
-      "7\t3.33333\tyear student school child education week staff study teacher work add start receive form time parent high centre complete number \n",
-      "8\t3.33333\tteam time good play game start place today competition final player match day goal half sport week host stage lead \n",
-      "9\t3.33333\tcovid health case medical country service travel hospital border people emergency test vaccine passenger response week risk include flight clinic \n",
-      "10\t3.33333\tmember parliament election meeting process bill yesterday general constituency candidate vote day hold pass party act week national today officer \n",
-      "11\t3.33333\tcountry development policy government national support regional ensure partner address security develop include plan meeting economic key region strengthen sector \n",
-      "12\t3.33333\tgovernment provincial province people visit support western continue national work assistance community guadalcanal premier official ramsi mission ceremony member executive \n",
-      "13\t3.33333\tcountry island year increase tourism high economy economic growth small international world industry business region large impact global sector grow \n",
-      "14\t3.33333\tprogram training work community support opportunity event youth include provide programme train important participant launch skill culture attend activity local \n",
-      "\n",
-      "<250> LL/token: -8.19912\n",
-      "<260> LL/token: -8.19744\n",
-      "<270> LL/token: -8.19465\n",
-      "<280> LL/token: -8.19444\n",
-      "<290> LL/token: -8.19378\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation vehicle force prosecution report court case suspect year allegedly \n",
-      "1\t3.33333\tproject service development government fund support work provide infrastructure improve rural access build budget road ministry building facility funding plan \n",
-      "2\t3.33333\tgovernment issue statement report medium decision state concern call question add interest group raise claim opposition deal public leader situation \n",
-      "3\t3.33333\twater community market area food disaster village local product management fishery affect environment agriculture supply report island farmer clean resource \n",
-      "4\t3.33333\tpublic court money pay order case high law payment office legal receive give month application account document rule regulation matter \n",
-      "5\t3.33333\tcompany land operation issue business people area log local site operate landowner place add owner activity illegal stop mining ship \n",
-      "6\t3.33333\tpeople woman family country community leader life live good child church work nation young change leadership peace social violence speak \n",
-      "7\t3.33333\tyear student school education child week staff study teacher work receive start form add time parent number complete centre high \n",
-      "8\t3.33333\tteam time good play game start today place competition player match day week final goal stage sport half host lead \n",
-      "9\t3.33333\tcovid health country case medical service travel hospital border people emergency test vaccine response passenger risk week include flight clinic \n",
-      "10\t3.33333\tmember parliament election bill process general meeting yesterday candidate constituency vote hold day party pass week national act confidence motion \n",
-      "11\t3.33333\tcountry development policy government support national regional address security ensure partner meeting include develop plan region key strengthen strategy economic \n",
-      "12\t3.33333\tgovernment provincial province people visit support western continue national work official assistance guadalcanal premier ramsi mission today executive ceremony island \n",
-      "13\t3.33333\tcountry island year increase percent tourism economy economic business high growth industry small international world sector impact region investment large \n",
-      "14\t3.33333\tprogram training work community support opportunity event youth provide programme include important train participant activity skill culture launch attend local \n",
-      "\n",
-      "<300> LL/token: -8.19232\n",
-      "<310> LL/token: -8.1916\n",
-      "<320> LL/token: -8.19004\n",
-      "<330> LL/token: -8.18933\n",
-      "<340> LL/token: -8.18738\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation vehicle force prosecution report suspect court year case allegedly \n",
-      "1\t3.33333\tproject service development fund government support work provide infrastructure improve rural build access road budget ministry building facility funding complete \n",
-      "2\t3.33333\tgovernment issue statement report medium decision state concern question call interest add group opposition raise claim deal situation public leader \n",
-      "3\t3.33333\twater community market area food disaster village island product affect fishery local agriculture management environment supply report farmer clean live \n",
-      "4\t3.33333\tpublic court money order pay case high law office payment legal receive give month application corruption time account document director \n",
-      "5\t3.33333\tcompany land operation people issue business area log local site operate add landowner ship owner place stop carry activity illegal \n",
-      "6\t3.33333\tpeople woman family country community leader life child live good work church young leadership nation peace day change violence social \n",
-      "7\t3.33333\tyear student school education week child staff study teacher work add receive start form time parent high month centre award \n",
-      "8\t3.33333\tteam time good play game start place competition player match today day final goal host lead sport stage half event \n",
-      "9\t3.33333\tcovid health medical case country service travel hospital border emergency test response vaccine people passenger risk week include flight measure \n",
-      "10\t3.33333\tmember parliament election bill process meeting general constituency yesterday candidate vote hold day pass national party week act today confidence \n",
-      "11\t3.33333\tcountry development policy government support regional national address security partner ensure include region meeting develop plan strengthen key resource strategy \n",
-      "12\t3.33333\tgovernment provincial province people visit support western national continue official work assistance guadalcanal premier ramsi mission island meet executive ceremony \n",
-      "13\t3.33333\tcountry year increase island business economic percent tourism economy high growth industry investment sector small international impact large global world \n",
-      "14\t3.33333\tprogram training work community support event opportunity youth provide programme include activity train important launch participant culture skill local information \n",
+      "<50> LL/token: -8.37963\n",
+      "<60> LL/token: -8.33057\n",
+      "<70> LL/token: -8.29767\n",
+      "<80> LL/token: -8.27744\n",
+      "<90> LL/token: -8.26327\n",
+      "\n",
+      "0\t3.33333\tcourt case charge year accuse man allege victim high matter public prosecution yesterday face allegedly order time money hear trial \n",
+      "1\t3.33333\tgovernment project development fund service support infrastructure rural budget financial year ministry provide improve funding sector plan policy system implement \n",
+      "2\t3.33333\thealth covid service medical country provide support people include response hospital worker work community vaccine emergency ensure receive care continue \n",
+      "3\t3.33333\tcountry travel return week number confirm case border day follow arrive ship record test passenger boat month positive remain time \n",
+      "4\t3.33333\tmember parliament election process constituency act general bill office candidate vote yesterday national pass party week day meeting year number \n",
+      "5\t3.33333\tstudent school community training water program education work year study disaster provide staff teacher australian learn support train skill week \n",
+      "6\t3.33333\tpolice officer report rsipf force operation public vehicle community incident investigation medium suspect continue commissioner area law station arrest involve \n",
+      "7\t3.33333\tcountry year work support people leader today continue event nation church serve member ceremony leadership acknowledge peace challenge speak islander \n",
+      "8\t3.33333\tcountry development support policy government regional meeting include region partner address partnership island security issue cooperation develop strengthen national meet \n",
+      "9\t3.33333\twoman child family people young live youth life day year time home village girl community violence change work good thing \n",
+      "10\t3.33333\tcountry market island increase food local impact resource tourism industry economy economic percent sector high product small environment business fishery \n",
+      "11\t3.33333\tgovernment issue public decision statement state concern question interest report medium call leader opposition raise add claim minister action deal \n",
+      "12\t3.33333\tteam good time play game year start lead week competition yesterday player today match goal final host place event stage \n",
+      "13\t3.33333\tpeople provincial province visit western national government guadalcanal premier important add information medium culture good executive work awareness traditional activity \n",
+      "14\t3.33333\tcompany land business road pay issue area log site payment landowner money local operation owner sign work mining accord add \n",
+      "\n",
+      "<100> LL/token: -8.25398\n",
+      "<110> LL/token: -8.24488\n",
+      "<120> LL/token: -8.23845\n",
+      "<130> LL/token: -8.23359\n",
+      "<140> LL/token: -8.22901\n",
+      "\n",
+      "0\t3.33333\tcourt case charge year accuse man allege victim high public matter prosecution yesterday face allegedly order time money hear trial \n",
+      "1\t3.33333\tgovernment project development fund service support infrastructure provide rural improve budget financial year ministry sector funding system plan access ensure \n",
+      "2\t3.33333\thealth covid service medical case country people provide support hospital response include worker emergency vaccine receive continue supply ensure care \n",
+      "3\t3.33333\ttravel country return week border confirm arrive day follow ship boat test number island record time passenger month remain flight \n",
+      "4\t3.33333\tmember parliament election process constituency act general bill office candidate vote meeting yesterday pass party national year week day registration \n",
+      "5\t3.33333\tstudent school training water community program education work year provide study disaster staff teacher learn support train australian skill participant \n",
+      "6\t3.33333\tpolice officer report rsipf force operation vehicle incident medium investigation community public suspect area commissioner law station continue information arrest \n",
+      "7\t3.33333\tcountry year work support people leader today continue event nation church serve island ceremony acknowledge leadership member challenge peace speak \n",
+      "8\t3.33333\tcountry development support policy include regional region meeting partner partnership address develop island security opportunity cooperation strengthen issue strategy stakeholder \n",
+      "9\t3.33333\twoman people family child young live youth life day year time community home village violence change girl work group thing \n",
+      "10\t3.33333\tcountry market increase island food local impact industry tourism percent resource high economy product business environment small sector fishery agriculture \n",
+      "11\t3.33333\tgovernment issue public decision statement medium state concern report question leader call interest opposition add minister raise claim deal action \n",
+      "12\t3.33333\tteam good time play game year start event competition place lead final player match host today yesterday week goal stage \n",
+      "13\t3.33333\tpeople government provincial province visit national western community guadalcanal work premier add executive issue important culture plan week traditional awareness \n",
+      "14\t3.33333\tcompany land business pay road issue log site area payment money local landowner owner sign operation work mining add contract \n",
+      "\n",
+      "<150> LL/token: -8.22538\n",
+      "<160> LL/token: -8.2221\n",
+      "<170> LL/token: -8.21953\n",
+      "<180> LL/token: -8.21581\n",
+      "<190> LL/token: -8.21393\n",
+      "\n",
+      "0\t3.33333\tcourt case charge year accuse man allege victim high matter public prosecution yesterday face order allegedly time hear money trial \n",
+      "1\t3.33333\tproject government development fund service support infrastructure provide improve rural budget financial year ministry sector funding access system work economic \n",
+      "2\t3.33333\tcovid health medical service case country response provide people support hospital include emergency vaccine risk community supply care receive public \n",
+      "3\t3.33333\ttravel country return week day arrive confirm border island ship follow boat test time number record passenger month positive expect \n",
+      "4\t3.33333\tmember parliament election process constituency general act bill candidate vote office meeting yesterday party pass year national number hold registration \n",
+      "5\t3.33333\tstudent school training water community program education work year study staff teacher provide learn train disaster skill australian participant support \n",
+      "6\t3.33333\tpolice officer rsipf report force vehicle operation incident medium community investigation public suspect area commissioner continue law station security information \n",
+      "7\t3.33333\tcountry year work support today leader event nation people continue island church serve acknowledge ceremony peace leadership challenge speak islander \n",
+      "8\t3.33333\tcountry development support policy include region regional meeting partner partnership develop address opportunity security cooperation strengthen island strategy key stakeholder \n",
+      "9\t3.33333\twoman people family child young live youth life community day village home time year change violence girl work group problem \n",
+      "10\t3.33333\tmarket increase country island food local impact percent industry economy high tourism product environment small resource fishery agriculture sector business \n",
+      "11\t3.33333\tgovernment issue public decision statement medium state report concern question leader call interest opposition add raise claim minister action deal \n",
+      "12\t3.33333\tteam good time play game year start event place host competition lead final player match stage today goal week hold \n",
+      "13\t3.33333\tgovernment people provincial province visit national western work guadalcanal issue premier executive community add culture plan week meet leader important \n",
+      "14\t3.33333\tcompany land business pay road issue log site payment money area local landowner operation owner sign work mining contract add \n",
+      "\n",
+      "<200> LL/token: -8.21219\n",
+      "<210> LL/token: -8.21115\n",
+      "<220> LL/token: -8.20942\n",
+      "<230> LL/token: -8.20839\n",
+      "<240> LL/token: -8.20754\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face allegedly time order hear money trial \n",
+      "1\t3.33333\tproject government development fund service support infrastructure provide improve rural budget financial ministry sector year funding access system work include \n",
+      "2\t3.33333\tcovid health medical case service country people hospital response support provide include emergency vaccine risk supply receive continue care community \n",
+      "3\t3.33333\ttravel country return week day confirm arrive island time ship border boat number record passenger follow month yesterday expect flight \n",
+      "4\t3.33333\tmember parliament election process constituency general act bill candidate vote office pass party year yesterday day number national meeting registration \n",
+      "5\t3.33333\tstudent school training water program community education work year study staff teacher provide learn train skill week disaster knowledge support \n",
+      "6\t3.33333\tpolice officer rsipf report force vehicle operation incident community investigation medium public suspect area ramsi commissioner continue law station information \n",
+      "7\t3.33333\tcountry year work support people today leader event nation island continue church serve ceremony acknowledge peace leadership speak member mission \n",
+      "8\t3.33333\tcountry development policy support region regional include partner develop partnership address opportunity meeting security cooperation island strengthen stakeholder strategy ensure \n",
+      "9\t3.33333\twoman people family child community young live youth life day village home time change violence girl group year work thing \n",
+      "10\t3.33333\tmarket increase island country food local impact industry percent economy high product environment small resource fishery area agriculture business sector \n",
+      "11\t3.33333\tgovernment issue public decision medium statement report state concern question leader call interest opposition add action minister raise claim group \n",
+      "12\t3.33333\tteam good time play year game start event host competition place lead final player match goal week today hold stage \n",
+      "13\t3.33333\tgovernment people provincial province visit national western issue work guadalcanal add executive premier meet community plan week leader address important \n",
+      "14\t3.33333\tcompany land business pay road issue log payment site money area local operation landowner sign owner worker mining work add \n",
       "\n"
      ]
     },
@@ -5142,93 +4488,93 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<350> LL/token: -8.18693\n",
-      "<360> LL/token: -8.18638\n",
-      "<370> LL/token: -8.18525\n",
-      "<380> LL/token: -8.18499\n",
-      "<390> LL/token: -8.18563\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation force vehicle report prosecution suspect year court case allegedly \n",
-      "1\t3.33333\tproject service development government fund support work provide infrastructure improve rural access build budget road ministry building facility funding plan \n",
-      "2\t3.33333\tgovernment issue statement report medium decision state concern call question add interest group raise opposition claim deal leader public situation \n",
-      "3\t3.33333\twater community market area food island disaster village product fishery affect agriculture local supply management environment report farmer clean live \n",
-      "4\t3.33333\tpublic court money order pay case high law office payment legal receive give month application corruption matter time document account \n",
-      "5\t3.33333\tcompany land operation issue business people log area local site ship landowner operate add place owner activity honiara illegal carry \n",
-      "6\t3.33333\tpeople woman family community country child leader life live good young church work peace nation change day violence leadership speak \n",
-      "7\t3.33333\tyear student school education week child staff study teacher work add start receive form time high parent award month number \n",
-      "8\t3.33333\tteam time good play game start place today competition player event day match final goal host sport stage week half \n",
-      "9\t3.33333\tcovid health country case medical service travel hospital border emergency test vaccine people response passenger week risk include measure flight \n",
-      "10\t3.33333\tmember parliament election bill meeting general process yesterday constituency candidate vote hold national pass week party day act leader confidence \n",
-      "11\t3.33333\tdevelopment country policy government support regional address national security ensure partner region include meeting plan develop strengthen resource strategy key \n",
-      "12\t3.33333\tgovernment provincial province people visit support western national continue official assistance guadalcanal work premier ramsi mission island today ceremony executive \n",
-      "13\t3.33333\tcountry year increase business island economic percent tourism economy high sector investment growth industry international small impact benefit grow global \n",
-      "14\t3.33333\tprogram work training community support youth opportunity event provide programme important include train activity local participant culture information skill launch \n",
-      "\n",
-      "<400> LL/token: -8.18574\n",
-      "<410> LL/token: -8.18444\n",
-      "<420> LL/token: -8.1842\n",
-      "<430> LL/token: -8.18263\n",
-      "<440> LL/token: -8.18229\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation vehicle force report year suspect prosecution court allegedly case \n",
-      "1\t3.33333\tproject service government development fund support work provide infrastructure improve rural build access road budget ministry building facility plan funding \n",
-      "2\t3.33333\tgovernment issue statement report medium decision state concern call question add interest group raise opposition claim leader deal public situation \n",
-      "3\t3.33333\twater market community area food island disaster village product people fishery affect agriculture local supply environment management report live clean \n",
-      "4\t3.33333\tpublic court money order pay case high law office payment legal receive give application month time matter corruption rule document \n",
-      "5\t3.33333\tcompany land operation issue log area people business local site ship operate landowner carry owner add activity illegal mining place \n",
-      "6\t3.33333\tpeople woman family country community child leader life live young good church work day change peace nation leadership violence social \n",
-      "7\t3.33333\tyear student school education week staff study child teacher work receive add start form time high parent award number month \n",
-      "8\t3.33333\tteam time good play game start place event competition player match host today day final goal stage sport half island \n",
-      "9\t3.33333\tcovid health country case medical service hospital travel border emergency test vaccine week risk response people passenger include flight clinic \n",
-      "10\t3.33333\tmember parliament election process general bill meeting yesterday constituency candidate vote day pass party national hold act week leader today \n",
-      "11\t3.33333\tcountry development policy regional support address national security region partner ensure government develop meeting include plan resource strengthen strategy key \n",
-      "12\t3.33333\tgovernment provincial province people visit support western national continue official assistance work guadalcanal premier ramsi mission ceremony meet executive acknowledge \n",
-      "13\t3.33333\tcountry year increase business economic island percent tourism economy investment sector growth industry high international small benefit impact worker grow \n",
-      "14\t3.33333\tprogram training work community support youth opportunity event provide programme important include activity train information launch participant culture skill awareness \n",
-      "\n",
-      "<450> LL/token: -8.18265\n",
-      "<460> LL/token: -8.18264\n",
-      "<470> LL/token: -8.18323\n",
-      "<480> LL/token: -8.1834\n",
-      "<490> LL/token: -8.18351\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse charge allege incident arrest victim investigation vehicle force report year suspect prosecution allegedly court case \n",
-      "1\t3.33333\tproject service development government fund support work provide infrastructure rural improve build access budget road building ministry facility plan funding \n",
-      "2\t3.33333\tgovernment issue statement medium report decision concern state call question add interest raise opposition group leader claim deal public situation \n",
-      "3\t3.33333\twater market area community food island disaster product village people fishery agriculture affect supply local report clean farmer environment live \n",
-      "4\t3.33333\tpublic court money order pay case high law office payment legal receive give month application matter time rule document account \n",
-      "5\t3.33333\tcompany land operation issue log area people business local ship add operate site landowner owner carry activity illegal place mining \n",
-      "6\t3.33333\tpeople woman family community country child leader life live young church good work day peace change nation time violence speak \n",
-      "7\t3.33333\tyear student school education week staff study teacher add receive start child form work time parent month complete award high \n",
-      "8\t3.33333\tteam time good play game event start place competition today player match host goal final day stage sport year island \n",
-      "9\t3.33333\tcovid health country case medical service hospital travel border people response emergency test vaccine passenger week risk include flight clinic \n",
-      "10\t3.33333\tmember parliament election process meeting bill general yesterday candidate constituency vote hold national pass week day act party today officer \n",
-      "11\t3.33333\tcountry development policy regional support address region security national ensure partner include develop meeting plan resource government strengthen strategy key \n",
-      "12\t3.33333\tgovernment provincial province people visit support western national continue official assistance guadalcanal work premier ramsi mission ceremony executive acknowledge island \n",
-      "13\t3.33333\tcountry business increase year economic percent island tourism economy sector investment industry high growth international small impact worker benefit opportunity \n",
-      "14\t3.33333\tprogram work training community support youth opportunity provide event important programme activity include train information launch participant local culture skill \n",
-      "\n",
-      "<500> LL/token: -8.18362\n",
-      "<510> LL/token: -8.18321\n",
-      "<520> LL/token: -8.18384\n",
-      "<530> LL/token: -8.18374\n",
-      "<540> LL/token: -8.18211\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse allege charge incident arrest victim investigation force vehicle report suspect year allegedly station public count \n",
-      "1\t3.33333\tproject service government development fund support work provide infrastructure rural improve build budget access road ministry building plan facility funding \n",
-      "2\t3.33333\tgovernment issue statement report medium decision state concern call question add interest opposition group leader raise public claim deal situation \n",
-      "3\t3.33333\twater area market community food island disaster people product village fishery agriculture affect local supply farmer clean live environment management \n",
-      "4\t3.33333\tpublic court case money order pay high office law payment receive legal month give matter application time document charge rule \n",
-      "5\t3.33333\tcompany land operation issue log people area local business ship operate landowner add owner carry site illegal place mining activity \n",
-      "6\t3.33333\tpeople woman family country community child life leader live young good church work day peace change time nation violence leadership \n",
-      "7\t3.33333\tyear student school education week staff study teacher child start add work receive form time parent number centre high award \n",
-      "8\t3.33333\tteam time good play game event start place competition host player match today final goal day sport island stage year \n",
-      "9\t3.33333\tcovid health country medical case service travel hospital border response emergency test vaccine passenger week people risk include flight clinic \n",
-      "10\t3.33333\tmember parliament election process general bill meeting yesterday constituency candidate vote hold pass day national party week act confidence motion \n",
-      "11\t3.33333\tcountry development policy regional region support security address national ensure partner develop meeting include strengthen plan strategy island resource key \n",
-      "12\t3.33333\tgovernment provincial province people visit support national western continue official assistance guadalcanal work premier ramsi mission island ceremony executive meet \n",
-      "13\t3.33333\tcountry year business increase economic percent tourism economy sector island investment industry growth high international small benefit financial impact cost \n",
-      "14\t3.33333\tprogram work training community support youth opportunity provide important event programme include activity train information local participant launch culture skill \n",
+      "<250> LL/token: -8.20681\n",
+      "<260> LL/token: -8.2051\n",
+      "<270> LL/token: -8.20326\n",
+      "<280> LL/token: -8.20301\n",
+      "<290> LL/token: -8.20199\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face allegedly order time hear trial evidence \n",
+      "1\t3.33333\tproject government development fund support service provide infrastructure rural improve budget financial ministry sector year funding access work system include \n",
+      "2\t3.33333\tcovid health medical country case service people hospital response include provide risk emergency support vaccine community test supply care continue \n",
+      "3\t3.33333\ttravel country week return island day arrive tourism confirm time ship boat border follow passenger month expect number service close \n",
+      "4\t3.33333\tmember parliament election process constituency act general bill candidate vote pass yesterday party office year number day registration motion national \n",
+      "5\t3.33333\tstudent school training program water community education year work staff study teacher learn provide train skill week support knowledge programme \n",
+      "6\t3.33333\tpolice officer rsipf report force vehicle incident operation medium investigation community area public suspect continue ramsi commissioner station law security \n",
+      "7\t3.33333\tcountry year people support work leader event today nation island church continue serve ceremony leadership acknowledge peace islander challenge mission \n",
+      "8\t3.33333\tcountry development policy support region regional include develop partner partnership address opportunity security cooperation strengthen island strategy meeting key stakeholder \n",
+      "9\t3.33333\twoman people family child community young live youth life day village home time culture violence girl change group work thing \n",
+      "10\t3.33333\tmarket increase food island country local impact percent industry high economy product small environment resource area year fishery agriculture sector \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call interest leader opposition add raise action claim minister deal \n",
+      "12\t3.33333\tteam good time play game year start place competition event final player host lead match goal stage today hold week \n",
+      "13\t3.33333\tgovernment people provincial province visit national western issue work executive add guadalcanal premier plan meet address leader meeting continue week \n",
+      "14\t3.33333\tcompany land business pay issue road log money payment site local landowner operation worker sign area owner mining work process \n",
+      "\n",
+      "<300> LL/token: -8.20032\n",
+      "<310> LL/token: -8.19865\n",
+      "<320> LL/token: -8.19778\n",
+      "<330> LL/token: -8.19584\n",
+      "<340> LL/token: -8.19561\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face allegedly order time hear trial count \n",
+      "1\t3.33333\tproject government development fund service support provide infrastructure improve rural budget financial sector ministry year access funding work economic system \n",
+      "2\t3.33333\tcovid health medical case country service disaster response hospital people community support risk include provide emergency vaccine supply test care \n",
+      "3\t3.33333\ttravel country return tourism island week arrive day confirm time ship boat border passenger follow close expect service leave flight \n",
+      "4\t3.33333\tmember parliament election process constituency general act bill candidate vote party pass day yesterday number year motion registration office chief \n",
+      "5\t3.33333\tstudent school training program water education community work year staff study teacher learn train provide week skill programme knowledge support \n",
+      "6\t3.33333\tpolice officer rsipf report force operation vehicle incident investigation community medium public area suspect ramsi continue commissioner security station information \n",
+      "7\t3.33333\tcountry year people support leader work event island nation today church continue serve leadership ceremony peace acknowledge member mission challenge \n",
+      "8\t3.33333\tcountry development policy support region include regional develop partner partnership address opportunity security cooperation strengthen strategy key island stakeholder meeting \n",
+      "9\t3.33333\twoman people community family child young live youth life day village work culture change home violence time group girl problem \n",
+      "10\t3.33333\tmarket increase food country island local percent industry impact high area product small environment economy fishery agriculture resource year grow \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call leader add interest opposition raise action claim deal minister \n",
+      "12\t3.33333\tteam good time play year game start place event host week competition player today match lead final hold stage goal \n",
+      "13\t3.33333\tgovernment people provincial province visit national issue western work executive guadalcanal add premier meet plan meeting address office continue leader \n",
+      "14\t3.33333\tcompany land business pay road issue log money payment site worker sign landowner local operation owner mining receive process area \n",
+      "\n",
+      "<350> LL/token: -8.19545\n",
+      "<360> LL/token: -8.19411\n",
+      "<370> LL/token: -8.19347\n",
+      "<380> LL/token: -8.19296\n",
+      "<390> LL/token: -8.19287\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject government development fund service support provide infrastructure improve rural budget financial ministry year sector work access funding build system \n",
+      "2\t3.33333\tcovid health medical case country service people response disaster hospital community risk provide include support emergency supply vaccine test care \n",
+      "3\t3.33333\ttravel country tourism return arrive day island week ship confirm time boat border passenger follow leave service close month flight \n",
+      "4\t3.33333\tmember parliament election process constituency general act bill candidate vote party pass day yesterday number motion registration year hold office \n",
+      "5\t3.33333\tstudent school training program water education year work community staff study teacher learn provide train skill week programme support knowledge \n",
+      "6\t3.33333\tpolice officer rsipf report force vehicle operation incident investigation public medium community area suspect continue ramsi law commissioner station security \n",
+      "7\t3.33333\tcountry year support people leader today island event work nation church continue serve ceremony leadership acknowledge peace mission speak member \n",
+      "8\t3.33333\tcountry development policy support region include regional develop partner partnership opportunity address security key strengthen strategy stakeholder economic national cooperation \n",
+      "9\t3.33333\tpeople woman community child family young live youth life day village work group culture time change home violence girl thing \n",
+      "10\t3.33333\tmarket increase country food island local percent industry impact high area small product economy environment fishery agriculture resource year grow \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call interest leader add opposition action claim raise deal corruption \n",
+      "12\t3.33333\tteam good time play game year start place event competition final host player match lead goal today stage hold yesterday \n",
+      "13\t3.33333\tgovernment people provincial province visit national issue western work executive add guadalcanal premier meet plan meeting address office continue leader \n",
+      "14\t3.33333\tcompany business land pay issue road log money payment worker local sign landowner operation site owner mining process receive area \n",
+      "\n",
+      "<400> LL/token: -8.19318\n",
+      "<410> LL/token: -8.19254\n",
+      "<420> LL/token: -8.19213\n",
+      "<430> LL/token: -8.19232\n",
+      "<440> LL/token: -8.19156\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face allegedly order time hear trial count \n",
+      "1\t3.33333\tproject government development support service fund provide infrastructure improve rural financial budget ministry work access year build funding include system \n",
+      "2\t3.33333\tcovid health medical country case service people disaster response hospital community risk include supply provide emergency test vaccine support receive \n",
+      "3\t3.33333\ttravel tourism island return week day arrive country time ship boat confirm border passenger follow water close flight leave month \n",
+      "4\t3.33333\tmember parliament election process general constituency act bill candidate vote pass party day yesterday year number motion registration national hold \n",
+      "5\t3.33333\tstudent school training program work year education water staff study community teacher learn train provide skill week opportunity knowledge programme \n",
+      "6\t3.33333\tpolice officer rsipf report force operation vehicle incident investigation area community medium public suspect continue ramsi security commissioner station law \n",
+      "7\t3.33333\tcountry year people support leader island event today nation work church continue serve ceremony leadership peace mission acknowledge great member \n",
+      "8\t3.33333\tcountry development policy support region regional include develop partner opportunity partnership address economic key strengthen strategy security ensure stakeholder cooperation \n",
+      "9\t3.33333\tpeople woman community child family young live youth life day village work culture group violence change home girl time activity \n",
+      "10\t3.33333\tmarket increase food country island local percent industry impact high area economy product small year resource fishery agriculture environment grow \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call action opposition interest leader add raise claim deal corruption \n",
+      "12\t3.33333\tteam good time play game year start host event place competition final week lead player stage match hold today goal \n",
+      "13\t3.33333\tgovernment provincial people province visit national issue western executive guadalcanal work add premier meet meeting plan address office leader current \n",
+      "14\t3.33333\tcompany business land pay issue road log money payment sign worker process local landowner operation owner mining site contract receive \n",
       "\n"
      ]
     },
@@ -5236,93 +4582,93 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<550> LL/token: -8.18184\n",
-      "<560> LL/token: -8.18205\n",
-      "<570> LL/token: -8.1825\n",
-      "<580> LL/token: -8.18218\n",
-      "<590> LL/token: -8.18122\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse allege incident arrest victim force investigation vehicle charge report suspect allegedly year station count medium \n",
-      "1\t3.33333\tproject service development government fund support work provide infrastructure improve rural build ministry road budget access plan building facility funding \n",
-      "2\t3.33333\tgovernment issue report statement decision medium state concern call question add interest leader public raise group opposition claim deal situation \n",
-      "3\t3.33333\twater area market community food island disaster people product village fishery affect agriculture local supply live farmer clean small environment \n",
-      "4\t3.33333\tpublic court case money order pay high office payment law matter legal receive charge give month application year prosecution time \n",
-      "5\t3.33333\tcompany land operation issue log people local area ship business operate add landowner owner site illegal carry mining place stop \n",
-      "6\t3.33333\tpeople woman family country child community leader life live young good church day work peace time change nation violence leadership \n",
-      "7\t3.33333\tyear student school education week staff study teacher child add receive start work form time month high parent award number \n",
-      "8\t3.33333\tteam time good play event game start place competition host today player match day final year goal sport week island \n",
-      "9\t3.33333\tcovid health country medical case service hospital travel border response emergency test vaccine week passenger people risk include flight clinic \n",
-      "10\t3.33333\tmember parliament election process meeting bill general yesterday constituency candidate vote hold act pass national party day week today motion \n",
-      "11\t3.33333\tcountry development policy region regional support address security partner ensure national develop include meeting plan island strengthen strategy resource key \n",
-      "12\t3.33333\tgovernment provincial province people visit national support western continue official guadalcanal assistance premier work ramsi mission ceremony executive meet island \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry island growth high financial cost small benefit international worker \n",
-      "14\t3.33333\tprogram community work training support youth opportunity provide important include programme event activity information train launch participant culture local skill \n",
-      "\n",
-      "<600> LL/token: -8.18007\n",
-      "<610> LL/token: -8.17922\n",
-      "<620> LL/token: -8.17894\n",
-      "<630> LL/token: -8.1785\n",
-      "<640> LL/token: -8.17859\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf accuse allege incident arrest victim force investigation report vehicle suspect charge allegedly station count year medium \n",
-      "1\t3.33333\tproject service development government fund work support provide infrastructure rural improve build ministry budget road building access plan facility funding \n",
-      "2\t3.33333\tgovernment issue statement report decision medium state concern call question public add interest raise opposition deal claim leader group situation \n",
-      "3\t3.33333\twater area market island community food people disaster product village fishery agriculture local affect supply live small environment farmer clean \n",
-      "4\t3.33333\tcourt public case money order pay high charge payment prosecution matter office law year legal month time receive application yesterday \n",
-      "5\t3.33333\tcompany land operation issue log ship local business people operate area landowner add carry owner site illegal activity mining place \n",
-      "6\t3.33333\tpeople woman family country child community leader life live young church day good work peace change time nation speak violence \n",
-      "7\t3.33333\tyear student school education week staff study teacher receive add start form child work time parent month award number high \n",
-      "8\t3.33333\tteam time good play event game start place host competition today player match goal final year lead sport day stage \n",
-      "9\t3.33333\tcovid health country medical case service travel hospital border response emergency test vaccine people week passenger risk include flight clinic \n",
-      "10\t3.33333\tmember parliament election process bill meeting general candidate yesterday vote constituency hold pass day act national party leader today motion \n",
-      "11\t3.33333\tcountry development policy region support regional address security ensure partner develop national island meeting include strengthen strategy plan resource key \n",
-      "12\t3.33333\tgovernment provincial province people visit support national western continue official guadalcanal premier work assistance ramsi mission ceremony executive island meet \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry growth high island financial cost worker benefit international small \n",
-      "14\t3.33333\tcommunity program work training support youth opportunity provide important programme include event activity information train launch participant local culture australian \n",
-      "\n",
-      "<650> LL/token: -8.17775\n",
-      "<660> LL/token: -8.17865\n",
-      "<670> LL/token: -8.17804\n",
-      "<680> LL/token: -8.17578\n",
-      "<690> LL/token: -8.17599\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf incident force report arrest victim investigation vehicle suspect station medium commissioner allege involve morning public security \n",
-      "1\t3.33333\tproject service development government fund work support provide infrastructure rural improve build ministry budget building access road plan facility funding \n",
-      "2\t3.33333\tgovernment issue decision statement report medium state concern public call question interest raise add opposition leader claim group deal action \n",
-      "3\t3.33333\twater area market island food community people disaster village affect agriculture local supply live product small fishery farmer clean environment \n",
-      "4\t3.33333\tcourt public case accuse charge money year high pay order matter prosecution payment time yesterday face allege office legal month \n",
-      "5\t3.33333\tcompany land operation issue log ship local operate add business landowner area people owner place carry mining site process illegal \n",
-      "6\t3.33333\tpeople woman family country child community leader young life live day good church work peace nation time change violence leadership \n",
-      "7\t3.33333\tyear student school education week staff study receive teacher work start add form child time parent award complete number month \n",
-      "8\t3.33333\tteam time good play event game start place host competition today player match island final goal year week day lead \n",
-      "9\t3.33333\tcovid health country medical case service hospital travel border response people emergency test vaccine passenger week include risk public flight \n",
-      "10\t3.33333\tmember parliament election process general meeting bill constituency candidate vote act hold yesterday pass national party day week leader motion \n",
-      "11\t3.33333\tcountry development policy region regional support address security develop national partner island ensure include meeting plan strengthen resource strategy key \n",
-      "12\t3.33333\tgovernment provincial province people visit support national western continue official guadalcanal assistance premier work executive ramsi mission ceremony meet acknowledge \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry growth high financial cost island worker international small benefit \n",
-      "14\t3.33333\tprogram community work training support provide opportunity youth important include programme activity information event train local australian launch participant culture \n",
-      "\n",
-      "<700> LL/token: -8.17484\n",
-      "<710> LL/token: -8.17371\n",
-      "<720> LL/token: -8.17457\n",
-      "<730> LL/token: -8.17455\n",
-      "<740> LL/token: -8.17498\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf force report incident arrest victim investigation vehicle suspect station medium commissioner public morning operation involve boat \n",
-      "1\t3.33333\tproject service government development fund support work provide infrastructure rural improve build ministry budget building plan access road funding facility \n",
-      "2\t3.33333\tgovernment issue statement decision report medium public state concern question call add interest raise opposition leader claim deal group action \n",
-      "3\t3.33333\twater area island market food community people disaster village affect local supply live agriculture small farmer clean fishery environment report \n",
-      "4\t3.33333\tcourt public case accuse charge year money high pay matter order prosecution payment allege yesterday face time legal hear application \n",
-      "5\t3.33333\tcompany land issue operation log ship operate business add landowner local area owner site mining place carry law process sign \n",
-      "6\t3.33333\tpeople woman family child country community young leader life live day church work good peace change time violence nation leadership \n",
-      "7\t3.33333\tyear student school education week staff study receive teacher add work start form time high award parent child complete month \n",
-      "8\t3.33333\tteam good time play event game start place host competition year player match today final stage week lead day goal \n",
-      "9\t3.33333\tcovid health country medical case service hospital travel border response emergency test vaccine week people passenger risk include public flight \n",
-      "10\t3.33333\tmember parliament election process meeting bill general candidate act constituency vote yesterday pass hold day national party week chief today \n",
-      "11\t3.33333\tcountry development policy region regional address support security develop ensure partner island national meeting include strategy resource strengthen plan key \n",
-      "12\t3.33333\tgovernment provincial province people visit national support western continue official guadalcanal premier work assistance ramsi mission executive ceremony meet acknowledge \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry growth high financial cost island worker benefit small international \n",
-      "14\t3.33333\tprogram work community training support provide opportunity important include programme youth activity information local train event australian participant culture launch \n",
+      "<450> LL/token: -8.19131\n",
+      "<460> LL/token: -8.1891\n",
+      "<470> LL/token: -8.18977\n",
+      "<480> LL/token: -8.18947\n",
+      "<490> LL/token: -8.18877\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face allegedly time hear order trial count \n",
+      "1\t3.33333\tproject development government support service fund provide infrastructure rural improve financial work budget ministry access build funding year include assistance \n",
+      "2\t3.33333\tcovid health medical country case service people hospital response disaster community supply risk include emergency test vaccine provide receive care \n",
+      "3\t3.33333\twater travel tourism island return day arrive week time ship country boat confirm passenger border service close follow leave flight \n",
+      "4\t3.33333\tmember parliament election process general act bill constituency candidate vote pass day party yesterday number office chief motion group registration \n",
+      "5\t3.33333\tstudent school training program year work education staff study teacher learn train provide week opportunity skill knowledge programme form support \n",
+      "6\t3.33333\tpolice officer rsipf report force operation vehicle incident investigation area public medium suspect community continue ramsi security commissioner station arrest \n",
+      "7\t3.33333\tcountry people year support leader island today nation event work church serve continue ceremony acknowledge leadership peace mission member great \n",
+      "8\t3.33333\tcountry development policy support region develop regional include partner partnership address opportunity economic key strengthen ensure security strategy stakeholder national \n",
+      "9\t3.33333\tpeople woman community child family young live youth life work day village group culture violence change home girl time activity \n",
+      "10\t3.33333\tmarket increase food country island percent local industry area impact high economy year product small fishery agriculture resource environment grow \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call action leader interest opposition add claim raise deal corruption \n",
+      "12\t3.33333\tteam good time play game year event start place host lead competition final player today match hold goal stage week \n",
+      "13\t3.33333\tgovernment provincial people province visit national issue western executive work guadalcanal add premier meet meeting plan address week leader current \n",
+      "14\t3.33333\tbusiness company land pay issue log road money payment sign worker local landowner operation process owner mining receive accord contract \n",
+      "\n",
+      "<500> LL/token: -8.1861\n",
+      "<510> LL/token: -8.18502\n",
+      "<520> LL/token: -8.18303\n",
+      "<530> LL/token: -8.18286\n",
+      "<540> LL/token: -8.18248\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject development support government service fund provide infrastructure improve rural work financial budget ministry access build year funding system facility \n",
+      "2\t3.33333\tcovid health country medical case service people hospital response disaster risk supply include community emergency test vaccine provide support receive \n",
+      "3\t3.33333\twater travel tourism island return arrive time day week ship boat confirm passenger service country leave border close flight follow \n",
+      "4\t3.33333\tmember parliament election process general bill constituency act candidate vote party pass day number yesterday motion office registration chief national \n",
+      "5\t3.33333\tstudent school training program year work education staff study teacher learn train week opportunity skill provide programme knowledge form participant \n",
+      "6\t3.33333\tpolice officer rsipf report force operation vehicle incident area investigation public medium suspect continue ramsi security law commissioner station arrest \n",
+      "7\t3.33333\tcountry year people support leader island today nation event church continue work serve ceremony acknowledge peace mission leadership member islander \n",
+      "8\t3.33333\tcountry development policy support region develop regional include partner economic partnership address opportunity key ensure strengthen strategy security stakeholder provide \n",
+      "9\t3.33333\tpeople community woman child family young live youth life day work village group culture violence change girl home activity time \n",
+      "10\t3.33333\tmarket increase food island country percent area local industry high impact product economy year small fishery agriculture resource environment farmer \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call leader opposition action add interest raise deal claim corruption \n",
+      "12\t3.33333\tteam good time play year game start event place host lead competition final player match stage today goal hold yesterday \n",
+      "13\t3.33333\tgovernment provincial people province visit national issue western executive work guadalcanal premier add meet meeting plan address official leader current \n",
+      "14\t3.33333\tbusiness company land pay issue money road log payment sign worker landowner receive local operation process mining owner contract operate \n",
+      "\n",
+      "<550> LL/token: -8.18168\n",
+      "<560> LL/token: -8.18226\n",
+      "<570> LL/token: -8.18191\n",
+      "<580> LL/token: -8.18124\n",
+      "<590> LL/token: -8.18069\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject support development service government fund provide infrastructure rural improve work financial budget ministry access build year funding include facility \n",
+      "2\t3.33333\tcovid health country medical case people service response hospital disaster supply risk community emergency test vaccine include provide receive care \n",
+      "3\t3.33333\twater travel island tourism return time day week arrive ship boat passenger leave confirm service flight home vessel close honiara \n",
+      "4\t3.33333\tmember parliament election process general bill constituency act candidate vote party pass day yesterday chief motion number registration office confidence \n",
+      "5\t3.33333\tstudent school training program year education work staff study teacher learn week train opportunity provide skill knowledge programme form participant \n",
+      "6\t3.33333\tpolice officer rsipf force report vehicle operation incident investigation area public medium suspect continue security ramsi commissioner arrest community station \n",
+      "7\t3.33333\tcountry people year leader support island today nation event continue church work serve ceremony acknowledge peace mission leadership member great \n",
+      "8\t3.33333\tcountry development policy support region develop regional include economic partner partnership opportunity address key strengthen ensure strategy security stakeholder island \n",
+      "9\t3.33333\tcommunity people woman child family young live youth life work day village group culture violence change girl activity home time \n",
+      "10\t3.33333\tincrease market food country island local percent area industry economy high impact product year fishery small agriculture resource environment grow \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call add action opposition interest leader raise claim deal corruption \n",
+      "12\t3.33333\tteam good time play year game start event place host competition final player match yesterday lead today goal stage hold \n",
+      "13\t3.33333\tgovernment provincial people province national visit issue western executive work guadalcanal meeting premier meet add plan address leader official delegation \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment road sign operation landowner worker process local mining owner receive contract operate \n",
+      "\n",
+      "<600> LL/token: -8.18166\n",
+      "<610> LL/token: -8.18133\n",
+      "<620> LL/token: -8.18088\n",
+      "<630> LL/token: -8.17995\n",
+      "<640> LL/token: -8.18088\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face time allegedly hear order trial count \n",
+      "1\t3.33333\tproject development support service government fund provide work infrastructure rural improve financial budget ministry access build funding year include facility \n",
+      "2\t3.33333\tcovid health country medical case people service hospital response risk disaster include emergency vaccine test community provide supply receive support \n",
+      "3\t3.33333\twater travel island tourism time return day ship week boat arrive passenger leave confirm flight service close vessel home source \n",
+      "4\t3.33333\tmember parliament election process general bill act constituency candidate vote pass day party yesterday number group motion registration year confidence \n",
+      "5\t3.33333\tstudent school training program year work education staff study teacher week learn train opportunity provide skill programme knowledge form participant \n",
+      "6\t3.33333\tpolice officer rsipf report force operation vehicle incident public investigation area medium suspect continue ramsi security commissioner arrest station law \n",
+      "7\t3.33333\tcountry people year leader support island today nation event church serve work continue ceremony leadership peace acknowledge mission member great \n",
+      "8\t3.33333\tcountry development policy support region develop regional include economic partner address partnership opportunity key ensure strengthen strategy security island stakeholder \n",
+      "9\t3.33333\tcommunity people woman child family young live youth life work day village group culture violence change girl activity home awareness \n",
+      "10\t3.33333\tincrease market food country island percent local industry economy impact area year high product small fishery resource agriculture environment grow \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern question call add leader opposition interest action raise deal claim corruption \n",
+      "12\t3.33333\tteam good time play year game start event place host competition player match today final stage hold goal yesterday lead \n",
+      "13\t3.33333\tgovernment provincial people province national visit issue western executive work guadalcanal premier add meeting meet plan address current continue delegation \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment sign process landowner operation worker receive local mining give owner add operate \n",
       "\n"
      ]
     },
@@ -5330,93 +4676,93 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<750> LL/token: -8.17557\n",
-      "<760> LL/token: -8.17552\n",
-      "<770> LL/token: -8.17549\n",
-      "<780> LL/token: -8.17634\n",
-      "<790> LL/token: -8.17665\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf force report incident arrest victim investigation vehicle suspect station medium commissioner operation public morning boat area \n",
-      "1\t3.33333\tproject service government development fund support work provide infrastructure rural improve ministry build budget plan building road access facility funding \n",
-      "2\t3.33333\tgovernment issue statement report decision medium public state concern call question add interest raise opposition claim leader deal group action \n",
-      "3\t3.33333\twater area market food island community people disaster village affect local supply live small agriculture farmer clean environment fishery produce \n",
-      "4\t3.33333\tcourt case public accuse charge year money high matter order prosecution payment allege pay face time yesterday hear application month \n",
-      "5\t3.33333\tcompany land issue operation log ship operate add business local landowner law owner sign mining process carry place accord vessel \n",
-      "6\t3.33333\tpeople woman family child country community young leader life live day church work good peace change nation violence time speak \n",
-      "7\t3.33333\tyear student school education week staff receive study teacher start add form work time award parent high complete number child \n",
-      "8\t3.33333\tteam time event good play game start place host competition today year player match island final goal lead day stage \n",
-      "9\t3.33333\tcovid health country medical case service hospital border travel response people emergency test vaccine passenger risk week include public flight \n",
-      "10\t3.33333\tmember parliament election process meeting general bill candidate constituency vote act national hold pass party yesterday day motion leader confidence \n",
-      "11\t3.33333\tcountry development policy region regional address support develop island security partner ensure national meeting include strategy resource strengthen key issue \n",
-      "12\t3.33333\tgovernment provincial province people visit national support western continue official guadalcanal premier work assistance executive ramsi mission meet ceremony year \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry growth high financial cost island worker benefit international small \n",
-      "14\t3.33333\tprogram work community training support provide opportunity include important programme activity youth australian train information local launch participant culture skill \n",
-      "\n",
-      "<800> LL/token: -8.17711\n",
-      "<810> LL/token: -8.17792\n",
-      "<820> LL/token: -8.17744\n",
-      "<830> LL/token: -8.17856\n",
-      "<840> LL/token: -8.17869\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf force report incident arrest victim investigation vehicle suspect station operation medium public commissioner boat area morning \n",
-      "1\t3.33333\tproject service government development fund work support provide infrastructure rural improve build ministry budget plan building road access facility funding \n",
-      "2\t3.33333\tgovernment issue statement decision medium report public state concern call question add raise interest opposition claim leader action deal group \n",
-      "3\t3.33333\twater area island market food people community disaster village affect local supply live farmer clean fishery small environment produce damage \n",
-      "4\t3.33333\tcourt case public charge accuse year money high order matter prosecution allege payment time face yesterday month pay hear represent \n",
-      "5\t3.33333\tcompany land issue operation log ship business operate local landowner law add process owner mining carry place sign activity accord \n",
-      "6\t3.33333\tpeople woman family child country young leader life community live day work church good peace time change nation violence leadership \n",
-      "7\t3.33333\tyear student school education week receive study staff work teacher start add form time award high parent child number complete \n",
-      "8\t3.33333\tteam time good event play game start place host year competition today player match final goal day lead stage sport \n",
-      "9\t3.33333\tcovid health country medical case service hospital border travel people response emergency test vaccine passenger week risk include public situation \n",
-      "10\t3.33333\tmember parliament election process general bill meeting candidate constituency act vote day pass yesterday national hold party motion confidence registration \n",
-      "11\t3.33333\tcountry development policy region support regional address island develop partner security ensure national meeting include resource strategy key strengthen cooperation \n",
-      "12\t3.33333\tgovernment provincial province people visit national support western official continue guadalcanal premier assistance work executive ramsi mission meet ceremony acknowledge \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry growth high financial cost worker island small international good \n",
-      "14\t3.33333\tcommunity program work training support provide opportunity include important programme activity information australian train youth local participant launch skill awareness \n",
-      "\n",
-      "<850> LL/token: -8.17916\n",
-      "<860> LL/token: -8.17975\n",
-      "<870> LL/token: -8.18075\n",
-      "<880> LL/token: -8.17962\n",
-      "<890> LL/token: -8.17939\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf force report incident arrest victim investigation vehicle suspect station medium operation public commissioner boat morning security \n",
-      "1\t3.33333\tproject service government development fund work support provide infrastructure rural improve ministry build budget plan building access road area funding \n",
-      "2\t3.33333\tgovernment issue public statement report medium decision state concern call question add interest raise opposition claim deal leader action group \n",
-      "3\t3.33333\twater area island market food people community disaster village affect supply local live small clean farmer fishery environment find damage \n",
-      "4\t3.33333\tcourt case charge accuse year public money high matter order allege prosecution payment face yesterday time hear month application represent \n",
-      "5\t3.33333\tcompany land issue operation log ship operate business landowner local sign add process mining owner pay carry law place follow \n",
-      "6\t3.33333\tpeople woman family child country young leader life live community day church work peace good time change violence speak nation \n",
-      "7\t3.33333\tyear student school education week receive study work staff teacher start add form time parent award month child complete high \n",
-      "8\t3.33333\tteam time event good play game start host place today competition year player match final goal week sport lead stage \n",
-      "9\t3.33333\tcovid health country medical case service hospital people border travel response emergency test vaccine include risk week public flight continue \n",
-      "10\t3.33333\tmember parliament election process general bill act constituency candidate vote yesterday hold meeting national pass day party motion registration confidence \n",
-      "11\t3.33333\tcountry development policy region regional address support island develop security partner national ensure include resource strategy meeting strengthen plan key \n",
-      "12\t3.33333\tgovernment provincial province people visit national support western official continue guadalcanal premier assistance work executive meet ramsi mission ceremony acknowledge \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry high growth financial cost benefit worker island small good \n",
-      "14\t3.33333\tcommunity program work training support provide opportunity include important programme activity australian information train youth local launch participant skill awareness \n",
-      "\n",
-      "<900> LL/token: -8.18019\n",
-      "<910> LL/token: -8.18109\n",
-      "<920> LL/token: -8.18056\n",
-      "<930> LL/token: -8.18101\n",
-      "<940> LL/token: -8.18063\n",
-      "\n",
-      "0\t3.33333\tpolice officer man rsipf force report incident arrest victim investigation vehicle suspect station operation medium boat public commissioner area morning \n",
-      "1\t3.33333\tproject service development government fund work support provide infrastructure rural improve ministry build plan building budget road access facility area \n",
-      "2\t3.33333\tgovernment issue public statement medium report decision state concern question call raise interest add opposition claim leader deal group action \n",
-      "3\t3.33333\twater area island people market food community disaster village affect local live supply farmer clean small fishery environment find damage \n",
-      "4\t3.33333\tcourt case charge year accuse public money high allege matter order prosecution time yesterday face payment hear month represent trial \n",
-      "5\t3.33333\tcompany land issue operation log ship operate business landowner local add process pay sign mining owner accord carry vessel place \n",
-      "6\t3.33333\tpeople woman family child country young leader life community live day church work peace good change time nation violence speak \n",
-      "7\t3.33333\tyear student school education week receive staff study work teacher add start form time child parent award high complete month \n",
-      "8\t3.33333\tteam time good event play game start host year place competition today player match final goal stage island lead big \n",
-      "9\t3.33333\tcovid health country medical case service hospital people border travel response emergency test vaccine week include risk flight clinic public \n",
-      "10\t3.33333\tmember parliament election process general bill candidate vote act constituency meeting yesterday day pass national hold party motion confidence registration \n",
-      "11\t3.33333\tcountry development policy region regional address island support develop security partner ensure national include resource meeting strategy strengthen key cooperation \n",
-      "12\t3.33333\tgovernment provincial province people visit national western support official continue guadalcanal premier assistance work executive meet ramsi mission ceremony delegation \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry growth financial high cost worker benefit international small rate \n",
-      "14\t3.33333\tprogram community work support training provide opportunity include important programme activity australian information train youth local participant skill awareness encourage \n",
+      "<650> LL/token: -8.18034\n",
+      "<660> LL/token: -8.17885\n",
+      "<670> LL/token: -8.17999\n",
+      "<680> LL/token: -8.1801\n",
+      "<690> LL/token: -8.17899\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject service development support fund government provide work infrastructure rural improve financial budget ministry access build area year road funding \n",
+      "2\t3.33333\tcovid health country medical case service hospital people response risk disaster emergency include test vaccine provide community supply receive continue \n",
+      "3\t3.33333\twater travel island tourism time return ship boat arrive passenger week day leave confirm home flight close vessel source resident \n",
+      "4\t3.33333\tmember parliament election process general bill act constituency candidate vote pass day party yesterday number motion group registration office national \n",
+      "5\t3.33333\tstudent school training program year work education staff study week teacher learn train opportunity skill provide high programme knowledge participant \n",
+      "6\t3.33333\tpolice officer rsipf force report operation vehicle incident investigation public area medium suspect arrest continue commissioner security station law involve \n",
+      "7\t3.33333\tcountry people year leader island support today nation event continue church serve ceremony acknowledge peace mission work leadership member great \n",
+      "8\t3.33333\tcountry development policy support region develop regional economic include partner partnership key opportunity address strengthen ensure sector security strategy stakeholder \n",
+      "9\t3.33333\tcommunity people woman child family young live youth work life day village group culture change violence activity girl awareness home \n",
+      "10\t3.33333\tmarket increase food country island local percent area economy year industry high product fishery small impact agriculture environment resource grow \n",
+      "11\t3.33333\tgovernment public issue decision medium statement report state concern call question add action leader opposition raise interest deal claim corruption \n",
+      "12\t3.33333\tteam time good play game year event start place host lead competition player match final hold stage week goal today \n",
+      "13\t3.33333\tgovernment provincial people province national visit issue western executive guadalcanal work premier add meet meeting plan address leader official current \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment process sign receive landowner operation local mining worker give operate owner accord \n",
+      "\n",
+      "<700> LL/token: -8.1793\n",
+      "<710> LL/token: -8.17859\n",
+      "<720> LL/token: -8.17858\n",
+      "<730> LL/token: -8.17853\n",
+      "<740> LL/token: -8.18013\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high matter public yesterday prosecution face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject service development support fund government provide work infrastructure rural improve financial budget ministry access build area road funding building \n",
+      "2\t3.33333\tcovid health country medical case service hospital people response risk include emergency test vaccine disaster provide border community receive measure \n",
+      "3\t3.33333\twater travel island tourism time ship people boat return area week passenger arrive day home flight leave vessel site confirm \n",
+      "4\t3.33333\tmember parliament election process general bill constituency act candidate vote pass party day yesterday number group motion registration office confidence \n",
+      "5\t3.33333\tstudent school training program year education work staff study teacher week train learn opportunity provide skill programme form knowledge participant \n",
+      "6\t3.33333\tpolice officer rsipf force report operation vehicle incident investigation public medium suspect security area arrest continue commissioner station law involve \n",
+      "7\t3.33333\tcountry year people leader island support nation today event continue work serve church ceremony peace mission acknowledge member leadership great \n",
+      "8\t3.33333\tcountry development policy support region economic develop regional include partner key address ensure opportunity partnership sector strengthen strategy island provide \n",
+      "9\t3.33333\tcommunity people woman child family young youth live life work day village group culture change violence girl activity awareness encourage \n",
+      "10\t3.33333\tmarket increase food country percent local economy year high industry island product area fishery impact agriculture resource small environment farmer \n",
+      "11\t3.33333\tgovernment issue public decision medium statement report state concern question call add opposition action raise leader interest deal claim corruption \n",
+      "12\t3.33333\tteam time good play game year event start place host competition today player lead match final stage yesterday hold goal \n",
+      "13\t3.33333\tgovernment provincial province people national visit issue western executive guadalcanal work meet add premier meeting plan address leader current continue \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment process sign landowner receive operation mining local operate worker give accord owner \n",
+      "\n",
+      "<750> LL/token: -8.17873\n",
+      "<760> LL/token: -8.17837\n",
+      "<770> LL/token: -8.17885\n",
+      "<780> LL/token: -8.17911\n",
+      "<790> LL/token: -8.17894\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject service support development fund government provide work infrastructure rural improve financial budget access build ministry road funding facility year \n",
+      "2\t3.33333\tcovid health country medical case service hospital response border people risk include emergency test vaccine provide community continue receive measure \n",
+      "3\t3.33333\twater travel island people area time ship boat return tourism week leave passenger arrive home day site flight affect vessel \n",
+      "4\t3.33333\tmember parliament election process general bill act constituency candidate vote party pass yesterday day office number motion group registration confidence \n",
+      "5\t3.33333\tstudent school training program year work education staff study teacher week train learn opportunity skill provide programme high knowledge participant \n",
+      "6\t3.33333\tpolice officer rsipf force report operation vehicle public investigation incident medium suspect continue security arrest commissioner station area law involve \n",
+      "7\t3.33333\tcountry year people leader island support nation today event continue serve church ceremony work peace mission acknowledge leadership member great \n",
+      "8\t3.33333\tcountry development policy support region economic develop regional include partner key address opportunity sector partnership ensure strengthen strategy provide security \n",
+      "9\t3.33333\tcommunity people woman child family young live youth life work day village group culture change violence activity girl awareness encourage \n",
+      "10\t3.33333\tmarket increase food country percent local year industry high island product economy fishery agriculture area impact resource environment small grow \n",
+      "11\t3.33333\tissue public government medium decision statement report state concern call question add action leader raise opposition interest claim deal corruption \n",
+      "12\t3.33333\tteam good time play game event start year place host today competition player final match lead goal stage yesterday hold \n",
+      "13\t3.33333\tgovernment provincial province people national visit issue western executive guadalcanal premier meeting meet add work plan address leader current official \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment sign process receive operation landowner mining local operate accord give owner explain \n",
+      "\n",
+      "<800> LL/token: -8.17806\n",
+      "<810> LL/token: -8.17903\n",
+      "<820> LL/token: -8.17928\n",
+      "<830> LL/token: -8.17782\n",
+      "<840> LL/token: -8.18004\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject service support development fund government provide work infrastructure rural improve financial budget access build ministry road funding building area \n",
+      "2\t3.33333\tcovid health country medical case service hospital response border people emergency test vaccine risk include provide receive care measure clinic \n",
+      "3\t3.33333\twater travel island people area disaster time ship boat tourism return week passenger affect home arrive site leave flight day \n",
+      "4\t3.33333\tmember parliament election process general bill act constituency candidate vote yesterday pass party day number motion group registration confidence chief \n",
+      "5\t3.33333\tstudent school training year program work education staff study week teacher learn train opportunity skill provide programme knowledge high participant \n",
+      "6\t3.33333\tpolice officer rsipf force report operation vehicle investigation public incident medium suspect security continue arrest area commissioner station law community \n",
+      "7\t3.33333\tcountry year people leader island visit nation support today event continue church serve ceremony peace mission acknowledge work member ramsi \n",
+      "8\t3.33333\tcountry development policy support economic region develop regional include partner key opportunity sector partnership address ensure strengthen strategy provide security \n",
+      "9\t3.33333\tpeople community woman child family young live youth life work day group culture change violence activity awareness girl village encourage \n",
+      "10\t3.33333\tmarket increase food country year percent local industry island high product economy fishery agriculture impact resource area environment small grow \n",
+      "11\t3.33333\tpublic issue government decision medium statement report concern state call question leader action add opposition raise interest deal claim corruption \n",
+      "12\t3.33333\tteam good time play game event year start place host competition final lead hold player match today week goal stage \n",
+      "13\t3.33333\tgovernment provincial province people national issue western executive guadalcanal meeting add premier meet work visit plan address current leader continue \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment process receive sign landowner operation local mining give operate accord reveal agreement \n",
       "\n"
      ]
     },
@@ -5424,102 +4770,100 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<950> LL/token: -8.18126\n",
-      "<960> LL/token: -8.18133\n",
-      "<970> LL/token: -8.18219\n",
-      "<980> LL/token: -8.18251\n",
-      "<990> LL/token: -8.18322\n",
-      "\n",
-      "0\t3.33333\tpolice officer rsipf man report force incident arrest victim investigation vehicle suspect station operation medium public commissioner boat continue morning \n",
-      "1\t3.33333\tproject service development fund government work support provide infrastructure rural improve ministry build building budget plan road access facility area \n",
-      "2\t3.33333\tgovernment issue public statement medium report decision state concern question call interest add raise opposition claim leader deal action group \n",
-      "3\t3.33333\twater area people island market food community disaster village affect live supply local farmer clean small fishery find environment damage \n",
-      "4\t3.33333\tcourt case charge year accuse public money high allege matter prosecution order yesterday face time payment hear month represent trial \n",
-      "5\t3.33333\tcompany land issue operation log ship operate landowner add business pay local process sign mining owner accord vessel law follow \n",
-      "6\t3.33333\tpeople woman family child country young life leader live community day church work good peace change time violence speak leadership \n",
-      "7\t3.33333\tyear student school education week receive study staff work teacher start add form time parent award child number high complete \n",
-      "8\t3.33333\tteam time event good play game start host place competition today player year match final day goal lead week sport \n",
-      "9\t3.33333\tcovid health country medical case service hospital people border response travel emergency test vaccine risk include week flight clinic patient \n",
-      "10\t3.33333\tmember parliament election process general bill candidate act vote constituency meeting day national pass yesterday party hold motion confidence registration \n",
-      "11\t3.33333\tcountry development policy region regional address island support develop security partner national ensure include resource strategy strengthen meeting key cooperation \n",
-      "12\t3.33333\tgovernment provincial province people visit national western support official continue guadalcanal assistance premier executive meet ramsi mission work ceremony acknowledge \n",
-      "13\t3.33333\tcountry business increase year economic percent tourism economy sector investment industry financial high growth cost worker benefit small island international \n",
-      "14\t3.33333\tcommunity program work support training provide opportunity include important programme activity australian information train youth local participant skill awareness encourage \n",
-      "\n",
-      "<1000> LL/token: -8.18266\n",
-      "\n",
-      "Total time: 2 minutes 7 seconds\n",
+      "<850> LL/token: -8.18073\n",
+      "<860> LL/token: -8.17952\n",
+      "<870> LL/token: -8.17941\n",
+      "<880> LL/token: -8.17909\n",
+      "<890> LL/token: -8.17948\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time allegedly hear order trial count \n",
+      "1\t3.33333\tproject service support development fund provide work government infrastructure rural improve financial budget build access road building area ministry funding \n",
+      "2\t3.33333\tcovid health country medical case hospital service response people border emergency test include vaccine risk continue care clinic measure patient \n",
+      "3\t3.33333\twater travel people island disaster area ship boat home time return affect passenger tourism arrive leave site week day flight \n",
+      "4\t3.33333\tmember parliament election process general bill act constituency candidate vote yesterday day pass party group number motion office chief registration \n",
+      "5\t3.33333\tstudent school training year program work education staff study teacher week train learn opportunity skill provide programme form knowledge high \n",
+      "6\t3.33333\tpolice officer rsipf force report operation vehicle incident investigation public medium suspect continue security area arrest station community commissioner law \n",
+      "7\t3.33333\tcountry visit year island people leader support nation today continue church ceremony event serve peace mission acknowledge official work member \n",
+      "8\t3.33333\tcountry development policy support economic develop region regional partner include key sector opportunity partnership address strengthen ensure strategy security provide \n",
+      "9\t3.33333\tpeople community woman child family young youth live life work day group culture violence change activity awareness girl encourage time \n",
+      "10\t3.33333\tincrease market food country local year percent island industry high product economy fishery agriculture resource impact area environment small grow \n",
+      "11\t3.33333\tissue public medium decision statement report government concern state question call add action leader opposition raise interest deal claim corruption \n",
+      "12\t3.33333\tteam good time play game start year event place host today competition final player match week lead hold goal yesterday \n",
+      "13\t3.33333\tgovernment provincial province people national issue western executive guadalcanal premier meeting plan meet work add address current leader continue delegation \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment process sign receive landowner operation mining operate give owner accord agreement local \n",
+      "\n",
+      "<900> LL/token: -8.17882\n",
+      "<910> LL/token: -8.17953\n",
+      "<920> LL/token: -8.17843\n",
+      "<930> LL/token: -8.17945\n",
+      "<940> LL/token: -8.17925\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high public matter prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject service support development fund work provide infrastructure rural government improve financial budget build access ministry area road building assistance \n",
+      "2\t3.33333\tcovid health country case medical service hospital people response border emergency test include vaccine risk week receive care provide clinic \n",
+      "3\t3.33333\twater travel people island area disaster ship boat time home site passenger affect tourism leave return week arrive flight day \n",
+      "4\t3.33333\tmember parliament election process general bill act constituency candidate vote yesterday party day pass number motion political follow group registration \n",
+      "5\t3.33333\tstudent school training year program work education staff study week teacher opportunity train learn skill provide programme high knowledge form \n",
+      "6\t3.33333\tpolice officer rsipf force report operation public vehicle incident investigation medium suspect security continue arrest community station commissioner area law \n",
+      "7\t3.33333\tcountry visit leader year island people support nation today continue ceremony serve official church peace mission acknowledge event ramsi work \n",
+      "8\t3.33333\tcountry development policy support economic region develop regional partner include key sector opportunity address ensure partnership strengthen strategy stakeholder security \n",
+      "9\t3.33333\tpeople community woman child family young youth live life work day group culture change violence activity awareness girl encourage world \n",
+      "10\t3.33333\tincrease market food country year percent local industry high island product economy fishery agriculture area impact resource small grow farmer \n",
+      "11\t3.33333\tissue public decision medium report statement concern state government call question add leader action opposition raise interest claim deal law \n",
+      "12\t3.33333\tteam good time play game start year event place host competition lead final today player match yesterday week goal stage \n",
+      "13\t3.33333\tgovernment provincial people province national issue western executive add guadalcanal meeting premier work plan meet address current continue delegation leader \n",
+      "14\t3.33333\tbusiness company land pay money log issue payment process sign receive landowner operation mining operate local give accord agreement owner \n",
+      "\n",
+      "<950> LL/token: -8.17923\n",
+      "<960> LL/token: -8.17839\n",
+      "<970> LL/token: -8.1793\n",
+      "<980> LL/token: -8.17841\n",
+      "<990> LL/token: -8.17832\n",
+      "\n",
+      "0\t3.33333\tcourt case year charge accuse man allege victim high matter public prosecution yesterday face time allegedly order hear trial count \n",
+      "1\t3.33333\tproject service support development fund work provide infrastructure rural government improve financial build access budget area building road include ministry \n",
+      "2\t3.33333\tcovid health country medical case service hospital response people border include emergency test vaccine risk care continue provide week measure \n",
+      "3\t3.33333\twater travel people island area disaster ship time boat home passenger affect week arrive leave day flight return tourism vessel \n",
+      "4\t3.33333\tmember parliament election process bill general act constituency candidate vote yesterday day pass party number group motion office political week \n",
+      "5\t3.33333\tstudent school training year program work education staff study week teacher train opportunity learn skill provide high form knowledge programme \n",
+      "6\t3.33333\tpolice officer rsipf force report operation public vehicle incident investigation medium suspect security arrest continue area commissioner station community law \n",
+      "7\t3.33333\tcountry visit year island leader people support nation today official ceremony serve church peace mission continue acknowledge member ramsi assistance \n",
+      "8\t3.33333\tcountry development policy support economic develop regional region include partner sector key opportunity address partnership ensure strengthen strategy provide security \n",
+      "9\t3.33333\tpeople community woman child family young youth life live work day group culture change violence awareness activity girl encourage world \n",
+      "10\t3.33333\tincrease market food country year local percent high industry island product economy fishery agriculture area impact resource environment small export \n",
+      "11\t3.33333\tissue public decision medium report statement concern state call question government action leader add raise opposition interest claim deal law \n",
+      "12\t3.33333\tteam good time play game year start event place competition final host player match lead today goal stage hold week \n",
+      "13\t3.33333\tgovernment provincial province people national issue western executive add guadalcanal meeting premier meet work address plan continue current leader delegation \n",
+      "14\t3.33333\tbusiness company land pay money issue log payment sign process receive landowner operation mining operate give local agreement accord cost \n",
+      "\n",
+      "<1000> LL/token: -8.17713\n",
+      "\n",
+      "Total time: 2 minutes 4 seconds\n",
       "Mallet LDA: 16 topics, 4 topic bits, 1111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -10.21877\n",
-      "<20> LL/token: -9.1851\n",
-      "<30> LL/token: -8.67585\n",
-      "<40> LL/token: -8.49358\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic region regional island develop sector address support partner government key strategy economy partnership challenge strengthen global \n",
-      "1\t3.125\treport week province western yesterday number area boat people accord expect confirm close early day travel morning information time leave \n",
-      "2\t3.125\tcourt police case man charge accuse year allege incident arrest victim investigation matter prosecution public suspect allegedly high face hear \n",
-      "3\t3.125\tgovernment public issue decision statement budget bill state opposition payment parliament question minister raise concern corruption cabinet process fund power \n",
-      "4\t3.125\tproject development fund market rural infrastructure improve support work provide access local management product increase build area funding facility benefit \n",
-      "5\t3.125\twoman training community program work youth young event opportunity people support train role participant culture skill important violence knowledge encourage \n",
-      "6\t3.125\tsupport government covid service country provide ensure national continue plan response health include system effort vaccine province deliver emergency people \n",
-      "7\t3.125\tcountry work service worker travel month ship return include week passenger arrive flight vessel follow international provide confirm complete time \n",
-      "8\t3.125\thealth people case medical child hospital family care country clinic patient nurse day person doctor death spread life test number \n",
-      "9\t3.125\tpeople water community area island live affect food village problem disaster time damage clean supply long home resident face small \n",
-      "10\t3.125\tprovincial member election parliament people leader national constituency province premier executive candidate general vote process meeting party political day hold \n",
-      "11\t3.125\tgovernment business land visit sign country people official add agreement year work issue meet delegation interest local establish guadalcanal note \n",
-      "12\t3.125\tcompany issue vehicle log pay operation law claim order road public land landowner stop action owner illegal call mining deal \n",
-      "13\t3.125\tyear student school education child study church teacher staff form work today ceremony parent award attend speak add celebration week \n",
-      "14\t3.125\tteam year good play tourism time game percent host final competition player match start goal place island event lead half \n",
-      "15\t3.125\tpolice officer rsipf medium force community security work continue people member operation ramsi commissioner mission law public respect assistance serve \n",
-      "\n",
-      "<50> LL/token: -8.40604\n",
-      "<60> LL/token: -8.35872\n",
-      "<70> LL/token: -8.32954\n",
-      "<80> LL/token: -8.30982\n",
-      "<90> LL/token: -8.29545\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic region develop regional sector resource key partner challenge address economy strategy island level global partnership sustainable \n",
-      "1\t3.125\treport week yesterday province western early accord area leave confirm day boat call close morning find follow night expect late \n",
-      "2\t3.125\tcourt man case charge police accuse year allege arrest victim incident investigation matter prosecution public suspect allegedly face high hear \n",
-      "3\t3.125\tgovernment public statement decision issue parliament budget bill question state opposition add concern raise payment corruption medium cabinet power process \n",
-      "4\t3.125\tproject fund development market rural infrastructure improve work increase year local provide access percent product support build industry benefit funding \n",
-      "5\t3.125\twoman training program community work youth young support opportunity people train event participant culture skill family programme important group encourage \n",
-      "6\t3.125\tsupport government service provide covid country continue ensure national plan response include work assistance border effort deliver vaccine ministry community \n",
-      "7\t3.125\twork country service month week travel worker return ship passenger number time flight follow international arrive vessel include contract confirm \n",
-      "8\t3.125\thealth case medical people covid child country hospital care increase test record clinic patient number person nurse family positive risk \n",
-      "9\t3.125\tpeople water community island area live food affect village problem time home damage clean small family supply house environment life \n",
-      "10\t3.125\tprovincial member election province people national leader constituency executive parliament premier government candidate vote general guadalcanal meeting process hold party \n",
-      "11\t3.125\tgovernment country visit people business official sign issue meet island agreement meeting interest delegation establish year include important add relationship \n",
-      "12\t3.125\tcompany land issue pay log vehicle business money claim order landowner operation road owner law stop illegal mining action accord \n",
-      "13\t3.125\tyear student school education study church teacher child form staff today award work parent speak time ceremony celebration add high \n",
-      "14\t3.125\tteam good time play tourism game year event host place competition final player match start lead goal island half big \n",
-      "15\t3.125\tpolice officer medium rsipf force community security work public operation continue member law people ramsi commissioner mission station respect conduct \n",
-      "\n",
-      "<100> LL/token: -8.28222\n",
-      "<110> LL/token: -8.27047\n",
-      "<120> LL/token: -8.26212\n",
-      "<130> LL/token: -8.25347\n",
-      "<140> LL/token: -8.24586\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic region develop regional sector resource key challenge economy address strategy level global sustainable partner growth achieve \n",
-      "1\t3.125\treport week yesterday day accord early call leave province morning late people close boat follow night find western confirm area \n",
-      "2\t3.125\tcourt man case charge accuse police year allege arrest victim investigation incident matter prosecution public suspect high allegedly face hear \n",
-      "3\t3.125\tgovernment public decision statement issue parliament budget bill state question opposition add concern raise corruption power interest political medium cabinet \n",
-      "4\t3.125\tproject market fund development rural infrastructure year increase improve work percent local business access build product benefit road facility cost \n",
-      "5\t3.125\twoman training community program work youth young people opportunity support train participant event culture skill family child encourage group important \n",
-      "6\t3.125\tsupport government provide service work plan national ensure assistance continue include response deliver australian effort border program vaccine ministry community \n",
-      "7\t3.125\tmonth service work week travel country worker return ship time passenger number include flight follow international confirm vessel contract arrive \n",
-      "8\t3.125\thealth covid case medical country people hospital child care test risk service public clinic record positive patient person number measure \n",
-      "9\t3.125\tpeople water community island area food live affect village problem clean supply damage time family small environment home life site \n",
-      "10\t3.125\tprovincial member province election people national executive constituency government premier parliament guadalcanal candidate vote general leader western process chief act \n",
-      "11\t3.125\tcountry government visit people leader official issue island meeting meet sign agreement state cooperation hold interest discuss delegation minister include \n",
-      "12\t3.125\tcompany land issue business pay log money vehicle claim operation landowner owner payment mining order road illegal give law stop \n",
-      "13\t3.125\tyear student school education child study church teacher staff form work time add today speak award parent celebration serve ceremony \n",
-      "14\t3.125\tteam good time play game event year tourism competition place final host player match start goal lead half big sport \n",
-      "15\t3.125\tpolice officer medium rsipf force public security community operation continue work law member commissioner ramsi conduct station information order people \n",
+      "<10> LL/token: -10.21774\n",
+      "<20> LL/token: -9.20184\n",
+      "<30> LL/token: -8.65003\n",
+      "<40> LL/token: -8.45998\n",
+      "\n",
+      "0\t3.125\tbusiness company local money log percent land product increase pay market export cost high landowner mining farmer year price produce \n",
+      "1\t3.125\tevent island year local visit tourism day world country host culture time open work big good solomon bring international place \n",
+      "2\t3.125\tcovid health country case province people continue response border vaccine emergency risk number public test measure western remain week positive \n",
+      "3\t3.125\tcountry development economic sector region policy resource develop island economy impact increase growth global sustainable key level fishery management agriculture \n",
+      "4\t3.125\tyear student school education week study receive teacher form pay staff add parent number high start month time yesterday scholarship \n",
+      "5\t3.125\toperation travel market ship boat arrive passenger week honiara return flight carry safety vessel service confirm transport day officer follow \n",
+      "6\t3.125\tpeople water area community family medical live village supply home hospital child affect disaster care life food health clinic problem \n",
+      "7\t3.125\tparliament election member government provincial process bill executive act candidate vote claim constituency political general office law chief register motion \n",
+      "8\t3.125\tpeople country leader member nation today government year serve state church ceremony speak good time late official respect hold add \n",
+      "9\t3.125\tgovernment project provincial development fund province land infrastructure budget national rural ministry work road plan funding build support complete year \n",
+      "10\t3.125\tteam time play good game yesterday today start vehicle final competition player week match place lead goal follow leave half \n",
+      "11\t3.125\twork program support service training provide australian opportunity improve train officer management skill worker system include programme conduct knowledge staff \n",
+      "12\t3.125\tgovernment support security meeting rsipf visit assistance meet include country continue work force cooperation sign national official ramsi agreement mission \n",
+      "13\t3.125\tpolice court officer case charge man accuse allege incident arrest victim investigation year public prosecution matter suspect allegedly appeal trial \n",
+      "14\t3.125\tcommunity woman people youth young child work change activity family support group role violence awareness social leader address important encourage \n",
+      "15\t3.125\tissue government public report medium concern statement decision call question raise deal member add state action corruption group matter responsible \n",
       "\n"
      ]
     },
@@ -5527,97 +4871,97 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<150> LL/token: -8.2396\n",
-      "<160> LL/token: -8.23471\n",
-      "<170> LL/token: -8.23057\n",
-      "<180> LL/token: -8.22649\n",
-      "<190> LL/token: -8.22314\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic region develop regional sector resource key economy challenge address strategy global level sustainable growth achieve partner \n",
-      "1\t3.125\treport yesterday week people call leave early day accord late morning boat follow find night time province area close body \n",
-      "2\t3.125\tcourt man case charge accuse year police allege arrest victim investigation matter incident prosecution public suspect high allegedly face hear \n",
-      "3\t3.125\tgovernment public decision parliament statement issue budget question bill state opposition add concern political corruption raise medium current power cabinet \n",
-      "4\t3.125\tproject market development rural infrastructure fund year increase percent business improve work local road build access product benefit cost agriculture \n",
-      "5\t3.125\twoman training community program people work youth young opportunity train participant event culture group family skill child encourage role knowledge \n",
-      "6\t3.125\tsupport government provide service work plan assistance national ensure continue australian program include deliver response effort ministry border vaccine fund \n",
-      "7\t3.125\tmonth service work travel week worker return ship country time passenger number follow flight include international vessel contract confirm arrive \n",
-      "8\t3.125\thealth covid country case medical people hospital care test risk child public emergency service measure clinic person patient positive record \n",
-      "9\t3.125\tpeople water community area island food affect live village problem supply clean damage disaster environment site small life world impact \n",
-      "10\t3.125\tprovincial member province election people national constituency executive government premier parliament guadalcanal candidate vote western general process chief office motion \n",
-      "11\t3.125\tcountry government visit leader people island official meeting issue meet sign agreement state nation cooperation hold member interest discuss include \n",
-      "12\t3.125\tcompany land issue business pay money log payment vehicle claim landowner owner operation order mining accord give road driver stop \n",
-      "13\t3.125\tyear student school education child study church teacher staff time form award today work parent add speak celebration high good \n",
-      "14\t3.125\tteam good time play game event year tourism host competition place final player match start goal big half sport stage \n",
-      "15\t3.125\tpolice officer medium rsipf force public community security operation continue law work member commissioner ramsi order station information conduct unit \n",
-      "\n",
-      "<200> LL/token: -8.21863\n",
-      "<210> LL/token: -8.21681\n",
-      "<220> LL/token: -8.21264\n",
-      "<230> LL/token: -8.21116\n",
-      "<240> LL/token: -8.20881\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic region develop regional sector resource key challenge address level global strategy economy sustainable growth achieve include \n",
-      "1\t3.125\treport people yesterday week call leave accord late early time day morning boat find family night information body close happen \n",
-      "2\t3.125\tcourt man case charge accuse year police allege arrest victim investigation matter incident prosecution public high suspect face allegedly hear \n",
-      "3\t3.125\tgovernment public decision parliament issue statement budget bill question state opposition add political concern power raise medium corruption interest current \n",
-      "4\t3.125\tproject market development year rural infrastructure business fund increase improve road percent local benefit build cost product access work agriculture \n",
-      "5\t3.125\twoman training community program people work youth young opportunity train participant group family culture event skill role encourage child knowledge \n",
-      "6\t3.125\tsupport government provide work service plan assistance national ensure program continue australian include deliver response ministry fund effort management assist \n",
-      "7\t3.125\tmonth work week service travel worker country return ship passenger time number follow flight international vessel include confirm contract arrive \n",
-      "8\t3.125\tcovid health country case medical people hospital care test vaccine risk emergency public measure service clinic patient child positive record \n",
-      "9\t3.125\tpeople water community area island food affect live village problem supply disaster clean damage environment site world life small impact \n",
-      "10\t3.125\tprovincial member province election people national constituency executive government premier western guadalcanal parliament candidate general vote chief yesterday office process \n",
-      "11\t3.125\tcountry government visit leader people island meeting official issue meet sign agreement nation state member cooperation hold minister discuss interest \n",
-      "12\t3.125\tcompany land issue pay business money log payment vehicle claim landowner owner order operation mining give driver road accord stop \n",
-      "13\t3.125\tyear student school education child study church teacher time staff work form award add parent today celebration speak serve high \n",
-      "14\t3.125\tteam good time play event game year place competition final player start match host lead tourism goal stage big half \n",
-      "15\t3.125\tpolice officer medium rsipf force public community security operation law continue member commissioner work ramsi border conduct station information order \n",
-      "\n",
-      "<250> LL/token: -8.20645\n",
-      "<260> LL/token: -8.20448\n",
-      "<270> LL/token: -8.20299\n",
-      "<280> LL/token: -8.20214\n",
-      "<290> LL/token: -8.20157\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic develop region regional sector resource key challenge level economy strategy address global sustainable growth achieve tourism \n",
-      "1\t3.125\treport people yesterday week call leave day early late time family accord morning find boat home happen night close body \n",
-      "2\t3.125\tcourt case man charge accuse year police allege arrest victim investigation matter incident prosecution public suspect high allegedly face hear \n",
-      "3\t3.125\tgovernment public decision parliament issue statement budget bill question state opposition add political medium concern interest group raise corruption power \n",
-      "4\t3.125\tproject market development business year rural infrastructure increase road fund percent improve local benefit access build cost product agriculture construction \n",
-      "5\t3.125\twoman training community people work program youth young opportunity train group participant family culture skill important event role encourage knowledge \n",
-      "6\t3.125\tgovernment support provide work service plan national assistance ensure australian fund program continue deliver include ministry effort management assist response \n",
-      "7\t3.125\tmonth work service week travel worker country time ship return number passenger include follow flight vessel international confirm arrive contract \n",
-      "8\t3.125\tcovid health country case medical people hospital care test vaccine emergency risk measure public service clinic patient positive nurse child \n",
-      "9\t3.125\tpeople water community area island food affect live village disaster supply environment clean damage problem site local small world life \n",
-      "10\t3.125\tprovincial province member election people national constituency executive government western premier guadalcanal candidate general vote parliament process yesterday chief office \n",
-      "11\t3.125\tcountry visit government leader island meeting people official issue meet sign agreement state nation member cooperation hold discuss minister delegation \n",
-      "12\t3.125\tcompany land issue pay business money log payment claim vehicle landowner owner operation mining order accord give driver letter stop \n",
-      "13\t3.125\tyear student school education child study church teacher time form staff award high parent work add today celebration speak serve \n",
-      "14\t3.125\tteam good play time event game place final competition start player match year host big today lead goal sport half \n",
-      "15\t3.125\tpolice officer medium rsipf force community public security operation law continue border work commissioner ramsi member conduct station information order \n",
-      "\n",
-      "<300> LL/token: -8.20031\n",
-      "<310> LL/token: -8.19922\n",
-      "<320> LL/token: -8.1987\n",
-      "<330> LL/token: -8.19767\n",
-      "<340> LL/token: -8.19733\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic develop sector regional region resource key tourism challenge economy level address global strategy sustainable growth achieve \n",
-      "1\t3.125\treport people yesterday call family week leave time late home accord morning day early find boat happen night body close \n",
-      "2\t3.125\tcourt case man charge accuse year police allege arrest victim investigation incident matter prosecution public high suspect face allegedly hear \n",
-      "3\t3.125\tgovernment public parliament decision issue statement budget bill state question opposition political add concern group medium interest corruption raise power \n",
-      "4\t3.125\tproject market development rural year infrastructure business road increase fund local percent build improve cost access benefit product building facility \n",
-      "5\t3.125\twoman community training people program work youth young opportunity train family participant culture skill child group encourage important role knowledge \n",
-      "6\t3.125\tgovernment support provide work service plan national assistance fund ensure australian program continue include deliver ministry management effort assist important \n",
-      "7\t3.125\tmonth week service travel work worker country return ship passenger number follow confirm include time international flight vessel arrive release \n",
-      "8\t3.125\tcovid health country case medical people hospital test vaccine emergency care risk measure service public clinic patient positive nurse record \n",
-      "9\t3.125\tpeople water community area island food affect live village disaster supply environment clean damage small problem site local world impact \n",
-      "10\t3.125\tprovincial province member election people national constituency executive western premier government guadalcanal candidate vote general parliament yesterday chief process office \n",
-      "11\t3.125\tcountry visit leader government island meeting official people meet issue sign state member agreement nation cooperation hold discuss minister delegation \n",
-      "12\t3.125\tcompany land issue pay business money log payment claim landowner owner mining order operation give accord director process letter add \n",
-      "13\t3.125\tyear student school education child study church teacher staff form time work add award parent celebration speak high serve receive \n",
-      "14\t3.125\tteam good time event play game year competition place host player match start final goal today big sport lead half \n",
-      "15\t3.125\tpolice officer medium rsipf force community public operation security continue law work commissioner ramsi member information conduct station order border \n",
+      "<50> LL/token: -8.37302\n",
+      "<60> LL/token: -8.32321\n",
+      "<70> LL/token: -8.29412\n",
+      "<80> LL/token: -8.27608\n",
+      "<90> LL/token: -8.264\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local market log pay product percent export landowner cost increase mining farmer high year sell price \n",
+      "1\t3.125\tevent island year local day tourism country visit world culture host time international open big traditional bring story solomon hold \n",
+      "2\t3.125\tcovid health country case response people continue public number test vaccine risk border emergency measure province positive week report remain \n",
+      "3\t3.125\tcountry development economic policy sector develop resource economy region impact increase island growth global key level sustainable challenge strategy fishery \n",
+      "4\t3.125\tyear student school education week receive study teacher pay high form month add number staff parent yesterday start time award \n",
+      "5\t3.125\toperation travel week ship boat honiara officer arrive passenger return carry market transport flight follow confirm vessel day safety area \n",
+      "6\t3.125\tpeople water area medical community supply live village family disaster affect food home hospital child clinic life care clean nurse \n",
+      "7\t3.125\tmember parliament election process bill act executive candidate vote general political government constituency party chief office yesterday motion confidence registration \n",
+      "8\t3.125\tpeople country leader member nation good today serve year add speak government church continue time ceremony state respect late leadership \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget work plan road rural ministry support western funding premier year build \n",
+      "10\t3.125\tteam time good play game start today week yesterday place lead competition final player match goal sport half point leave \n",
+      "11\t3.125\tservice work provide program training support officer improve australian opportunity system management train skill worker include information staff conduct deliver \n",
+      "12\t3.125\tgovernment support country security meeting visit assistance meet official include island sign rsipf agreement cooperation work regional ramsi mission discuss \n",
+      "13\t3.125\tpolice court officer charge case man accuse allege incident arrest victim investigation vehicle public year prosecution matter suspect rsipf allegedly \n",
+      "14\t3.125\tcommunity woman people child work young youth support family activity group issue change awareness violence encourage important role girl address \n",
+      "15\t3.125\tgovernment issue public report medium statement concern decision call state question claim deal raise add action law matter corruption opposition \n",
+      "\n",
+      "<100> LL/token: -8.25293\n",
+      "<110> LL/token: -8.24629\n",
+      "<120> LL/token: -8.24112\n",
+      "<130> LL/token: -8.23678\n",
+      "<140> LL/token: -8.23319\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log market pay product export landowner percent increase cost mining farmer high industry sell price \n",
+      "1\t3.125\tevent year island day local country tourism visit world culture host open international time traditional celebration bring big opportunity solomon \n",
+      "2\t3.125\tcovid health country case response people continue risk test number vaccine emergency border measure include public report province record positive \n",
+      "3\t3.125\tdevelopment country policy economic sector resource develop economy region impact growth key increase global island strategy sustainable challenge level fishery \n",
+      "4\t3.125\tyear student school education week receive study teacher pay high form add month number staff parent time start award yesterday \n",
+      "5\t3.125\toperation travel honiara public ship market boat officer week passenger return arrive area yesterday flight carry transport vessel follow safety \n",
+      "6\t3.125\tpeople water area supply medical community village food disaster live affect family home hospital clinic island clean nurse problem report \n",
+      "7\t3.125\tmember parliament election process act bill candidate general executive vote constituency yesterday political chief party office current motion national registration \n",
+      "8\t3.125\tpeople leader country member nation good add today speak serve continue church government time year respect ceremony late leadership state \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget work road plan rural ministry support premier funding western year build \n",
+      "10\t3.125\tteam time good play game today start week lead competition final place player yesterday match goal half sport point expect \n",
+      "11\t3.125\tservice work provide program support training officer improve management system train australian opportunity information skill include worker access staff deliver \n",
+      "12\t3.125\tgovernment country support security visit meeting assistance official meet island include sign agreement cooperation rsipf ramsi mission regional issue discuss \n",
+      "13\t3.125\tpolice court officer charge case man accuse allege incident arrest victim investigation vehicle year prosecution rsipf public matter suspect allegedly \n",
+      "14\t3.125\tcommunity woman child work people young youth support family activity group issue change awareness violence important encourage address girl social \n",
+      "15\t3.125\tgovernment issue public report medium statement decision concern claim question state call deal raise law action add matter corruption opposition \n",
+      "\n",
+      "<150> LL/token: -8.23117\n",
+      "<160> LL/token: -8.22796\n",
+      "<170> LL/token: -8.22652\n",
+      "<180> LL/token: -8.22466\n",
+      "<190> LL/token: -8.22343\n",
+      "\n",
+      "0\t3.125\tbusiness company land local money log market product pay export landowner cost percent mining increase farmer year high industry price \n",
+      "1\t3.125\tevent island year local day tourism country world visit culture host open international time celebration traditional big bring include hold \n",
+      "2\t3.125\tcovid health country case response people continue number test vaccine risk public border measure emergency week record include positive total \n",
+      "3\t3.125\tdevelopment country policy economic sector resource develop economy region impact increase growth key global strategy level sustainable challenge island fishery \n",
+      "4\t3.125\tyear student school education week receive study teacher pay high form add month number parent staff start yesterday award complete \n",
+      "5\t3.125\toperation travel honiara market public ship boat week area passenger officer return arrive transport yesterday carry flight time day vessel \n",
+      "6\t3.125\tpeople water area supply food medical disaster live village affect community home family hospital report island clinic damage nurse clean \n",
+      "7\t3.125\tmember parliament election process act bill candidate general vote executive constituency political yesterday party chief pass national motion minister current \n",
+      "8\t3.125\tpeople leader country member nation good add year continue serve speak today church time respect government late ceremony leadership peace \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget work road plan rural ministry support premier western funding year build \n",
+      "10\t3.125\tteam good time play game start week today yesterday lead place final competition player match goal half sport point year \n",
+      "11\t3.125\tservice work provide support training program officer improve management australian include train opportunity information skill system worker staff deliver access \n",
+      "12\t3.125\tgovernment country support visit security meeting assistance island official meet include sign agreement cooperation issue ramsi mission regional rsipf discuss \n",
+      "13\t3.125\tpolice court officer charge case man accuse allege incident arrest victim investigation rsipf public prosecution year matter vehicle suspect allegedly \n",
+      "14\t3.125\tcommunity woman child work people young youth support family activity issue group awareness change violence encourage address girl important program \n",
+      "15\t3.125\tgovernment issue public report medium statement decision concern claim question state call deal raise action law add matter corruption opposition \n",
+      "\n",
+      "<200> LL/token: -8.2223\n",
+      "<210> LL/token: -8.22104\n",
+      "<220> LL/token: -8.21981\n",
+      "<230> LL/token: -8.21849\n",
+      "<240> LL/token: -8.21709\n",
+      "\n",
+      "0\t3.125\tbusiness company land local money log market product pay export landowner cost percent mining increase farmer high industry price payment \n",
+      "1\t3.125\tevent year island day local tourism country world visit culture host time traditional open celebration international bring big hold celebrate \n",
+      "2\t3.125\tcovid health country case response people continue number test vaccine risk emergency public border measure include week report total record \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy region impact growth key increase global strategy sustainable level challenge fishery island \n",
+      "4\t3.125\tyear student school education week receive study teacher pay high form add month number parent staff start award yesterday complete \n",
+      "5\t3.125\toperation travel public market honiara road vehicle area ship week boat passenger transport arrive yesterday flight vessel safety officer carry \n",
+      "6\t3.125\tpeople water area supply food village disaster live affect medical home community family hospital island report clinic damage clean nurse \n",
+      "7\t3.125\tmember parliament election process act bill general candidate vote constituency executive yesterday political party chief government national current pass motion \n",
+      "8\t3.125\tpeople leader country member good nation add continue today serve speak church year time respect leadership late ceremony peace stand \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget work rural plan ministry support premier western funding year build building \n",
+      "10\t3.125\tteam good time play game start week today lead yesterday competition final place player match goal half sport point expect \n",
+      "11\t3.125\tservice work provide support training program officer improve management australian train opportunity information system include worker skill conduct deliver staff \n",
+      "12\t3.125\tgovernment country support visit security meeting island assistance meet official include sign issue cooperation agreement ramsi mission discuss regional delegation \n",
+      "13\t3.125\tpolice court officer charge case man accuse allege incident arrest victim rsipf investigation year prosecution public matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth people support family activity issue group awareness change violence encourage address important girl programme \n",
+      "15\t3.125\tgovernment issue public report medium statement decision concern claim question state call deal raise action law add matter corruption opposition \n",
       "\n"
      ]
     },
@@ -5625,97 +4969,97 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<350> LL/token: -8.19651\n",
-      "<360> LL/token: -8.19582\n",
-      "<370> LL/token: -8.1952\n",
-      "<380> LL/token: -8.1952\n",
-      "<390> LL/token: -8.19557\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic develop sector regional region resource tourism economy key challenge global strategy address level growth sustainable achieve \n",
-      "1\t3.125\treport people yesterday family call time leave late home happen morning week find accord boat early night day body close \n",
-      "2\t3.125\tcourt case man charge accuse year police allege arrest victim investigation vehicle incident matter public prosecution suspect high allegedly face \n",
-      "3\t3.125\tgovernment public parliament decision statement issue budget state bill question opposition add political concern group medium leader current corruption raise \n",
-      "4\t3.125\tproject market rural year infrastructure road development increase business fund local percent improve cost build work access product building benefit \n",
-      "5\t3.125\twoman community training people program work youth young opportunity train group family participant important culture skill encourage role event knowledge \n",
-      "6\t3.125\tgovernment support provide work service plan national assistance fund ensure australian program continue include deliver ministry management effort development assist \n",
-      "7\t3.125\tmonth service week travel work country worker return ship number follow passenger time confirm flight include international arrive vessel release \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine risk care measure service clinic patient public record positive nurse \n",
-      "9\t3.125\twater people community area island food affect live disaster village environment supply clean damage site world problem small local impact \n",
-      "10\t3.125\tprovincial province member election people national constituency executive western premier guadalcanal candidate government general vote parliament yesterday office day process \n",
-      "11\t3.125\tcountry visit leader island meeting official people government meet issue sign state member nation cooperation hold agreement discuss delegation minister \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim landowner owner mining give order operation accord process account letter receive \n",
-      "13\t3.125\tyear student school education child study church teacher staff time form add work award parent high speak celebration serve week \n",
-      "14\t3.125\tteam good time event play game place year host competition final player match start today lead goal big sport stage \n",
-      "15\t3.125\tpolice officer medium rsipf public force community operation security law continue work commissioner ramsi member information conduct station order border \n",
-      "\n",
-      "<400> LL/token: -8.19447\n",
-      "<410> LL/token: -8.19473\n",
-      "<420> LL/token: -8.19462\n",
-      "<430> LL/token: -8.19476\n",
-      "<440> LL/token: -8.19585\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic develop sector regional resource region economy key level challenge strategy global growth address sustainable investment achieve \n",
-      "1\t3.125\treport people family call yesterday leave time home late morning happen find boat day early body accord week night close \n",
-      "2\t3.125\tcourt case man charge accuse year police allege arrest victim vehicle matter incident prosecution public high suspect face allegedly hear \n",
-      "3\t3.125\tgovernment public parliament decision issue statement state bill question budget opposition political add concern group leader medium corruption power current \n",
-      "4\t3.125\tproject market year rural infrastructure road increase development fund business percent build cost work improve local access product facility building \n",
-      "5\t3.125\twoman community training people work program youth young opportunity train participant culture skill family group role important encourage child violence \n",
-      "6\t3.125\tgovernment support provide work service plan national assistance ensure fund australian development program continue deliver ministry include management effort important \n",
-      "7\t3.125\tweek month travel service country return worker work ship tourism number time passenger follow include confirm international flight arrive vessel \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine care risk service measure public clinic patient nurse record positive \n",
-      "9\t3.125\twater community area island people food affect disaster live environment village supply clean damage world local small problem site fish \n",
-      "10\t3.125\tprovincial province member election people national constituency executive western premier guadalcanal government candidate general vote yesterday office chief parliament day \n",
-      "11\t3.125\tcountry visit leader island people meeting official meet government issue sign member state nation cooperation agreement hold discuss minister delegation \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim landowner give mining owner operation accord order receive process account letter \n",
-      "13\t3.125\tyear student school education child study church teacher staff time form add award work parent high speak week celebration serve \n",
-      "14\t3.125\tteam good time event play game place competition final player host year match start big lead goal today stage sport \n",
-      "15\t3.125\tpolice officer medium rsipf public force operation community security continue law work information member commissioner ramsi conduct station order involve \n",
-      "\n",
-      "<450> LL/token: -8.19561\n",
-      "<460> LL/token: -8.19541\n",
-      "<470> LL/token: -8.19504\n",
-      "<480> LL/token: -8.19481\n",
-      "<490> LL/token: -8.19544\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop regional sector resource region economy key challenge level global growth strategy address sustainable impact opportunity \n",
-      "1\t3.125\tpeople report family call yesterday leave time home late morning happen find boat body night day early week accord live \n",
-      "2\t3.125\tcourt case man charge accuse year allege victim police arrest matter public prosecution incident high suspect vehicle face allegedly hear \n",
-      "3\t3.125\tgovernment public parliament decision issue statement state bill question political opposition concern add medium budget group leader corruption current power \n",
-      "4\t3.125\tproject market year rural infrastructure increase fund road development improve percent work build access business cost local building product facility \n",
-      "5\t3.125\twoman community training people program work youth young opportunity train participant family culture group skill role child encourage important knowledge \n",
-      "6\t3.125\tgovernment support provide work service plan national assistance ensure development fund program australian continue deliver ministry include effort management assist \n",
-      "7\t3.125\tweek service month travel country work tourism worker return ship time follow number passenger international include confirm flight vessel arrive \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine risk care service measure clinic public patient positive nurse number \n",
-      "9\t3.125\twater community area island people food affect disaster environment live supply village clean damage small local world site problem fish \n",
-      "10\t3.125\tprovincial province member election people national constituency executive western premier guadalcanal candidate general vote government yesterday office parliament chief process \n",
-      "11\t3.125\tcountry visit leader island people meeting official meet issue government sign nation member state cooperation agreement hold discuss minister delegation \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim landowner give mining order accord operation owner process account receive add \n",
-      "13\t3.125\tyear student school education child study teacher church staff form time work add parent award speak high week celebration good \n",
-      "14\t3.125\tteam good event time play game host year competition final place player start match today lead goal stage sport half \n",
-      "15\t3.125\tpolice officer medium rsipf public force operation community continue law security information commissioner work ramsi member conduct station involve order \n",
-      "\n",
-      "<500> LL/token: -8.19526\n",
-      "<510> LL/token: -8.19588\n",
-      "<520> LL/token: -8.19607\n",
-      "<530> LL/token: -8.19436\n",
-      "<540> LL/token: -8.19402\n",
-      "\n",
-      "0\t3.125\tcountry development economic policy develop sector regional resource region economy key level challenge global growth strategy address sustainable system achieve \n",
-      "1\t3.125\tpeople report family call time home leave yesterday late happen morning find boat body night early day live village accord \n",
-      "2\t3.125\tcourt case man charge accuse year allege victim police arrest matter public prosecution high suspect incident face allegedly yesterday hear \n",
-      "3\t3.125\tgovernment public parliament decision issue statement state bill question add political opposition concern medium group budget leader raise corruption current \n",
-      "4\t3.125\tproject market year rural infrastructure increase fund road development work build percent improve cost local access building product facility complete \n",
-      "5\t3.125\twoman community training people program work youth young opportunity train family participant culture important role skill child group encourage knowledge \n",
-      "6\t3.125\tgovernment support work provide service plan national assistance development ensure fund continue australian program deliver include ministry effort important management \n",
-      "7\t3.125\tweek month country travel service tourism work return worker ship number follow international passenger time flight confirm include vessel arrive \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine risk care service measure clinic patient public nurse record positive \n",
-      "9\t3.125\twater area island community food people affect disaster live environment supply clean village damage local world small fish impact site \n",
-      "10\t3.125\tprovincial province member election people national constituency executive western premier guadalcanal government candidate general vote yesterday parliament day office chief \n",
-      "11\t3.125\tcountry visit leader island people meeting official meet issue nation state member sign government cooperation agreement hold discuss minister delegation \n",
-      "12\t3.125\tcompany land issue business pay money log payment claim landowner accord mining give process operation owner order receive report account \n",
-      "13\t3.125\tyear student school education child study teacher church staff form time add work award parent serve high receive celebration week \n",
-      "14\t3.125\tteam good event time play game year place host competition final start player match goal today big sport lead stage \n",
-      "15\t3.125\tpolice officer medium rsipf public force operation community law continue security information commissioner ramsi work member station vehicle conduct involve \n",
+      "<250> LL/token: -8.21739\n",
+      "<260> LL/token: -8.2167\n",
+      "<270> LL/token: -8.21766\n",
+      "<280> LL/token: -8.21714\n",
+      "<290> LL/token: -8.21641\n",
+      "\n",
+      "0\t3.125\tbusiness company land local money log market pay product export landowner cost mining farmer high percent industry increase payment price \n",
+      "1\t3.125\tevent island year local day tourism country world culture visit host time traditional international celebration open bring hold big celebrate \n",
+      "2\t3.125\tcovid health country case response test vaccine continue risk people emergency number public measure border include record positive report total \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy region impact increase growth key strategy global sustainable level challenge fishery management \n",
+      "4\t3.125\tyear student school education week receive study teacher pay form high add number month staff parent start yesterday award complete \n",
+      "5\t3.125\toperation travel road vehicle public honiara area market ship boat week passenger transport officer carry flight arrive yesterday vessel time \n",
+      "6\t3.125\tpeople water area food supply village disaster affect community medical live home hospital family report island clinic damage clean nurse \n",
+      "7\t3.125\tmember parliament election process bill act candidate general vote constituency executive yesterday party political chief national pass minister motion day \n",
+      "8\t3.125\tpeople leader country member good nation add continue today time year serve church speak respect late leadership ceremony peace stand \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget rural plan work ministry premier support western funding year building build \n",
+      "10\t3.125\tteam time good play game start week lead today place competition final yesterday player match goal half point sport month \n",
+      "11\t3.125\tservice work provide support training program officer improve management australian train opportunity system include skill worker information access deliver staff \n",
+      "12\t3.125\tgovernment country visit support security island meeting assistance official meet include sign agreement cooperation issue regional ramsi mission discuss delegation \n",
+      "13\t3.125\tpolice court officer charge man case accuse allege incident arrest victim rsipf investigation year prosecution public matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth people support family activity issue group change awareness violence encourage address girl program important \n",
+      "15\t3.125\tgovernment issue public report medium statement decision concern claim question state deal call raise action law matter add opposition corruption \n",
+      "\n",
+      "<300> LL/token: -8.21573\n",
+      "<310> LL/token: -8.21527\n",
+      "<320> LL/token: -8.21484\n",
+      "<330> LL/token: -8.2142\n",
+      "<340> LL/token: -8.21279\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log market pay product export landowner cost mining percent farmer payment high industry sell price \n",
+      "1\t3.125\tevent year island local day tourism country world culture visit host traditional open hold celebration international time big bring include \n",
+      "2\t3.125\tcovid health country case response test continue vaccine number risk emergency medical people measure border report public week include positive \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy region increase impact growth key global strategy sustainable challenge level management fishery \n",
+      "4\t3.125\tyear student school education week receive study teacher pay high form add staff parent number start month award time yesterday \n",
+      "5\t3.125\toperation travel road vehicle public honiara market ship area boat transport passenger week officer arrive yesterday flight vessel return carry \n",
+      "6\t3.125\tpeople water area food supply village disaster live affect community home medical island family report hospital clinic damage clean nurse \n",
+      "7\t3.125\tmember parliament election process act bill general candidate vote constituency executive yesterday political party chief national current day motion pass \n",
+      "8\t3.125\tpeople leader country member good nation add continue today time serve year church speak respect leadership late ceremony peace work \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget rural work plan ministry support premier western funding year building build \n",
+      "10\t3.125\tteam time good play game start today week yesterday lead place competition final player match goal half sport point year \n",
+      "11\t3.125\tservice work provide support training program improve officer management australian include system train opportunity information skill worker deliver access equipment \n",
+      "12\t3.125\tgovernment country visit support security island meeting assistance official meet sign include issue cooperation agreement ramsi mission regional discuss minister \n",
+      "13\t3.125\tpolice court officer charge case man accuse allege rsipf incident arrest victim investigation year prosecution public matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth support people family activity issue group awareness change violence encourage important girl address programme \n",
+      "15\t3.125\tgovernment issue public report medium statement decision concern claim question state call deal raise law action matter opposition add corruption \n",
+      "\n",
+      "<350> LL/token: -8.21282\n",
+      "<360> LL/token: -8.2122\n",
+      "<370> LL/token: -8.2128\n",
+      "<380> LL/token: -8.21293\n",
+      "<390> LL/token: -8.21126\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log market pay product export landowner cost mining farmer high percent sell industry increase price \n",
+      "1\t3.125\tevent year island day local tourism country world culture visit host traditional time international celebration open hold bring solomon celebrate \n",
+      "2\t3.125\tcovid health country case medical response test vaccine number continue emergency risk people measure public report include border positive record \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy region increase key impact growth strategy global sustainable level challenge management plan \n",
+      "4\t3.125\tyear student school education week receive study teacher pay high form add month number parent staff start award time complete \n",
+      "5\t3.125\toperation travel road vehicle public honiara market ship boat area week transport passenger officer yesterday arrive flight carry vessel safety \n",
+      "6\t3.125\twater people area food supply disaster village community affect live home island family report medical clinic hospital damage clean nurse \n",
+      "7\t3.125\tmember parliament election process act bill general candidate constituency vote yesterday executive political party national current chief motion pass day \n",
+      "8\t3.125\tpeople leader country member good nation continue add year time church serve speak today respect late leadership ceremony work peace \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget rural work plan ministry premier support western funding year building complete \n",
+      "10\t3.125\tteam good time play game today start week lead competition yesterday final player match goal place half point sport year \n",
+      "11\t3.125\tservice work provide support training program improve officer management australian train include system opportunity worker skill information deliver important equipment \n",
+      "12\t3.125\tcountry government visit support island security meeting official assistance meet sign include issue cooperation agreement regional ramsi mission discuss delegation \n",
+      "13\t3.125\tpolice court officer case charge man accuse rsipf allege incident arrest victim investigation year prosecution public matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth support people family activity issue group awareness change violence encourage program girl address important \n",
+      "15\t3.125\tgovernment issue public report medium statement decision concern claim question state call deal raise law action matter add opposition corruption \n",
+      "\n",
+      "<400> LL/token: -8.21139\n",
+      "<410> LL/token: -8.21113\n",
+      "<420> LL/token: -8.211\n",
+      "<430> LL/token: -8.21022\n",
+      "<440> LL/token: -8.21016\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product export landowner cost mining high payment farmer percent industry increase sell \n",
+      "1\t3.125\tevent year island local day tourism country world culture visit traditional host international open celebration time celebrate big hold solomon \n",
+      "2\t3.125\tcovid health country case medical response test vaccine people number emergency continue risk hospital border measure public include week report \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key impact region growth strategy global increase sustainable challenge ensure level management \n",
+      "4\t3.125\tyear student school education week receive study teacher high form pay add staff month parent number start award time yesterday \n",
+      "5\t3.125\toperation travel road vehicle public market honiara ship boat officer transport week passenger area yesterday flight arrive carry vessel safety \n",
+      "6\t3.125\twater people area food supply village disaster affect community island live home report family clinic damage nurse clean problem find \n",
+      "7\t3.125\tmember parliament election process bill act general candidate vote constituency yesterday executive party political national current pass motion chief minister \n",
+      "8\t3.125\tpeople leader country good member add nation continue time year serve today church speak work respect late leadership peace ceremony \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan ministry rural support work premier western year funding building build \n",
+      "10\t3.125\tteam good time play game start week today lead yesterday competition final player place match goal year half sport point \n",
+      "11\t3.125\tservice work provide support training program improve officer management australian train include information opportunity skill system deliver worker access equipment \n",
+      "12\t3.125\tcountry government visit security island meeting support official meet assistance sign include issue cooperation agreement regional ramsi mission discuss region \n",
+      "13\t3.125\tpolice court officer charge case man accuse rsipf allege incident arrest victim investigation public prosecution year matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth support family activity people group issue change awareness violence encourage address important girl program \n",
+      "15\t3.125\tgovernment issue public report medium statement decision concern claim state question call deal law raise action matter add opposition corruption \n",
       "\n"
      ]
     },
@@ -5723,97 +5067,97 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<550> LL/token: -8.1951\n",
-      "<560> LL/token: -8.19407\n",
-      "<570> LL/token: -8.19589\n",
-      "<580> LL/token: -8.19621\n",
-      "<590> LL/token: -8.19628\n",
-      "\n",
-      "0\t3.125\tdevelopment country policy economic develop sector regional resource economy region challenge key level growth strategy global sustainable address investment opportunity \n",
-      "1\t3.125\tpeople report family call time home leave yesterday late happen morning find boat night day body village live early life \n",
-      "2\t3.125\tcourt case man charge accuse year allege victim matter arrest prosecution police public high suspect incident face allegedly yesterday hear \n",
-      "3\t3.125\tgovernment public parliament decision issue statement bill state question opposition concern add medium political group leader corruption budget raise power \n",
-      "4\t3.125\tproject market year rural infrastructure fund increase road development work build percent improve access cost building local product facility complete \n",
-      "5\t3.125\twoman community training people program work youth young opportunity child train role participant group culture skill encourage important family knowledge \n",
-      "6\t3.125\tgovernment support provide work service plan national assistance development ensure fund australian program continue deliver include ministry management effort important \n",
-      "7\t3.125\tweek service country travel month tourism return worker work ship number follow international time passenger expect flight include arrive confirm \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine risk care measure service clinic public patient include nurse record \n",
-      "9\t3.125\twater community area island food people affect disaster environment supply live clean damage local world small village site impact fish \n",
-      "10\t3.125\tprovincial province member election people national constituency executive western premier guadalcanal government candidate yesterday vote general office day parliament process \n",
-      "11\t3.125\tcountry visit leader island people meeting official meet issue member state nation sign cooperation agreement hold government discuss minister delegation \n",
-      "12\t3.125\tcompany land issue business pay money log payment claim landowner report mining operation give accord process owner order reveal account \n",
-      "13\t3.125\tyear student school education child study teacher church staff work time form add award week parent high serve receive celebration \n",
-      "14\t3.125\tteam good event time play game host start competition place year final player match lead today goal stage sport big \n",
-      "15\t3.125\tpolice officer medium rsipf public force operation community law continue security information vehicle commissioner ramsi member station conduct involve work \n",
-      "\n",
-      "<600> LL/token: -8.19602\n",
-      "<610> LL/token: -8.1949\n",
-      "<620> LL/token: -8.19537\n",
-      "<630> LL/token: -8.19555\n",
-      "<640> LL/token: -8.19635\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop sector resource economy region key challenge address regional growth global strategy level sustainable investment opportunity \n",
-      "1\t3.125\tpeople report family call time home leave late yesterday happen morning boat find night village body live day early life \n",
-      "2\t3.125\tcourt case man charge accuse year allege victim matter public high prosecution arrest suspect police face yesterday allegedly incident hear \n",
-      "3\t3.125\tgovernment public parliament decision issue statement state bill medium question concern add opposition political leader group report raise corruption current \n",
-      "4\t3.125\tproject market rural year infrastructure work road increase development fund build access percent local building improve cost facility product complete \n",
-      "5\t3.125\twoman community training people program work youth young opportunity child train participant important culture role skill group encourage family violence \n",
-      "6\t3.125\tgovernment support provide work service plan national assistance development fund ensure continue australian program deliver ministry include budget management assist \n",
-      "7\t3.125\tweek service month travel country tourism work return worker ship follow number time international expect include passenger confirm flight arrive \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine service care risk measure clinic public patient include number positive \n",
-      "9\t3.125\twater area island community food people affect disaster environment supply clean live local damage world site small village impact fish \n",
-      "10\t3.125\tprovincial province member election people national constituency executive western premier guadalcanal candidate vote general yesterday government parliament chief process office \n",
-      "11\t3.125\tcountry visit leader island people meeting official meet issue member nation state sign cooperation hold agreement discuss minister delegation government \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim landowner mining report operation accord owner process give receive order account \n",
-      "13\t3.125\tyear student school education child study church teacher staff work form add high time award parent serve week receive speak \n",
-      "14\t3.125\tteam good event time play game host year competition place start player today match final lead goal big sport stage \n",
-      "15\t3.125\tpolice officer rsipf medium public force operation community continue law vehicle security information commissioner ramsi member station conduct investigation involve \n",
-      "\n",
-      "<650> LL/token: -8.1961\n",
-      "<660> LL/token: -8.1952\n",
-      "<670> LL/token: -8.19536\n",
-      "<680> LL/token: -8.1949\n",
-      "<690> LL/token: -8.19562\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop sector resource economy key region challenge growth address global strategy level system sustainable regional investment \n",
-      "1\t3.125\tpeople report family call time home leave late happen morning find yesterday boat village body night day live life early \n",
-      "2\t3.125\tcourt case charge accuse man year allege victim matter public prosecution high arrest suspect face yesterday police allegedly incident hear \n",
-      "3\t3.125\tgovernment public issue decision parliament statement state bill question medium add concern opposition political group leader corruption current power raise \n",
-      "4\t3.125\tproject market infrastructure rural year work increase road build improve building percent development access local cost fund product facility complete \n",
-      "5\t3.125\twoman community training people program work youth young opportunity train participant culture encourage skill group role important family child programme \n",
-      "6\t3.125\tgovernment support provide work service plan national development fund assistance ensure budget continue ministry deliver australian program include management funding \n",
-      "7\t3.125\tweek country service travel month tourism return worker work ship time follow international number confirm arrive passenger include expect flight \n",
-      "8\t3.125\tcovid health country case medical people hospital service emergency test vaccine risk care measure clinic public patient record nurse week \n",
-      "9\t3.125\twater area island community food people affect disaster environment supply live clean damage world local impact village fish source small \n",
-      "10\t3.125\tprovincial province member election people constituency national executive western premier guadalcanal candidate general vote yesterday government parliament office week chief \n",
-      "11\t3.125\tcountry visit leader island meeting people official meet issue nation state member sign cooperation agreement hold discuss security minister delegation \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim report landowner mining accord operation process owner give receive account reveal \n",
-      "13\t3.125\tyear student school education child study church teacher staff work form add high parent award serve speak celebration time receive \n",
-      "14\t3.125\tteam good event play time game host competition place year start final today player match lead goal group big stage \n",
-      "15\t3.125\tpolice officer rsipf medium public force operation community vehicle law continue information security commissioner ramsi work station investigation involve member \n",
-      "\n",
-      "<700> LL/token: -8.19572\n",
-      "<710> LL/token: -8.19699\n",
-      "<720> LL/token: -8.19691\n",
-      "<730> LL/token: -8.19605\n",
-      "<740> LL/token: -8.19716\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop sector economy resource key region challenge system growth address strategy level global sustainable investment ensure \n",
-      "1\t3.125\tpeople family time call home leave report late yesterday happen morning village boat find night body live day life early \n",
-      "2\t3.125\tcourt case charge accuse man year allege victim matter high public prosecution face allegedly yesterday arrest hear trial order count \n",
-      "3\t3.125\tgovernment public issue decision parliament statement state medium bill question concern opposition add group political leader raise corruption power cabinet \n",
-      "4\t3.125\tproject market infrastructure year rural work build road increase local building improve percent access cost product facility complete development agriculture \n",
-      "5\t3.125\twoman community training people program work youth young opportunity train group child participant important role skill culture encourage support knowledge \n",
-      "6\t3.125\tgovernment support provide work service development national fund plan assistance budget continue ensure ministry australian deliver program include funding management \n",
-      "7\t3.125\tweek service country travel tourism month work return worker ship follow international number time passenger arrive confirm include flight expect \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine service care risk public measure clinic patient include positive report \n",
-      "9\t3.125\twater island community area food people affect disaster environment supply clean local live damage world impact fish village small fishing \n",
-      "10\t3.125\tprovincial province member election people constituency national executive western premier guadalcanal yesterday candidate general vote parliament office chief day process \n",
-      "11\t3.125\tcountry visit leader island meeting official people meet issue nation member sign state cooperation agreement hold security discuss include minister \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim report landowner mining accord operation process owner give reveal receive account \n",
-      "13\t3.125\tyear student school education child study teacher church staff work add form week time award parent receive good high speak \n",
-      "14\t3.125\tteam event good play time game host competition year final place player match goal start lead big today stage sport \n",
-      "15\t3.125\tpolice officer rsipf medium force public report operation vehicle community information law continue investigation security commissioner ramsi incident station involve \n",
+      "<450> LL/token: -8.20973\n",
+      "<460> LL/token: -8.21009\n",
+      "<470> LL/token: -8.20691\n",
+      "<480> LL/token: -8.20723\n",
+      "<490> LL/token: -8.20697\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product export landowner percent cost mining increase payment farmer high industry price \n",
+      "1\t3.125\tevent year local day island tourism country world culture visit host traditional celebration international open hold big time celebrate solomon \n",
+      "2\t3.125\tcovid health country case medical hospital response test vaccine emergency risk number public people continue measure week patient include border \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key increase impact growth strategy global region sustainable challenge level ensure management \n",
+      "4\t3.125\tyear student school education week receive study teacher high form pay add number start month staff parent award yesterday complete \n",
+      "5\t3.125\toperation travel road vehicle public honiara market ship boat officer transport week area passenger arrive flight yesterday safety vessel carry \n",
+      "6\t3.125\twater people area food supply community village disaster affect live island home report family clinic damage clean problem find house \n",
+      "7\t3.125\tmember parliament election process act bill candidate general vote constituency executive yesterday party chief political national motion day pass registration \n",
+      "8\t3.125\tpeople leader country good member nation add time continue year speak church serve today work respect late leadership family life \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan rural support work ministry premier western funding year build building \n",
+      "10\t3.125\tteam time good play game week start today lead place yesterday competition final player match goal half sport year point \n",
+      "11\t3.125\tservice work support provide training program improve officer australian management train information include system opportunity skill worker access deliver equipment \n",
+      "12\t3.125\tcountry government visit island security meeting support official meet assistance sign include issue cooperation agreement regional ramsi mission discuss region \n",
+      "13\t3.125\tpolice court officer case charge man accuse rsipf allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth support family activity people group issue change awareness violence encourage programme program girl important \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern question state call deal law raise action matter opposition add corruption \n",
+      "\n",
+      "<500> LL/token: -8.20606\n",
+      "<510> LL/token: -8.20586\n",
+      "<520> LL/token: -8.20671\n",
+      "<530> LL/token: -8.20612\n",
+      "<540> LL/token: -8.20481\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product export landowner percent payment cost increase mining high farmer industry sell \n",
+      "1\t3.125\tevent year day local island tourism country visit world culture traditional celebration host open international time hold celebrate big solomon \n",
+      "2\t3.125\tcovid health country case medical hospital response test vaccine emergency risk number people week measure patient positive care include public \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key region growth increase impact strategy global sustainable level ensure challenge management \n",
+      "4\t3.125\tyear student school education week receive study teacher form high add pay staff number month parent start award time complete \n",
+      "5\t3.125\toperation travel road public vehicle honiara market ship week officer boat transport passenger yesterday arrive flight area safety vessel carry \n",
+      "6\t3.125\twater people area food community supply village island disaster affect live report home damage clean family problem source find house \n",
+      "7\t3.125\tmember parliament election process act bill general candidate vote constituency yesterday executive political chief party national current pass motion registration \n",
+      "8\t3.125\tpeople leader country good member add nation time continue church serve year speak today work respect family late leadership life \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget rural plan ministry support western work premier funding year building build \n",
+      "10\t3.125\tteam good time play game week start yesterday today lead competition player match final place goal point half sport year \n",
+      "11\t3.125\tservice work provide support training program improve officer australian management include system train opportunity information skill access deliver worker equipment \n",
+      "12\t3.125\tcountry government visit island security meeting support meet official assistance sign include issue cooperation agreement regional ramsi mission discuss minister \n",
+      "13\t3.125\tpolice court officer case charge man accuse rsipf allege incident arrest victim investigation year prosecution public matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth family support activity people group issue awareness change violence program girl encourage address important \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern state question call deal raise action law matter opposition add corruption \n",
+      "\n",
+      "<550> LL/token: -8.20507\n",
+      "<560> LL/token: -8.20327\n",
+      "<570> LL/token: -8.20251\n",
+      "<580> LL/token: -8.20242\n",
+      "<590> LL/token: -8.20164\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product percent export increase landowner cost payment mining farmer high sell industry \n",
+      "1\t3.125\tevent year day local island tourism country world visit culture traditional celebration host international time hold celebrate include open solomon \n",
+      "2\t3.125\tcovid health case country medical hospital response test emergency vaccine risk number care people measure week clinic patient continue include \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key region growth impact strategy global increase sustainable ensure challenge level plan \n",
+      "4\t3.125\tyear student school education week receive study teacher high form add month pay number staff parent start yesterday time award \n",
+      "5\t3.125\toperation road travel vehicle public honiara market ship boat week transport officer passenger flight yesterday area vessel safety arrive carry \n",
+      "6\t3.125\twater people area food community supply island village report disaster affect live home damage clean problem family source house fish \n",
+      "7\t3.125\tmember parliament election process act bill general candidate vote constituency yesterday executive political national chief party current motion day pass \n",
+      "8\t3.125\tpeople country leader good continue add member nation time serve church speak year work respect today family late leadership life \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan rural ministry support premier work western year funding building build \n",
+      "10\t3.125\tteam good time play game today start week yesterday lead competition final player place match goal year half sport point \n",
+      "11\t3.125\twork service provide support training program improve officer australian management include information train opportunity skill worker system deliver access equipment \n",
+      "12\t3.125\tcountry government visit island security meeting support official meet assistance sign include issue cooperation agreement leader regional ramsi mission discuss \n",
+      "13\t3.125\tpolice court officer charge case man accuse rsipf allege incident arrest victim investigation year prosecution public matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth family support activity people group issue awareness change violence program encourage important girl programme \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim state question concern call deal law raise action matter opposition add corruption \n",
+      "\n",
+      "<600> LL/token: -8.20117\n",
+      "<610> LL/token: -8.20155\n",
+      "<620> LL/token: -8.20205\n",
+      "<630> LL/token: -8.20063\n",
+      "<640> LL/token: -8.20105\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product percent export landowner increase cost payment mining farmer sell industry high \n",
+      "1\t3.125\tevent year day local island tourism country world visit culture traditional celebration host time international open celebrate hold big opportunity \n",
+      "2\t3.125\tcovid health case country medical hospital response test vaccine emergency risk number week people measure care clinic include patient continue \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key increase growth region strategy global impact sustainable challenge level address ensure \n",
+      "4\t3.125\tyear student school education week receive study teacher high form add pay staff number month parent yesterday award time start \n",
+      "5\t3.125\toperation travel road public vehicle honiara market ship boat week transport officer passenger yesterday flight arrive vessel safety return follow \n",
+      "6\t3.125\twater people area food community supply island village report disaster affect live home damage clean problem find source fish family \n",
+      "7\t3.125\tmember parliament election process act bill general candidate constituency vote yesterday political executive national party chief current office motion day \n",
+      "8\t3.125\tpeople leader country good add continue member nation time work serve church speak year family respect today life late leadership \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan work ministry rural premier western support funding year building complete \n",
+      "10\t3.125\tteam good time play game today start week yesterday lead competition final player match place goal year half sport point \n",
+      "11\t3.125\twork service support provide training program improve officer australian management include train information system skill access opportunity worker deliver equipment \n",
+      "12\t3.125\tcountry government visit security island meeting meet official support assistance sign issue include cooperation agreement leader regional ramsi mission state \n",
+      "13\t3.125\tpolice court officer charge case man rsipf accuse allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child young work youth support family activity issue group people awareness change violence important programme girl address encourage \n",
+      "15\t3.125\tgovernment issue public medium report statement decision claim concern question state call deal raise law action matter opposition corruption interest \n",
       "\n"
      ]
     },
@@ -5821,97 +5165,97 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<750> LL/token: -8.19548\n",
-      "<760> LL/token: -8.19436\n",
-      "<770> LL/token: -8.19517\n",
-      "<780> LL/token: -8.19429\n",
-      "<790> LL/token: -8.19387\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop sector economy resource key region challenge system address growth global level strategy sustainable investment regional \n",
-      "1\t3.125\tpeople family home time call leave report late village happen morning find yesterday boat day life body live night early \n",
-      "2\t3.125\tcourt case charge accuse year man allege victim matter high public prosecution face yesterday allegedly hear order trial arrest time \n",
-      "3\t3.125\tgovernment public issue decision parliament statement medium state question bill add concern group opposition political leader call raise corruption power \n",
-      "4\t3.125\tproject market infrastructure work year rural build road increase local access building percent improve facility cost product complete area construction \n",
-      "5\t3.125\twoman community training program people work youth young opportunity important train role child participant encourage group support skill culture family \n",
-      "6\t3.125\tgovernment support provide service work development fund national plan assistance budget ensure ministry continue australian deliver program include funding management \n",
-      "7\t3.125\tweek country travel service month tourism return work worker follow number ship international time confirm arrive passenger expect include flight \n",
-      "8\t3.125\tcovid health country case medical people hospital emergency test vaccine service care risk measure public clinic patient include nurse week \n",
-      "9\t3.125\twater island area community food people affect disaster environment supply world clean live damage small problem local fish impact fishing \n",
-      "10\t3.125\tprovincial province member election people constituency national western executive premier guadalcanal general candidate yesterday vote parliament office process chief day \n",
-      "11\t3.125\tcountry visit leader island people meeting official meet issue nation member sign state cooperation hold agreement discuss security minister delegation \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim report landowner process mining accord operation owner give receive reveal account \n",
-      "13\t3.125\tyear student school education child study teacher church staff work form add week award parent time high receive celebration speak \n",
-      "14\t3.125\tteam event good time play game host place competition final year player match start today goal stage lead sport big \n",
-      "15\t3.125\tpolice officer rsipf force medium public operation report vehicle community continue investigation information law security incident commissioner ramsi suspect station \n",
-      "\n",
-      "<800> LL/token: -8.19344\n",
-      "<810> LL/token: -8.19491\n",
-      "<820> LL/token: -8.19344\n",
-      "<830> LL/token: -8.19319\n",
-      "<840> LL/token: -8.19393\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop sector economy resource key challenge region system growth address global level strategy investment sustainable achieve \n",
-      "1\t3.125\tpeople family time home call leave late village morning report happen find boat night yesterday body life day live stop \n",
-      "2\t3.125\tcourt case charge year accuse man allege victim high matter public prosecution face yesterday allegedly order hear trial time count \n",
-      "3\t3.125\tgovernment public issue decision parliament statement medium state bill concern question group add opposition political leader raise corruption call power \n",
-      "4\t3.125\tproject market work infrastructure year build road rural local increase improve building access percent cost facility product complete area construction \n",
-      "5\t3.125\twoman community training people program work youth young opportunity child support important role train participant group culture skill encourage programme \n",
-      "6\t3.125\tgovernment support provide development service fund work national plan assistance budget ministry ensure continue deliver australian program include funding management \n",
-      "7\t3.125\tweek country service travel tourism month work return worker ship number follow time expect confirm international passenger arrive flight vessel \n",
-      "8\t3.125\tcovid health country case medical people hospital service emergency test vaccine care risk public measure clinic report patient positive record \n",
-      "9\t3.125\twater island area community food people disaster affect environment supply clean world live damage local small impact fish fishery source \n",
-      "10\t3.125\tprovincial province member election people national constituency western executive premier guadalcanal candidate yesterday vote general parliament week office chief day \n",
-      "11\t3.125\tcountry visit leader island meeting people official meet issue nation member sign state cooperation agreement security hold discuss include minister \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim report landowner accord mining process give operation reveal owner receive account \n",
-      "13\t3.125\tyear student school education child study teacher staff church work add form parent week award high time speak celebration receive \n",
-      "14\t3.125\tteam event good time play game host start place competition player match year today final lead goal sport big stage \n",
-      "15\t3.125\tpolice officer rsipf public force medium operation report community vehicle investigation continue information incident law commissioner suspect security ramsi station \n",
-      "\n",
-      "<850> LL/token: -8.1954\n",
-      "<860> LL/token: -8.19453\n",
-      "<870> LL/token: -8.19552\n",
-      "<880> LL/token: -8.19525\n",
-      "<890> LL/token: -8.19596\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic sector develop economy resource key region system challenge growth global level strategy address sustainable investment achieve \n",
-      "1\t3.125\tpeople family time home call leave late village morning find happen boat day yesterday night live body life report early \n",
-      "2\t3.125\tcourt case charge accuse year man allege victim matter high public prosecution yesterday face allegedly order hear trial time count \n",
-      "3\t3.125\tgovernment public issue decision parliament statement medium state bill add question concern group opposition political leader raise corruption law power \n",
-      "4\t3.125\tproject market infrastructure work year road build local increase rural building improve percent access facility product complete cost area business \n",
-      "5\t3.125\twoman community training people work program young youth support opportunity important role train child participant culture skill group encourage knowledge \n",
-      "6\t3.125\tgovernment support development provide service fund work national plan assistance ensure budget ministry continue deliver australian program include funding management \n",
-      "7\t3.125\tweek country travel service tourism month work return worker ship number follow time international expect passenger arrive confirm local flight \n",
-      "8\t3.125\tcovid health country case medical people hospital service emergency test vaccine care risk measure public clinic patient include record nurse \n",
-      "9\t3.125\twater area island community food people disaster affect environment supply clean world live damage fishery management fish source small impact \n",
-      "10\t3.125\tprovincial province member election people constituency national western executive premier guadalcanal candidate general vote office parliament yesterday chief day process \n",
-      "11\t3.125\tcountry visit leader island meeting people official meet issue nation member sign state cooperation hold agreement security discuss delegation minister \n",
-      "12\t3.125\tcompany land issue business pay money log payment report claim landowner process mining accord give operation receive owner reveal account \n",
-      "13\t3.125\tyear student school education child study staff teacher work church add form week time parent high award receive good celebration \n",
-      "14\t3.125\tteam event good play time game host competition place start player final match year today group goal lead big sport \n",
-      "15\t3.125\tpolice officer rsipf force public report medium operation vehicle community continue investigation information law incident suspect commissioner ramsi security station \n",
-      "\n",
-      "<900> LL/token: -8.19557\n",
-      "<910> LL/token: -8.19623\n",
-      "<920> LL/token: -8.19699\n",
-      "<930> LL/token: -8.19569\n",
-      "<940> LL/token: -8.19579\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop sector economy resource key address system level region global growth challenge strategy sustainable investment ensure \n",
-      "1\t3.125\tpeople family time home call leave late village morning happen find boat live life night day body yesterday man early \n",
-      "2\t3.125\tcourt case charge year accuse man allege victim matter high public prosecution yesterday face allegedly order hear trial time count \n",
-      "3\t3.125\tgovernment public issue decision parliament statement medium state bill question concern group opposition political leader add raise call corruption report \n",
-      "4\t3.125\tproject market work infrastructure year road build local building access rural improve increase percent cost facility complete product area construction \n",
-      "5\t3.125\twoman community training people program work youth young support child opportunity important train role participant group culture encourage skill knowledge \n",
-      "6\t3.125\tgovernment support development provide fund service work national plan assistance budget ministry ensure deliver continue australian program include funding management \n",
-      "7\t3.125\tweek country travel service tourism month work worker return number time ship follow expect confirm passenger arrive international flight include \n",
-      "8\t3.125\tcovid health country case medical people hospital service emergency test vaccine risk care measure clinic patient public include nurse record \n",
-      "9\t3.125\twater area island community food people disaster affect environment supply report clean world damage live fishery management impact small source \n",
-      "10\t3.125\tprovincial province member election people constituency national western executive premier guadalcanal candidate yesterday general vote office parliament chief process week \n",
-      "11\t3.125\tcountry visit leader island meeting people official meet issue nation member state sign cooperation security agreement hold discuss minister delegation \n",
-      "12\t3.125\tcompany land business issue pay money log payment claim report landowner process mining accord operation give owner receive reveal account \n",
-      "13\t3.125\tyear student school education child study staff teacher church work add form week parent award time high speak receive celebration \n",
-      "14\t3.125\tteam event good play time game host year competition place player final match today lead start goal big sport group \n",
-      "15\t3.125\tpolice officer rsipf force public report medium operation vehicle community investigation continue law incident information commissioner suspect ramsi security station \n",
+      "<650> LL/token: -8.20064\n",
+      "<660> LL/token: -8.20046\n",
+      "<670> LL/token: -8.20124\n",
+      "<680> LL/token: -8.19993\n",
+      "<690> LL/token: -8.19961\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product percent export cost landowner payment increase mining farmer high sell price \n",
+      "1\t3.125\tevent year local day island tourism country visit world culture traditional celebration host international hold open time celebrate solomon include \n",
+      "2\t3.125\tcovid health country case medical hospital test vaccine response emergency risk number measure care clinic week patient border nurse positive \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key growth increase region strategy global impact ensure challenge sustainable address level \n",
+      "4\t3.125\tyear student school education week receive study teacher add form high number staff start pay parent month award time yesterday \n",
+      "5\t3.125\toperation travel road public vehicle honiara market ship boat week transport officer passenger yesterday flight safety vessel arrive area time \n",
+      "6\t3.125\twater people area food community supply island village report disaster affect live home damage clean find source fish problem family \n",
+      "7\t3.125\tmember parliament election process act bill general candidate vote constituency yesterday political executive national party chief day motion current office \n",
+      "8\t3.125\tpeople leader country good continue time add nation member work serve speak church year family respect life late today leadership \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan rural ministry premier work support western year funding build building \n",
+      "10\t3.125\tteam good time play game week start today lead yesterday competition player final match place year goal half sport point \n",
+      "11\t3.125\twork service support provide training program improve australian officer management system train include information opportunity skill access worker deliver equipment \n",
+      "12\t3.125\tcountry government visit security meeting island official support meet assistance sign issue include leader cooperation agreement regional state ramsi mission \n",
+      "13\t3.125\tpolice court officer case charge man rsipf accuse allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child young youth work family activity support group issue change awareness violence people program programme encourage important girl \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern question state call deal raise law action matter opposition corruption add \n",
+      "\n",
+      "<700> LL/token: -8.20001\n",
+      "<710> LL/token: -8.19957\n",
+      "<720> LL/token: -8.2001\n",
+      "<730> LL/token: -8.1984\n",
+      "<740> LL/token: -8.20007\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product percent export cost increase payment landowner mining year farmer sell high \n",
+      "1\t3.125\tevent year local day island tourism country world visit culture traditional celebration host open international hold celebrate include solomon bring \n",
+      "2\t3.125\tcovid health case country medical hospital response emergency test vaccine number risk clinic measure week care patient include people continue \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key growth strategy region increase global impact sustainable ensure challenge address level \n",
+      "4\t3.125\tyear student school education week receive study teacher high form add staff month number parent pay start award time complete \n",
+      "5\t3.125\toperation road travel public vehicle honiara market ship week boat transport officer passenger time flight yesterday arrive safety vessel continue \n",
+      "6\t3.125\twater area people food community island report village disaster affect supply live home damage clean problem find fish source small \n",
+      "7\t3.125\tmember parliament election process act bill general candidate constituency vote yesterday executive political chief party national motion current registration pass \n",
+      "8\t3.125\tpeople country leader good time add continue nation member serve work church speak family respect today year late life call \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan rural ministry work premier western support year funding build building \n",
+      "10\t3.125\tteam time good play game week start yesterday lead today competition place final player match goal half sport year point \n",
+      "11\t3.125\tservice work support provide training program improve australian officer management system include information train opportunity skill access deliver worker equipment \n",
+      "12\t3.125\tcountry government visit security island meeting support official meet assistance sign issue include leader cooperation agreement regional ramsi mission discuss \n",
+      "13\t3.125\tpolice court officer charge case man rsipf accuse allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth family support activity group issue people awareness change violence program encourage programme girl important \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern question state call deal law raise action matter opposition corruption interest \n",
+      "\n",
+      "<750> LL/token: -8.19984\n",
+      "<760> LL/token: -8.19948\n",
+      "<770> LL/token: -8.19828\n",
+      "<780> LL/token: -8.19741\n",
+      "<790> LL/token: -8.19673\n",
+      "\n",
+      "0\t3.125\tbusiness company land money local log pay market product percent payment export cost landowner increase mining farmer year sell industry \n",
+      "1\t3.125\tevent year day local island tourism country visit world culture traditional host celebration open international celebrate hold solomon bring big \n",
+      "2\t3.125\tcovid health case country medical hospital response emergency test vaccine risk care measure number clinic patient week include nurse positive \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key growth region strategy increase global ensure challenge sustainable impact level address \n",
+      "4\t3.125\tyear student school education week receive study teacher high form add month staff number pay parent start award yesterday complete \n",
+      "5\t3.125\toperation road travel public vehicle honiara market ship boat transport week officer passenger yesterday time arrive flight safety vessel carry \n",
+      "6\t3.125\twater area people food island community report village disaster affect live supply home damage clean find fish source problem site \n",
+      "7\t3.125\tmember parliament election process act bill general candidate vote constituency yesterday political executive national party chief current office motion day \n",
+      "8\t3.125\tpeople leader country good continue add time nation member work serve speak church family respect year life late today bring \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan ministry rural premier work western support year funding complete build \n",
+      "10\t3.125\tteam time good play game week start yesterday today place lead competition final player match goal half sport point year \n",
+      "11\t3.125\twork service support provide training program improve officer australian management system include information train access skill opportunity deliver equipment worker \n",
+      "12\t3.125\tcountry government visit security meeting island official meet support assistance sign include issue leader cooperation agreement regional ramsi mission state \n",
+      "13\t3.125\tpolice court officer charge case man rsipf accuse allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth family activity support group issue awareness change violence encourage program girl programme address important \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern state question deal call law raise action matter opposition add corruption \n",
+      "\n",
+      "<800> LL/token: -8.1969\n",
+      "<810> LL/token: -8.19617\n",
+      "<820> LL/token: -8.1977\n",
+      "<830> LL/token: -8.19707\n",
+      "<840> LL/token: -8.19724\n",
+      "\n",
+      "0\t3.125\tbusiness company land money pay log local market product percent payment export increase cost landowner mining farmer sell high year \n",
+      "1\t3.125\tevent year day local island tourism country world visit culture traditional celebration open hold host international place celebrate include today \n",
+      "2\t3.125\tcovid health case country medical hospital response emergency test vaccine risk people clinic care measure patient number nurse border week \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key region growth strategy global ensure increase challenge sustainable impact level plan \n",
+      "4\t3.125\tyear student school education week receive study teacher high number form add staff parent month start pay yesterday award complete \n",
+      "5\t3.125\toperation road travel public vehicle honiara market ship boat week transport passenger officer yesterday flight safety vessel arrive return continue \n",
+      "6\t3.125\twater area people food island community report village disaster affect live supply home damage clean find problem site fish source \n",
+      "7\t3.125\tmember parliament election process act bill general candidate constituency vote yesterday executive political party chief national motion day office pass \n",
+      "8\t3.125\tpeople country leader good add time continue nation member work speak serve church family year life respect late today leadership \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget rural ministry plan work premier western support year funding building complete \n",
+      "10\t3.125\tteam good time play game week start today yesterday competition lead final player match place goal half sport month point \n",
+      "11\t3.125\twork service support provide training program improve officer australian management include train information system opportunity skill access deliver worker equipment \n",
+      "12\t3.125\tcountry government visit meeting security island meet official support sign assistance issue leader include cooperation agreement regional ramsi mission state \n",
+      "13\t3.125\tpolice court officer case charge man rsipf accuse allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child young work youth family support activity group issue change awareness violence encourage program girl programme important address \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern question state call deal raise law action matter opposition corruption add \n",
       "\n"
      ]
     },
@@ -5919,82 +5263,104 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<950> LL/token: -8.19668\n",
-      "<960> LL/token: -8.19549\n",
-      "<970> LL/token: -8.19494\n",
-      "<980> LL/token: -8.19532\n",
-      "<990> LL/token: -8.19462\n",
-      "\n",
-      "0\t3.125\tcountry development policy economic develop sector economy resource key system region challenge growth global strategy level address sustainable investment achieve \n",
-      "1\t3.125\tpeople family time home call leave village late morning night find happen live boat day life body yesterday man stop \n",
-      "2\t3.125\tcourt case charge year accuse man allege victim high matter public prosecution yesterday face allegedly order hear trial count represent \n",
-      "3\t3.125\tgovernment public issue decision parliament statement medium state bill concern question group opposition political add leader raise report call corruption \n",
-      "4\t3.125\tproject market work infrastructure road build year local building rural improve access increase percent facility complete product cost area construction \n",
-      "5\t3.125\twoman community training people work program youth young opportunity child support train role participant important culture group skill encourage programme \n",
-      "6\t3.125\tgovernment support development provide fund service national work plan assistance budget ministry ensure deliver continue australian program include funding assist \n",
-      "7\t3.125\tweek country travel service tourism month return work worker number ship follow time confirm passenger include expect international arrive flight \n",
-      "8\t3.125\tcovid health country case medical people hospital service emergency test vaccine care public risk measure clinic patient include nurse positive \n",
-      "9\t3.125\twater area island community food people disaster affect report environment supply clean world live damage impact fishery management fish local \n",
-      "10\t3.125\tprovincial province member election people constituency national western executive premier guadalcanal yesterday candidate general vote parliament office chief day process \n",
-      "11\t3.125\tcountry visit leader island meeting people official meet issue nation member state cooperation sign hold security agreement discuss minister delegation \n",
-      "12\t3.125\tcompany land issue business pay money log payment claim report landowner process mining operation accord reveal owner give receive account \n",
-      "13\t3.125\tyear student school education study child staff teacher church work add week form award high parent receive celebration time good \n",
-      "14\t3.125\tteam event good time play game host year competition start player match final place today goal lead group stage sport \n",
-      "15\t3.125\tpolice officer rsipf force report public medium operation vehicle community law investigation continue incident suspect information commissioner ramsi security station \n",
-      "\n",
-      "<1000> LL/token: -8.19456\n",
-      "\n",
-      "Total time: 2 minutes 8 seconds\n",
+      "<850> LL/token: -8.19673\n",
+      "<860> LL/token: -8.19714\n",
+      "<870> LL/token: -8.19703\n",
+      "<880> LL/token: -8.19837\n",
+      "<890> LL/token: -8.19725\n",
+      "\n",
+      "0\t3.125\tbusiness company land money pay log local market product percent payment export cost landowner increase mining high farmer sell year \n",
+      "1\t3.125\tevent year day local island tourism country visit world culture traditional celebration host open hold international celebrate include time attend \n",
+      "2\t3.125\tcovid health case country medical hospital response emergency test vaccine risk care clinic number measure patient week people include nurse \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key region growth strategy increase challenge global impact ensure sustainable plan level \n",
+      "4\t3.125\tyear student school education week receive study teacher high form add number staff parent start month pay yesterday award complete \n",
+      "5\t3.125\toperation road travel public vehicle honiara market ship week boat transport officer passenger yesterday flight safety vessel time arrive return \n",
+      "6\t3.125\twater area people food island community report village disaster affect live supply home find damage clean source fish site problem \n",
+      "7\t3.125\tmember parliament election process act bill general candidate constituency vote yesterday political national party executive chief current motion day pass \n",
+      "8\t3.125\tpeople country leader good add continue time nation work member serve church speak family respect life year late today call \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan rural ministry work western premier support funding year build building \n",
+      "10\t3.125\tteam time good play game week start lead today yesterday place competition final player match goal half year sport point \n",
+      "11\t3.125\twork service support provide training program improve officer australian management include system information train opportunity skill access deliver equipment worker \n",
+      "12\t3.125\tcountry government visit island security meeting meet official support assistance sign issue leader include cooperation agreement regional ramsi mission state \n",
+      "13\t3.125\tpolice court officer case charge man rsipf accuse allege incident arrest victim investigation year prosecution public matter suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child young work youth family support activity group issue change awareness violence encourage program people girl programme address \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern question state law call deal raise action matter opposition corruption add \n",
+      "\n",
+      "<900> LL/token: -8.19644\n",
+      "<910> LL/token: -8.19764\n",
+      "<920> LL/token: -8.19703\n",
+      "<930> LL/token: -8.19663\n",
+      "<940> LL/token: -8.19484\n",
+      "\n",
+      "0\t3.125\tbusiness company land money pay log local percent product market payment export increase cost landowner year mining high farmer sell \n",
+      "1\t3.125\tevent year day local island country tourism visit world culture traditional celebration host hold open international ceremony celebrate include solomon \n",
+      "2\t3.125\tcovid health case country medical hospital response emergency test vaccine risk care clinic week patient measure number include nurse border \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key region growth strategy increase global ensure sustainable challenge impact level plan \n",
+      "4\t3.125\tyear student school education week receive study teacher high add form number staff start month parent yesterday award pay complete \n",
+      "5\t3.125\toperation road travel public vehicle market honiara week ship boat transport yesterday officer passenger flight safety vessel return arrive follow \n",
+      "6\t3.125\twater area people food island community report village disaster affect supply live home damage clean find source site fish small \n",
+      "7\t3.125\tmember parliament election process act bill general candidate vote constituency yesterday political executive party national office chief current motion registration \n",
+      "8\t3.125\tpeople country leader good time add continue nation member work speak church serve family year respect life late today challenge \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan rural ministry premier work western support year funding build building \n",
+      "10\t3.125\tteam good time play game start week lead yesterday place today competition final player match goal half year sport month \n",
+      "11\t3.125\twork service support provide training program improve australian officer include system management access train information skill opportunity deliver equipment assist \n",
+      "12\t3.125\tcountry government visit island security meeting meet official support sign assistance leader issue include cooperation agreement regional state ramsi mission \n",
+      "13\t3.125\tpolice court officer case charge man rsipf accuse allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth family activity support group issue awareness change violence program encourage girl participant programme important \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern question state call deal law raise action matter opposition corruption clear \n",
+      "\n",
+      "<950> LL/token: -8.19646\n",
+      "<960> LL/token: -8.19763\n",
+      "<970> LL/token: -8.19674\n",
+      "<980> LL/token: -8.19662\n",
+      "<990> LL/token: -8.19705\n",
+      "\n",
+      "0\t3.125\tbusiness company land money pay log local market product percent payment increase export cost landowner year mining sell farmer high \n",
+      "1\t3.125\tevent year day local island country tourism visit world culture traditional host celebration hold open international celebrate ceremony today attend \n",
+      "2\t3.125\tcovid health case country medical hospital response emergency test vaccine risk care week clinic measure patient nurse include people continue \n",
+      "3\t3.125\tdevelopment country policy economic sector develop resource economy key region growth strategy ensure global increase sustainable challenge impact level address \n",
+      "4\t3.125\tyear student school education week receive study teacher high form add number staff month parent start yesterday pay award complete \n",
+      "5\t3.125\toperation road travel public vehicle market week honiara officer ship boat transport passenger yesterday flight return arrive safety vessel time \n",
+      "6\t3.125\twater area people food island community village disaster report affect live supply home damage clean site find small fish source \n",
+      "7\t3.125\tmember parliament election process act bill candidate general constituency vote yesterday political national party executive chief motion pass office day \n",
+      "8\t3.125\tpeople leader country good add time continue nation work member serve church speak family year life respect late call thing \n",
+      "9\t3.125\tgovernment project provincial province development fund national infrastructure budget plan ministry rural western work premier support funding year build building \n",
+      "10\t3.125\tteam time good play game start today week lead place final yesterday competition player match goal half sport point year \n",
+      "11\t3.125\twork service support provide training program improve australian officer include management information system train access opportunity skill deliver worker equipment \n",
+      "12\t3.125\tcountry government visit island meeting security meet official sign support assistance issue leader include cooperation agreement state regional ramsi mission \n",
+      "13\t3.125\tpolice court officer case charge man rsipf accuse allege incident arrest victim investigation year prosecution matter public suspect allegedly appeal \n",
+      "14\t3.125\tcommunity woman child work young youth support family activity group change issue awareness violence program encourage girl programme address people \n",
+      "15\t3.125\tgovernment issue public report medium statement decision claim concern question state deal call raise law action matter opposition corruption interest \n",
+      "\n",
+      "<1000> LL/token: -8.19681\n",
+      "\n",
+      "Total time: 2 minutes 16 seconds\n",
       "Mallet LDA: 17 topics, 5 topic bits, 11111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -10.25624\n",
-      "<20> LL/token: -9.1515\n",
-      "<30> LL/token: -8.66352\n",
-      "<40> LL/token: -8.47956\n",
-      "\n",
-      "0\t2.94118\twoman officer police rsipf force family security work support continue ramsi community member mission law violence operation commissioner include girl \n",
-      "1\t2.94118\tdevelopment country policy support region regional partner economic provide develop government strengthen national key include address strategy partnership plan priority \n",
-      "2\t2.94118\tcourt case charge accuse public year high allege matter prosecution order face yesterday time man hear trial allegedly represent evidence \n",
-      "3\t2.94118\tcovid health service medical case country hospital provide test vaccine emergency response include equipment care worker facility support week risk \n",
-      "4\t2.94118\tcountry medium report statement state issue public concern decision question deal interest action add government citizen foreign call nation flight \n",
-      "5\t2.94118\tcompany land issue pay claim log business money payment operation landowner process mining sign contract receive letter give grant explain \n",
-      "6\t2.94118\tteam time play good game start competition event player match place final host today goal sport lead stage island half \n",
-      "7\t2.94118\tyear government country visit increase percent budget fund meet island expect official total month cost include delegation remain number ministry \n",
-      "8\t2.94118\tstudent school year child education study teacher week culture day event form parent time start staff learn scholarship celebration life \n",
-      "9\t2.94118\tpeople community leader youth work young activity church important building information awareness live group launch support good change speak encourage \n",
-      "10\t2.94118\tpeople public road market service province work honiara travel area ship time good add western week transport passenger sell vessel \n",
-      "11\t2.94118\tgovernment provincial member province parliament national leader meeting executive premier minister bill issue political decision opposition current group propose motion \n",
-      "12\t2.94118\tpolice report officer man incident investigation arrest vehicle suspect station village victim morning person body night family death happen information \n",
-      "13\t2.94118\telection member constituency day general process week office candidate vote yesterday people national party officer chief confirm today parliament follow \n",
-      "14\t2.94118\twater area island food community disaster affect people supply world environment live village impact report clean assessment damage fish fishing \n",
-      "15\t2.94118\twork program training support opportunity australian train country important participant skill attend acknowledge knowledge role ceremony provide experience workshop hold \n",
-      "16\t2.94118\tproject business fund development sector support tourism infrastructure economy economic local improve industry benefit government rural resource product investment country \n",
-      "\n",
-      "<50> LL/token: -8.38748\n",
-      "<60> LL/token: -8.33673\n",
-      "<70> LL/token: -8.30773\n",
-      "<80> LL/token: -8.28629\n",
-      "<90> LL/token: -8.27281\n",
-      "\n",
-      "0\t2.94118\twoman officer police rsipf security force work operation support continue family ramsi include mission assistance member violence law commissioner community \n",
-      "1\t2.94118\tdevelopment country policy region support plan regional partner develop national address include ensure key island strategy strengthen stakeholder cooperation priority \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution order face time yesterday man victim hear allegedly trial represent \n",
-      "3\t2.94118\tcovid health country medical case service hospital emergency test vaccine response risk care week clinic patient include nurse team province \n",
-      "4\t2.94118\tissue medium statement country public state concern report decision question add call raise information action deal interest law recent fact \n",
-      "5\t2.94118\tcompany land pay issue log money payment business claim process sign landowner operation receive mining contract give letter source accord \n",
-      "6\t2.94118\tteam play time good game host competition event start player match place island today final goal lead sport half stage \n",
-      "7\t2.94118\tyear government country fund increase visit budget percent financial report cost total month expect ministry number high service remain include \n",
-      "8\t2.94118\tstudent school year child education event study teacher day culture week form parent visit start time family learn scholarship celebration \n",
-      "9\t2.94118\tpeople community leader youth young work live good church group change important country life speak add awareness activity peace nation \n",
-      "10\t2.94118\troad work service travel market public area honiara ship time province people week passenger transport building boat site sell add \n",
-      "11\t2.94118\tgovernment provincial province national parliament member leader meeting executive minister premier bill issue current propose western political cabinet group motion \n",
-      "12\t2.94118\tpolice report man incident officer investigation arrest vehicle suspect family station village body night morning happen area information death person \n",
-      "13\t2.94118\telection member constituency week general office process day candidate parliament vote party yesterday official national today chief follow confirm hold \n",
-      "14\t2.94118\twater island food area community disaster affect world supply environment impact small live fishery village management assessment damage fish clean \n",
-      "15\t2.94118\twork program support training australian opportunity provide train participant skill important acknowledge programme knowledge attend country ceremony role staff management \n",
-      "16\t2.94118\tproject development business support economic rural infrastructure sector improve tourism economy provide government access fund benefit investment industry local growth \n",
+      "<10> LL/token: -10.25519\n",
+      "<20> LL/token: -9.20347\n",
+      "<30> LL/token: -8.68626\n",
+      "<40> LL/token: -8.48777\n",
+      "\n",
+      "0\t2.94118\tcovid case country week confirm border number day test vaccine travel return continue follow public person flight people positive measure \n",
+      "1\t2.94118\tmember parliament election leader statement decision constituency political bill public government opposition candidate vote group process act general minister office \n",
+      "2\t2.94118\tgovernment development policy support national plan ensure priority key strategy implementation implement stakeholder ministry include work sector achieve important process \n",
+      "3\t2.94118\tpeople area island community live year village affect report continue damage add time week local today resident accord small long \n",
+      "4\t2.94118\tgovernment provincial province land issue people national executive western premier guadalcanal add landowner mining decision call statement office current process \n",
+      "5\t2.94118\tcompany business public operation pay money report law payment officer order log claim sell illegal market medium owner stop operate \n",
+      "6\t2.94118\tteam event good play time game host today hold final competition player match start goal place sport yesterday stage lead \n",
+      "7\t2.94118\tfamily time home leave day late people child life boat morning ship find night travel body call member early yesterday \n",
+      "8\t2.94118\twork service project road infrastructure complete building build worker public site construction facility year fund contract expect add transport month \n",
+      "9\t2.94118\tstudent school year training education child study program teacher week learn form receive staff train skill parent award high scholarship \n",
+      "10\t2.94118\twoman community work youth young program rsipf support people church leader ramsi role participant medium violence peace child leadership member \n",
+      "11\t2.94118\tissue country concern resource action environment address fishery protect island state important information meeting area deal conference medium hold management \n",
+      "12\t2.94118\tpolice court officer case charge accuse man allege incident arrest victim investigation year matter public prosecution suspect allegedly rsipf appeal \n",
+      "13\t2.94118\tcountry visit island security tourism region official regional nation leader sign cooperation australian agreement international assistance support meet government delegation \n",
+      "14\t2.94118\thealth support provide service medical response include hospital country disaster team care ensure effort supply equipment clinic assistance patient nurse \n",
+      "15\t2.94118\tproject water rural support food improve community market access provide local sector product area development economic develop agriculture benefit industry \n",
+      "16\t2.94118\tyear country increase budget percent report high cost financial government economy total economic expect finance month rate dollar current investment \n",
       "\n"
      ]
     },
@@ -6002,77 +5368,77 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<100> LL/token: -8.26088\n",
-      "<110> LL/token: -8.25288\n",
-      "<120> LL/token: -8.24586\n",
-      "<130> LL/token: -8.23918\n",
-      "<140> LL/token: -8.2343\n",
-      "\n",
-      "0\t2.94118\twoman officer police rsipf security force work operation continue community support ramsi mission commissioner assistance include family violence law ensure \n",
-      "1\t2.94118\tcountry development policy region plan regional island partner develop national address support include key ensure strategy strengthen stakeholder cooperation priority \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution order face yesterday time man hear victim allegedly trial represent \n",
-      "3\t2.94118\tcovid health country medical case service hospital people emergency test vaccine response care risk include week clinic patient nurse measure \n",
-      "4\t2.94118\tissue medium public statement concern state decision report country question call raise add information action law interest deal recent fact \n",
-      "5\t2.94118\tcompany land pay issue log money business payment process sign claim landowner receive operation mining contract give letter source director \n",
-      "6\t2.94118\tteam play time good game event competition host player match start island today goal place final lead sport big solomon \n",
-      "7\t2.94118\tyear government increase fund report budget country percent financial cost total service ministry expect month high number remain continue current \n",
-      "8\t2.94118\tstudent school year child education study teacher event day culture week form parent start learn scholarship time award attend visit \n",
-      "9\t2.94118\tpeople community leader country youth young good live church life change group speak nation work peace awareness important add activity \n",
-      "10\t2.94118\troad travel work market service honiara ship time area week passenger boat public building transport site vessel flight add sell \n",
-      "11\t2.94118\tgovernment provincial province national leader member parliament meeting executive minister premier bill western current delegation propose meet group cabinet guadalcanal \n",
-      "12\t2.94118\tpolice report man incident investigation officer arrest vehicle suspect family village morning night station body happen information area find victim \n",
-      "13\t2.94118\tmember election constituency parliament general process week office day candidate yesterday official vote party today national follow chief hold act \n",
-      "14\t2.94118\twater island area food community disaster affect supply environment world live small fishery village people impact management local damage fish \n",
-      "15\t2.94118\twork support program training visit opportunity provide australian train programme service participant important skill acknowledge knowledge include management staff deliver \n",
-      "16\t2.94118\tproject development business support economic sector rural improve infrastructure tourism access economy provide government fund industry investment benefit growth local \n",
-      "\n",
-      "<150> LL/token: -8.23066\n",
-      "<160> LL/token: -8.22653\n",
-      "<170> LL/token: -8.22411\n",
-      "<180> LL/token: -8.22297\n",
-      "<190> LL/token: -8.22158\n",
-      "\n",
-      "0\t2.94118\twoman police officer rsipf community force security work operation continue support ramsi mission commissioner include law violence ensure member order \n",
-      "1\t2.94118\tcountry development policy region regional island plan develop partner address national support include key strategy ensure stakeholder cooperation strengthen global \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution order face yesterday man time hear victim trial allegedly represent \n",
-      "3\t2.94118\tcovid health country medical case service hospital people test emergency vaccine risk response care week include clinic patient nurse measure \n",
-      "4\t2.94118\tissue medium public statement concern state decision call question report country raise add information action law interest deal opposition situation \n",
-      "5\t2.94118\tcompany land pay issue money log business payment process sign claim landowner operation receive mining contract letter source give director \n",
-      "6\t2.94118\tteam play good time game event host competition player match start lead final year goal place today island sport hold \n",
-      "7\t2.94118\tyear government increase report fund budget percent country financial cost total service ministry high expect month number continue current finance \n",
-      "8\t2.94118\tstudent school year child education study teacher week form event culture parent start day award learn scholarship staff time receive \n",
-      "9\t2.94118\tpeople community leader country youth young live good church life nation speak change peace awareness group add important traditional time \n",
-      "10\t2.94118\ttravel road work market service honiara time ship week boat passenger public area site building transport flight add complete vessel \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting member executive parliament minister premier bill western current meet delegation issue propose guadalcanal cabinet \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest officer suspect family village night morning body happen station information person area death \n",
-      "13\t2.94118\tmember election constituency parliament general process office day candidate week vote party yesterday national official today chief follow act hold \n",
-      "14\t2.94118\twater island area community food disaster people affect supply environment fishery world small live village impact local management damage fish \n",
-      "15\t2.94118\twork support program training visit provide australian opportunity programme train important participant skill service acknowledge include knowledge management deliver staff \n",
-      "16\t2.94118\tproject development business support rural economic sector infrastructure improve government tourism access economy provide fund benefit industry investment growth local \n",
-      "\n",
-      "<200> LL/token: -8.21952\n",
-      "<210> LL/token: -8.21884\n",
-      "<220> LL/token: -8.21779\n",
-      "<230> LL/token: -8.21788\n",
-      "<240> LL/token: -8.21698\n",
-      "\n",
-      "0\t2.94118\twoman police officer rsipf community force work security operation continue ramsi include commissioner law mission violence ensure support order member \n",
-      "1\t2.94118\tcountry development policy region regional develop partner island address plan include national key strategy stakeholder support cooperation ensure strengthen global \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order man yesterday time victim hear allegedly trial represent \n",
-      "3\t2.94118\tcovid health country medical case service people hospital emergency test vaccine risk response care clinic week patient nurse include measure \n",
-      "4\t2.94118\tissue medium public statement concern state decision call question report add raise country action information interest deal law opposition fact \n",
-      "5\t2.94118\tcompany land pay issue money log business payment process sign claim landowner operation mining receive contract source letter give agreement \n",
-      "6\t2.94118\tteam play good time game event host competition player start match final place goal island today lead sport year stage \n",
-      "7\t2.94118\tyear government increase report fund budget percent financial country cost total ministry high service expect number month current continue finance \n",
-      "8\t2.94118\tstudent school year child education study teacher week form start parent culture award learn staff scholarship receive time day class \n",
-      "9\t2.94118\tpeople community leader country youth young live church life good speak nation change day peace event today group important family \n",
-      "10\t2.94118\ttravel road work market service honiara ship time boat passenger week building public transport flight site vessel add complete sell \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive member minister premier bill western parliament issue meet current delegation propose guadalcanal cabinet \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest suspect family officer village night happen morning body information area find station death \n",
-      "13\t2.94118\tmember election parliament constituency general process office day candidate vote week yesterday national official party today act chief follow hold \n",
-      "14\t2.94118\twater island community area food disaster people affect supply environment fishery live small world local village impact damage fish clean \n",
-      "15\t2.94118\twork support program visit training australian provide opportunity programme train participant service skill important acknowledge include knowledge management deliver assistance \n",
-      "16\t2.94118\tproject development business support sector rural economic improve infrastructure access government tourism economy fund provide benefit investment growth industry product \n",
+      "<50> LL/token: -8.39624\n",
+      "<60> LL/token: -8.34743\n",
+      "<70> LL/token: -8.31829\n",
+      "<80> LL/token: -8.29523\n",
+      "<90> LL/token: -8.27888\n",
+      "\n",
+      "0\t2.94118\tcovid case country week travel border confirm public test vaccine continue number follow day measure flight passenger person vessel positive \n",
+      "1\t2.94118\tmember parliament election constituency statement decision political leader bill public opposition candidate vote process group general act office minister motion \n",
+      "2\t2.94118\tdevelopment government policy support national ensure plan develop key system priority sector economic implement strategy include provide stakeholder achieve partner \n",
+      "3\t2.94118\tpeople area water island community live village affect report damage problem continue resident experience add close situation part year recent \n",
+      "4\t2.94118\tgovernment provincial province land people national issue executive western premier guadalcanal add landowner meeting statement decision propose call current yesterday \n",
+      "5\t2.94118\tcompany pay public money business operation claim log issue payment order law receive report illegal give mining owner operate accord \n",
+      "6\t2.94118\tteam event good play time game host today competition final year player match place start hold goal week lead sport \n",
+      "7\t2.94118\tfamily time leave day home late child life boat find night morning body year call yesterday return happen member travel \n",
+      "8\t2.94118\tproject work service road infrastructure build complete building fund site worker year facility construction development contract transport plan expect include \n",
+      "9\t2.94118\tstudent school training year education program week study teacher train learn staff form skill child high receive work parent add \n",
+      "10\t2.94118\twoman community people work youth young child leader church program support day participant family group violence peace leadership member role \n",
+      "11\t2.94118\tissue medium country report information action concern state address resource environment protect conference fishery important social raise world add deal \n",
+      "12\t2.94118\tpolice officer court charge case rsipf accuse man allege incident arrest victim public investigation year prosecution matter suspect force vehicle \n",
+      "13\t2.94118\tcountry visit island security official leader region tourism meet meeting regional agreement cooperation sign assistance australian nation mission international support \n",
+      "14\t2.94118\thealth support service provide medical response include team hospital work disaster supply assistance care receive operation equipment centre clinic patient \n",
+      "15\t2.94118\tmarket business rural local food support access improve provide industry product benefit project activity small community agriculture sector produce farmer \n",
+      "16\t2.94118\tyear increase budget country percent financial high government fund cost total report economy finance month expect number current economic rate \n",
+      "\n",
+      "<100> LL/token: -8.2663\n",
+      "<110> LL/token: -8.25684\n",
+      "<120> LL/token: -8.2512\n",
+      "<130> LL/token: -8.24493\n",
+      "<140> LL/token: -8.24035\n",
+      "\n",
+      "0\t2.94118\tcovid country case week travel border public confirm test vaccine number people passenger day continue follow measure flight positive vessel \n",
+      "1\t2.94118\tmember parliament election public political decision leader bill constituency opposition candidate statement vote process general group act minister office confidence \n",
+      "2\t2.94118\tdevelopment government policy support national plan ensure develop system key priority sector implement economic provide strategy partner stakeholder achieve implementation \n",
+      "3\t2.94118\tpeople area water community island live village affect report damage problem clean resident continue experience add source week sea close \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier guadalcanal add meeting call current decision propose statement speak hold \n",
+      "5\t2.94118\tcompany pay public claim money issue log operation payment business receive order law question illegal report give mining statement fail \n",
+      "6\t2.94118\tteam event good play time game host today competition final player match start place year hold goal lead sport stage \n",
+      "7\t2.94118\tfamily time leave year day home late find boat night life child body morning call yesterday happen return member travel \n",
+      "8\t2.94118\tproject work fund infrastructure road service build complete building development site facility worker construction include plan year contract transport expect \n",
+      "9\t2.94118\tstudent school training year education program week study teacher train staff learn work skill form receive officer child high parent \n",
+      "10\t2.94118\twoman community people work youth child young leader church day family participant group program violence event peace support encourage member \n",
+      "11\t2.94118\tissue country medium report action information concern address state environment resource conference protect world fishery important global social island deal \n",
+      "12\t2.94118\tpolice officer court charge case rsipf accuse man allege incident arrest victim public investigation prosecution matter suspect year vehicle force \n",
+      "13\t2.94118\tcountry visit island security official leader tourism meeting region meet agreement assistance cooperation regional sign ramsi mission include support australian \n",
+      "14\t2.94118\tservice health support provide medical response team hospital include supply operation work assistance receive care assist equipment disaster clinic patient \n",
+      "15\t2.94118\tbusiness market local rural food country industry provide access benefit product support small improve agriculture sector opportunity activity grow economic \n",
+      "16\t2.94118\tyear increase government budget percent financial fund high cost total report country month finance expect economy number current rate economic \n",
+      "\n",
+      "<150> LL/token: -8.23722\n",
+      "<160> LL/token: -8.23318\n",
+      "<170> LL/token: -8.22952\n",
+      "<180> LL/token: -8.22794\n",
+      "<190> LL/token: -8.22626\n",
+      "\n",
+      "0\t2.94118\tcovid case country travel week border public confirm test vaccine ship passenger number continue people day follow flight measure risk \n",
+      "1\t2.94118\tmember parliament election public political bill constituency opposition leader decision candidate process vote statement general act group office confidence minister \n",
+      "2\t2.94118\tdevelopment support policy government national plan ensure develop key system priority provide sector partner economic implement stakeholder strategy achieve implementation \n",
+      "3\t2.94118\tpeople area water community island live village affect report damage clean problem disaster resident continue week experience honiara close source \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal meeting address propose current call statement member chief \n",
+      "5\t2.94118\tcompany pay issue claim money log public payment operation receive order question law statement report illegal process mining give fail \n",
+      "6\t2.94118\tteam event good play game time host today competition final player match start place year hold goal week sport yesterday \n",
+      "7\t2.94118\ttime family leave year day home late find boat night life child morning body call yesterday return happen member thing \n",
+      "8\t2.94118\tproject work fund infrastructure road build development building complete service plan site facility construction worker year include contract transport funding \n",
+      "9\t2.94118\tstudent school training year education program week study teacher work train staff learn skill form receive high officer parent add \n",
+      "10\t2.94118\twoman community people work child youth young leader church day family group violence peace support encourage program culture event leadership \n",
+      "11\t2.94118\tcountry issue medium information report action state address environment resource concern protect world island conference fishery global important region social \n",
+      "12\t2.94118\tpolice officer court charge case rsipf accuse man allege incident public arrest victim investigation prosecution matter suspect vehicle year force \n",
+      "13\t2.94118\tcountry visit island security official leader tourism meet meeting region assistance agreement cooperation sign regional include support australian ramsi mission \n",
+      "14\t2.94118\tservice health support provide medical response team supply hospital include work assistance receive care assist operation equipment centre clinic community \n",
+      "15\t2.94118\tbusiness local market food rural country industry benefit provide product small agriculture grow opportunity investment activity sector good economic access \n",
+      "16\t2.94118\tyear government increase budget percent financial fund high report cost total month country finance expect number current economy rate public \n",
       "\n"
      ]
     },
@@ -6080,77 +5446,77 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<250> LL/token: -8.2165\n",
-      "<260> LL/token: -8.21428\n",
-      "<270> LL/token: -8.21492\n",
-      "<280> LL/token: -8.21405\n",
-      "<290> LL/token: -8.21419\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force security work operation continue ramsi commissioner law include mission violence ensure support member order \n",
-      "1\t2.94118\tcountry development policy region regional island develop partner address plan national include support strategy key stakeholder cooperation ensure international strengthen \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high prosecution matter face order man yesterday time hear victim allegedly trial represent \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine risk response care include week clinic patient nurse measure \n",
-      "4\t2.94118\tissue medium public statement concern state decision call report question add raise information action interest opposition law deal country power \n",
-      "5\t2.94118\tcompany land pay issue money log business payment process sign landowner operation claim receive mining contract accord source agreement letter \n",
-      "6\t2.94118\tteam play good time event game host competition player match start final island goal sport place today lead year hold \n",
-      "7\t2.94118\tyear government increase fund report budget percent financial cost country total ministry service high public expect month number continue finance \n",
-      "8\t2.94118\tstudent school year child education study teacher week form start parent award learn receive culture staff scholarship add time class \n",
-      "9\t2.94118\tpeople community country leader youth young live church good nation life speak day change event peace family today traditional time \n",
-      "10\t2.94118\ttravel road work market service honiara ship time boat week passenger transport building people site flight public vessel add complete \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive minister premier bill western member issue meet current delegation propose guadalcanal policy cabinet \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest suspect family officer village night morning happen body information area station find victim \n",
-      "13\t2.94118\tmember election parliament constituency process general office candidate vote day yesterday week act today national official party chief people registration \n",
-      "14\t2.94118\twater island community area food people disaster affect environment supply live world village fishery local small damage impact fish clean \n",
-      "15\t2.94118\twork support program visit training provide australian opportunity programme important train service participant skill acknowledge knowledge assistance include management staff \n",
-      "16\t2.94118\tproject development business sector rural support improve economic infrastructure access tourism economy government fund provide investment benefit growth industry facility \n",
-      "\n",
-      "<300> LL/token: -8.21441\n",
-      "<310> LL/token: -8.2146\n",
-      "<320> LL/token: -8.21373\n",
-      "<330> LL/token: -8.21212\n",
-      "<340> LL/token: -8.21244\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue ramsi commissioner law violence member ensure mission include public order \n",
-      "1\t2.94118\tcountry development policy region island regional develop partner address plan include national support strategy key cooperation stakeholder strengthen ensure international \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order man yesterday time victim hear allegedly trial money \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response risk care clinic patient include week nurse measure \n",
-      "4\t2.94118\tissue medium statement public concern state decision call question report add raise information action interest opposition deal law people country \n",
-      "5\t2.94118\tcompany land pay issue business money log payment process sign claim landowner operation receive mining contract source letter give director \n",
-      "6\t2.94118\tteam play good time event game host competition start player match final goal place sport lead island today year stage \n",
-      "7\t2.94118\tyear government increase report fund budget financial percent cost country total service ministry high public number expect finance current month \n",
-      "8\t2.94118\tstudent school year child education study week teacher form start parent award staff learn receive add scholarship time high class \n",
-      "9\t2.94118\tpeople country leader community youth young church live life nation good day event speak today change family peace year traditional \n",
-      "10\t2.94118\ttravel road work market service honiara time ship week boat passenger building transport flight public people vessel complete site arrive \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive minister premier bill western member guadalcanal issue meet delegation current propose cabinet motion \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest suspect family village officer morning night body happen information area find home station \n",
-      "13\t2.94118\tmember election parliament constituency general process office candidate day vote yesterday act today week national party chief official people follow \n",
-      "14\t2.94118\twater community island area food people disaster affect supply environment live fishery village local small world clean impact damage fish \n",
-      "15\t2.94118\tsupport work program visit training provide australian opportunity programme train assistance important participant skill include service acknowledge management deliver knowledge \n",
-      "16\t2.94118\tproject development business sector rural economic improve support infrastructure access tourism fund economy government provide investment growth industry benefit area \n",
-      "\n",
-      "<350> LL/token: -8.21173\n",
-      "<360> LL/token: -8.21068\n",
-      "<370> LL/token: -8.21166\n",
-      "<380> LL/token: -8.21074\n",
-      "<390> LL/token: -8.2119\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue ramsi law commissioner violence ensure member include mission public support \n",
-      "1\t2.94118\tcountry development policy region island regional develop address partner include plan key strategy national cooperation ensure stakeholder strengthen support global \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order man yesterday time hear victim allegedly trial money \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient week include nurse measure \n",
-      "4\t2.94118\tissue medium concern statement public decision state call people question report add raise opposition country information interest action deal law \n",
-      "5\t2.94118\tcompany land pay issue business log money payment process sign landowner claim operation mining contract receive letter give agreement director \n",
-      "6\t2.94118\tteam play good time game event host competition player match start place final lead goal island sport today year stage \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost country total service high public ministry expect number finance current month \n",
-      "8\t2.94118\tstudent school year child education study week teacher form start parent award staff receive learn time add scholarship high class \n",
-      "9\t2.94118\tpeople country leader community youth young event church live life nation day year speak today good peace change culture family \n",
-      "10\t2.94118\ttravel road work market service honiara ship time boat week passenger people transport site building flight complete vessel public arrive \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive minister premier western bill issue meet guadalcanal propose delegation member current policy cabinet \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest suspect family village officer morning night body information happen area find station person \n",
-      "13\t2.94118\tmember election parliament constituency process general candidate day vote office yesterday party act national group today week chief people hold \n",
-      "14\t2.94118\twater community island area food people disaster affect supply live environment village fishery local world small clean fish damage fishing \n",
-      "15\t2.94118\tsupport work program visit training provide australian opportunity programme assistance train important include participant skill acknowledge service management knowledge deliver \n",
-      "16\t2.94118\tproject development business sector rural improve economic support infrastructure access tourism fund economy provide government benefit investment growth industry service \n",
+      "<200> LL/token: -8.22537\n",
+      "<210> LL/token: -8.22429\n",
+      "<220> LL/token: -8.22157\n",
+      "<230> LL/token: -8.22069\n",
+      "<240> LL/token: -8.22088\n",
+      "\n",
+      "0\t2.94118\tcovid case country travel border week public confirm test vaccine ship passenger number follow people flight continue measure day risk \n",
+      "1\t2.94118\tmember parliament election public political bill opposition general candidate vote decision constituency leader act process group statement office confidence motion \n",
+      "2\t2.94118\tdevelopment policy support government national plan ensure develop key economic system provide priority partner sector implement stakeholder strategy achieve implementation \n",
+      "3\t2.94118\tpeople area water community island live village affect report disaster problem damage clean continue resident source close situation experience honiara \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal address meeting call current propose leader decision statement \n",
+      "5\t2.94118\tcompany issue pay claim log money public payment receive statement operation question order process law illegal give report mining fail \n",
+      "6\t2.94118\tteam event good play time game host competition final place player today match start hold goal week stage sport year \n",
+      "7\t2.94118\ttime family leave year day home late find boat body night morning life call child return yesterday happen long thing \n",
+      "8\t2.94118\tproject work fund infrastructure road development build complete building service plan site facility construction year include worker rural funding transport \n",
+      "9\t2.94118\tstudent school training year education program week study teacher work train staff learn skill form officer high receive parent add \n",
+      "10\t2.94118\twoman community people work youth young child church leader day family culture violence group event peace leadership encourage program member \n",
+      "11\t2.94118\tcountry medium issue information report action island state region resource environment world global protect important conference address fishery concern social \n",
+      "12\t2.94118\tpolice officer court charge case rsipf accuse man allege incident public arrest victim investigation prosecution matter year suspect vehicle allegedly \n",
+      "13\t2.94118\tcountry visit island security official meeting leader meet assistance agreement support cooperation region sign regional include ramsi mission australian member \n",
+      "14\t2.94118\tservice health support provide medical response supply team hospital include work receive care assistance equipment assist clinic centre patient community \n",
+      "15\t2.94118\tbusiness local market food tourism country industry benefit product good small agriculture provide sector grow opportunity investment activity produce sell \n",
+      "16\t2.94118\tyear government increase budget percent financial report high total fund cost month expect finance country number public current rate economy \n",
+      "\n",
+      "<250> LL/token: -8.22053\n",
+      "<260> LL/token: -8.21924\n",
+      "<270> LL/token: -8.21904\n",
+      "<280> LL/token: -8.21964\n",
+      "<290> LL/token: -8.21755\n",
+      "\n",
+      "0\t2.94118\tcovid case country travel week border public confirm ship test vaccine number passenger follow day continue measure operation flight people \n",
+      "1\t2.94118\tmember parliament election public political bill opposition general candidate vote decision process act constituency group leader office statement motion confidence \n",
+      "2\t2.94118\tdevelopment support policy government plan ensure national economic develop key system sector partner priority provide implement stakeholder management strategy include \n",
+      "3\t2.94118\tpeople area water community island live village affect disaster report damage problem clean continue resident honiara source week experience sea \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western add premier guadalcanal address meeting current call propose statement leader concern \n",
+      "5\t2.94118\tcompany issue pay claim log money public payment statement question receive report operation process raise law illegal mining give order \n",
+      "6\t2.94118\tteam event good play time game host today competition final hold player match place start year yesterday goal stage week \n",
+      "7\t2.94118\ttime family leave year day home late find call boat night body life morning happen return yesterday child long thing \n",
+      "8\t2.94118\tproject work fund infrastructure development build road complete building rural plan facility site construction service include year area improve funding \n",
+      "9\t2.94118\tstudent school training year education program week study teacher work train staff learn skill form officer receive high award parent \n",
+      "10\t2.94118\twoman community people work youth young child church day leader family culture group violence event leadership peace encourage activity live \n",
+      "11\t2.94118\tcountry medium issue information report action island world state region environment resource important global conference protect fishery address social impact \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident arrest public victim investigation prosecution matter vehicle suspect year allegedly \n",
+      "13\t2.94118\tcountry visit island security official leader meeting meet assistance support cooperation region regional ramsi member mission sign agreement government include \n",
+      "14\t2.94118\tservice health support provide medical team response work include hospital receive care assistance supply equipment clinic patient centre assist nurse \n",
+      "15\t2.94118\tbusiness local market country tourism food industry product benefit good small agriculture grow provide opportunity investment sector activity sell produce \n",
+      "16\t2.94118\tyear government increase budget percent financial report fund total high cost month public current finance expect country number economy rate \n",
+      "\n",
+      "<300> LL/token: -8.21799\n",
+      "<310> LL/token: -8.21792\n",
+      "<320> LL/token: -8.21843\n",
+      "<330> LL/token: -8.21751\n",
+      "<340> LL/token: -8.21779\n",
+      "\n",
+      "0\t2.94118\tcovid case country travel week border public ship confirm test vaccine passenger number follow worker day operation flight measure vessel \n",
+      "1\t2.94118\tmember parliament election public political bill opposition general candidate process vote decision act constituency group leader office confidence motion statement \n",
+      "2\t2.94118\tdevelopment support policy government plan ensure economic national develop key system sector provide partner priority stakeholder implement strategy management achieve \n",
+      "3\t2.94118\tpeople area water community island live report disaster village affect damage clean problem resident continue honiara source week operation experience \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western add premier guadalcanal address meeting call current propose concern leader speak \n",
+      "5\t2.94118\tcompany issue claim pay log money public statement payment question report receive order give office raise illegal process operation mining \n",
+      "6\t2.94118\tteam event good play time game host today competition place year final player start match goal week hold sport stage \n",
+      "7\t2.94118\ttime family leave year day home late find boat night call body morning happen life return yesterday child early thing \n",
+      "8\t2.94118\tproject work fund development infrastructure road build complete building rural service plan facility site construction year area include provide funding \n",
+      "9\t2.94118\tstudent school training year education program week study work teacher train learn staff skill form officer receive high parent award \n",
+      "10\t2.94118\twoman community people work youth young child church day leader family group violence culture event leadership peace encourage activity traditional \n",
+      "11\t2.94118\tcountry medium issue information island action report world region environment resource global state protect conference fishery important address impact social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution matter vehicle suspect force year \n",
+      "13\t2.94118\tcountry visit island security official leader meeting meet assistance support government cooperation member sign region regional ramsi mission agreement include \n",
+      "14\t2.94118\tservice health support provide medical response work hospital team include receive care assistance people supply equipment centre assist clinic patient \n",
+      "15\t2.94118\tbusiness local market tourism country food industry good product benefit small agriculture grow opportunity sell investment activity produce sector provide \n",
+      "16\t2.94118\tyear government increase budget percent financial report high cost total fund month public finance number expect current economy rate country \n",
       "\n"
      ]
     },
@@ -6158,77 +5524,77 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<400> LL/token: -8.21168\n",
-      "<410> LL/token: -8.21058\n",
-      "<420> LL/token: -8.21085\n",
-      "<430> LL/token: -8.21211\n",
-      "<440> LL/token: -8.21117\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work security operation continue law ramsi commissioner ensure violence member mission public include activity \n",
-      "1\t2.94118\tcountry development policy region island regional address develop partner include plan strategy national key stakeholder cooperation support strengthen international global \n",
-      "2\t2.94118\tcourt case charge accuse year public high allege matter prosecution order face man yesterday hear victim time allegedly trial represent \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response risk care clinic patient include week nurse positive \n",
-      "4\t2.94118\tissue medium statement public concern decision state call people question report add raise information opposition action interest country deal law \n",
-      "5\t2.94118\tcompany land issue pay business log money payment process sign claim landowner operation mining receive contract give accord letter agreement \n",
-      "6\t2.94118\tteam play good time game event host competition start player final match lead place goal today year sport island stage \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost service country total public ministry high number finance expect current month \n",
-      "8\t2.94118\tstudent school year child education study week teacher form start parent add learn award receive staff time scholarship high class \n",
-      "9\t2.94118\tpeople country leader youth young event church community day live nation life today year speak peace culture ceremony good traditional \n",
-      "10\t2.94118\ttravel road work market service honiara ship boat time week passenger transport people flight site building vessel arrive complete add \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive minister premier bill western issue guadalcanal current meet delegation policy propose cabinet member \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest suspect family village morning night happen body officer information area find station home \n",
-      "13\t2.94118\tmember election parliament constituency general process candidate vote office day national act yesterday group today chief hold week people party \n",
-      "14\t2.94118\twater community island area food people disaster affect supply live environment village fishery local world small clean impact fish damage \n",
-      "15\t2.94118\tsupport work program training visit provide australian opportunity programme assistance important train community participant include skill acknowledge knowledge deliver awareness \n",
-      "16\t2.94118\tproject development business sector improve rural economic infrastructure support access fund tourism government provide benefit investment industry service area facility \n",
-      "\n",
-      "<450> LL/token: -8.21167\n",
-      "<460> LL/token: -8.21022\n",
-      "<470> LL/token: -8.21015\n",
-      "<480> LL/token: -8.2092\n",
-      "<490> LL/token: -8.20968\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work security operation continue commissioner ramsi law violence ensure member public include mission order \n",
-      "1\t2.94118\tcountry development policy region island regional address develop partner include key strategy national plan stakeholder cooperation international strengthen global challenge \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order yesterday man time hear victim money allegedly trial \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient week include nurse positive \n",
-      "4\t2.94118\tissue medium public concern statement people decision state call question add report raise opposition country interest information action law deal \n",
-      "5\t2.94118\tcompany land issue pay business log payment process money sign claim landowner operation mining receive contract accord source give agreement \n",
-      "6\t2.94118\tteam play good time game host event start competition player match final place goal today sport lead stage island year \n",
-      "7\t2.94118\tyear government increase report budget fund financial percent cost country total public service ministry high expect finance number month current \n",
-      "8\t2.94118\tstudent school year child education study week teacher form start parent award receive add staff learn time high scholarship class \n",
-      "9\t2.94118\tpeople country leader youth event young church day live year life nation today community speak culture peace ceremony traditional family \n",
-      "10\t2.94118\ttravel road work market service honiara ship time boat week passenger transport flight building vessel site people complete day arrive \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive minister premier bill western issue meet guadalcanal current delegation propose cabinet official policy \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village officer morning happen night body area information find person leave \n",
-      "13\t2.94118\tmember election parliament constituency general process candidate office vote yesterday day act national party chief today group week people official \n",
-      "14\t2.94118\twater island community area food people disaster affect supply live environment village local fishery world small clean fish damage impact \n",
-      "15\t2.94118\tsupport work program training visit provide australian opportunity programme community assistance important train participant skill include acknowledge knowledge management awareness \n",
-      "16\t2.94118\tproject development business sector improve rural infrastructure economic support access fund tourism provide government service benefit investment industry area system \n",
-      "\n",
-      "<500> LL/token: -8.20928\n",
-      "<510> LL/token: -8.20991\n",
-      "<520> LL/token: -8.21039\n",
-      "<530> LL/token: -8.2096\n",
-      "<540> LL/token: -8.20908\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue law ramsi commissioner violence member ensure mission order activity include \n",
-      "1\t2.94118\tcountry development policy region regional island address develop include partner strategy key cooperation plan national international support stakeholder global challenge \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order yesterday man time hear victim money allegedly trial \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk week clinic patient nurse include positive \n",
-      "4\t2.94118\tissue medium public people concern statement decision state call question add report raise opposition country information action interest deal law \n",
-      "5\t2.94118\tcompany land issue pay business log payment process sign money landowner claim operation mining receive contract give letter local accord \n",
-      "6\t2.94118\tteam play good time game host event competition start player place match final goal lead today sport stage island hold \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost country total service high public ministry finance expect current number continue \n",
-      "8\t2.94118\tstudent school year child education study week teacher form start staff parent receive award learn add time scholarship high work \n",
-      "9\t2.94118\tpeople country leader youth event young day church year nation live life today culture speak ceremony peace traditional time family \n",
-      "10\t2.94118\ttravel road work market service honiara ship boat week time passenger site transport flight building vessel arrive people add public \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive minister premier western bill issue meet guadalcanal current delegation propose policy cabinet motion \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family morning village happen night body officer area information victim death person \n",
-      "13\t2.94118\tmember parliament election constituency general process candidate vote day office yesterday act group national party today people week registration hold \n",
-      "14\t2.94118\twater island community area people food disaster affect supply live village environment fishery local world clean small fish damage fishing \n",
-      "15\t2.94118\tsupport work program training visit provide australian community opportunity programme assistance important train participant include skill acknowledge knowledge management awareness \n",
-      "16\t2.94118\tproject development business sector improve rural economic infrastructure support access fund tourism provide government service investment industry benefit area system \n",
+      "<350> LL/token: -8.21551\n",
+      "<360> LL/token: -8.21595\n",
+      "<370> LL/token: -8.21632\n",
+      "<380> LL/token: -8.21693\n",
+      "<390> LL/token: -8.21734\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel border week public ship confirm worker test vaccine passenger number follow continue flight measure day risk \n",
+      "1\t2.94118\tmember parliament election public political bill general opposition candidate act vote process constituency decision group leader office motion confidence corruption \n",
+      "2\t2.94118\tdevelopment support policy government economic ensure plan national develop key sector system provide partner priority implement stakeholder strategy programme improve \n",
+      "3\t2.94118\tpeople area water community island report disaster affect village live damage clean operation problem week continue resident source honiara city \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal address meeting current leader call statement propose concern \n",
+      "5\t2.94118\tcompany issue claim pay log public money payment question statement report process raise give receive law illegal mining legal deal \n",
+      "6\t2.94118\tteam event good play time game host today competition player match final start year place week hold goal sport stage \n",
+      "7\t2.94118\ttime family leave year day home late find call boat night body morning life happen return yesterday people child long \n",
+      "8\t2.94118\tproject work fund development infrastructure road build complete building rural service facility year area site plan construction funding include access \n",
+      "9\t2.94118\tstudent school training year education program work week study teacher train learn staff skill form officer receive start parent high \n",
+      "10\t2.94118\twoman community people work youth young child leader church family day group event violence culture peace encourage leadership live change \n",
+      "11\t2.94118\tcountry medium issue information island world region action report resource environment global state protect conference fishery important address social impact \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution matter vehicle suspect allegedly force \n",
+      "13\t2.94118\tcountry visit island security official leader meeting assistance meet support cooperation government member ramsi mission sign agreement australian regional region \n",
+      "14\t2.94118\tservice health support provide medical work response hospital include team receive care assistance people supply equipment clinic patient centre nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product small agriculture grow sell activity export produce provide farmer opportunity sector \n",
+      "16\t2.94118\tyear government increase budget percent financial report high total cost fund month public number expect finance current economy rate term \n",
+      "\n",
+      "<400> LL/token: -8.21759\n",
+      "<410> LL/token: -8.21535\n",
+      "<420> LL/token: -8.21624\n",
+      "<430> LL/token: -8.21652\n",
+      "<440> LL/token: -8.21489\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel border week public ship confirm test vaccine operation passenger number follow continue day flight risk measure \n",
+      "1\t2.94118\tmember parliament election public political bill opposition general candidate process act vote constituency group decision leader office confidence yesterday minister \n",
+      "2\t2.94118\tdevelopment support policy government economic national ensure plan develop key sector system provide partner priority stakeholder management implement strategy achieve \n",
+      "3\t2.94118\tpeople area water community island report disaster affect village live damage clean problem week resident operation continue source honiara city \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal address meeting current call leader propose concern statement \n",
+      "5\t2.94118\tcompany issue claim pay log public question payment money statement process give report raise receive deal illegal order mining legal \n",
+      "6\t2.94118\tteam event good play time game host today competition start place player match final year hold goal sport yesterday stage \n",
+      "7\t2.94118\ttime family leave year day home late find call boat night body life happen morning return yesterday people long man \n",
+      "8\t2.94118\tproject work fund development infrastructure road build complete building rural facility plan year service construction funding site area provide include \n",
+      "9\t2.94118\tstudent school training year education program week study work teacher train staff learn skill form officer receive high parent award \n",
+      "10\t2.94118\twoman community people work youth child young church leader day family violence group culture encourage event peace leadership activity live \n",
+      "11\t2.94118\tcountry medium issue information island region world action report resource environment global state fishery conference protect important impact address social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect force year \n",
+      "13\t2.94118\tcountry visit island security official leader meeting meet assistance support cooperation member ramsi mission agreement sign regional include australian region \n",
+      "14\t2.94118\tservice health support provide medical work response hospital include team care receive assistance people supply equipment centre clinic patient assist \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product small agriculture grow opportunity sell worker produce activity export farmer work \n",
+      "16\t2.94118\tyear government increase budget percent financial high report cost total fund month public number economy finance expect service rate current \n",
+      "\n",
+      "<450> LL/token: -8.21465\n",
+      "<460> LL/token: -8.21484\n",
+      "<470> LL/token: -8.21452\n",
+      "<480> LL/token: -8.215\n",
+      "<490> LL/token: -8.21511\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel border week ship public confirm test vaccine number passenger follow operation continue day flight measure positive \n",
+      "1\t2.94118\tmember parliament election political bill opposition act candidate public general process vote constituency group leader office decision confidence statement corruption \n",
+      "2\t2.94118\tdevelopment support policy government economic plan national ensure develop sector key system partner provide priority stakeholder strategy implement include management \n",
+      "3\t2.94118\tpeople community area water report island disaster affect village live damage problem clean operation honiara resident week source city continue \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal address current meeting call propose leader statement concern \n",
+      "5\t2.94118\tcompany issue claim pay log question public statement money payment report process deal raise receive legal decision concern give mining \n",
+      "6\t2.94118\tteam event good play time game host competition start final player match place year today hold goal sport stage week \n",
+      "7\t2.94118\ttime family year leave day home late find boat night call body life happen morning people return yesterday early thing \n",
+      "8\t2.94118\tproject work fund development infrastructure road build building complete rural facility service year funding plan access construction provide include area \n",
+      "9\t2.94118\tstudent school training year education program week study work teacher train learn staff skill form officer receive parent high start \n",
+      "10\t2.94118\twoman people community work youth child young leader church family day group violence culture peace event leadership encourage live activity \n",
+      "11\t2.94118\tcountry medium issue information island region world resource report action environment global state fishery conference protect impact important address social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution matter vehicle suspect year allegedly \n",
+      "13\t2.94118\tcountry visit island security official meeting leader assistance meet support cooperation member agreement ramsi mission sign government regional include australian \n",
+      "14\t2.94118\tservice health support provide medical work hospital include response team receive care people assistance equipment supply centre clinic patient nurse \n",
+      "15\t2.94118\tbusiness local market tourism country food industry good product agriculture grow small sell activity worker export produce opportunity farmer provide \n",
+      "16\t2.94118\tyear government increase budget percent public financial high total report cost month fund number service expect economy finance rate current \n",
       "\n"
      ]
     },
@@ -6236,77 +5602,77 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<550> LL/token: -8.20986\n",
-      "<560> LL/token: -8.21058\n",
-      "<570> LL/token: -8.20987\n",
-      "<580> LL/token: -8.21071\n",
-      "<590> LL/token: -8.2096\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue ramsi commissioner law violence member ensure order mission include activity \n",
-      "1\t2.94118\tcountry development region policy island regional address develop include partner strategy key cooperation national plan stakeholder international global support strengthen \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order man yesterday hear time victim money trial allegedly \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient include nurse week measure \n",
-      "4\t2.94118\tissue medium public people statement concern decision call state question add report raise opposition country action information law interest deal \n",
-      "5\t2.94118\tcompany land issue pay business log process payment money sign claim landowner operation receive mining contract source director letter give \n",
-      "6\t2.94118\tteam good play time game host event start competition final player place match goal sport stage lead year today week \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost country total service high public expect finance ministry number current rate \n",
-      "8\t2.94118\tstudent school year child education study week teacher form start staff parent add receive award time learn high scholarship complete \n",
-      "9\t2.94118\tpeople country leader youth event young day church year nation live life today culture ceremony speak peace traditional family good \n",
-      "10\t2.94118\ttravel road work market service honiara ship boat time week passenger people site transport flight building vessel arrive add complete \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive minister premier western bill issue guadalcanal policy meet current propose delegation cabinet motion \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village morning night happen body officer area information find person home \n",
-      "13\t2.94118\tmember parliament election constituency general process candidate vote day yesterday act office group today national people party chief registration hold \n",
-      "14\t2.94118\twater island area community people food disaster affect live supply environment village local fishery world clean small fish damage impact \n",
-      "15\t2.94118\tsupport work program training visit provide community australian opportunity programme assistance important train include participant skill management knowledge acknowledge awareness \n",
-      "16\t2.94118\tproject development business sector rural improve infrastructure economic support access fund tourism provide service government investment industry benefit area system \n",
-      "\n",
-      "<600> LL/token: -8.20973\n",
-      "<610> LL/token: -8.2091\n",
-      "<620> LL/token: -8.20948\n",
-      "<630> LL/token: -8.20932\n",
-      "<640> LL/token: -8.20923\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue law commissioner ramsi violence member ensure mission order public activity \n",
-      "1\t2.94118\tcountry development region policy island regional address include develop partner strategy key cooperation national global international strengthen support stakeholder plan \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order man yesterday hear time victim allegedly trial money \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient include nurse week measure \n",
-      "4\t2.94118\tissue medium people public concern statement decision call state question add report raise country opposition action information interest deal law \n",
-      "5\t2.94118\tcompany land issue business pay log payment process money sign landowner claim operation mining contract give letter source receive local \n",
-      "6\t2.94118\tteam good play time game host start competition event player match final place goal lead stage sport today week island \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost country total service public high ministry finance expect current number rate \n",
-      "8\t2.94118\tstudent school year child education week study teacher form start receive staff add parent award high learn time scholarship class \n",
-      "9\t2.94118\tpeople country leader youth event day young church year nation today live life culture ceremony peace speak traditional family world \n",
-      "10\t2.94118\ttravel road work market service time ship honiara boat week passenger people transport site flight building vessel arrive complete city \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive western minister premier bill issue guadalcanal policy current meet propose delegation cabinet plan \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village morning happen officer night body information area find station person \n",
-      "13\t2.94118\tmember parliament election constituency general process candidate vote day group yesterday act today office people hold party week official national \n",
-      "14\t2.94118\twater island area community people food disaster affect live supply environment village local fishery small clean world fish damage fishing \n",
-      "15\t2.94118\tsupport work program training visit provide community australian opportunity programme assistance important train participant include skill knowledge management awareness acknowledge \n",
-      "16\t2.94118\tproject development sector business improve rural economic infrastructure support access fund tourism provide service investment area industry benefit system activity \n",
-      "\n",
-      "<650> LL/token: -8.21044\n",
-      "<660> LL/token: -8.21175\n",
-      "<670> LL/token: -8.2102\n",
-      "<680> LL/token: -8.21177\n",
-      "<690> LL/token: -8.21104\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue ramsi law commissioner violence public ensure order member activity mission \n",
-      "1\t2.94118\tcountry development region policy island regional address develop partner include strategy national cooperation key international support meeting global strengthen plan \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution order face man yesterday time hear victim trial allegedly represent \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient include nurse positive week \n",
-      "4\t2.94118\tissue medium people public concern statement decision call state question add report raise opposition country action information interest deal law \n",
-      "5\t2.94118\tcompany land issue pay business log process payment money sign landowner claim operation receive mining contract local source give letter \n",
-      "6\t2.94118\tteam good play time game start host competition player match final place goal event sport lead stage today week island \n",
-      "7\t2.94118\tyear government increase report fund budget financial percent cost country total service high public ministry finance expect current number rate \n",
-      "8\t2.94118\tstudent school year child education week study teacher form start staff receive parent add high award learn time scholarship work \n",
-      "9\t2.94118\tpeople country leader event youth day young church year nation life today culture live ceremony speak peace traditional family island \n",
-      "10\t2.94118\ttravel road work market service honiara ship boat time week passenger site transport flight building arrive vessel complete day people \n",
-      "11\t2.94118\tgovernment provincial province national leader executive meeting premier minister western bill guadalcanal policy current issue meet propose delegation plan cabinet \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest suspect family officer village morning night happen body area information call find victim \n",
-      "13\t2.94118\tmember parliament election constituency general process candidate vote day office people yesterday act group national today week party hold registration \n",
-      "14\t2.94118\twater island people community area food disaster live affect supply village local environment fishery clean world small fish damage fishing \n",
-      "15\t2.94118\tsupport work program training visit community provide australian opportunity programme assistance important include train participant skill knowledge awareness management deliver \n",
-      "16\t2.94118\tproject development business sector improve rural economic infrastructure access support fund tourism provide service investment industry area benefit system activity \n",
+      "<500> LL/token: -8.21531\n",
+      "<510> LL/token: -8.21597\n",
+      "<520> LL/token: -8.21597\n",
+      "<530> LL/token: -8.2152\n",
+      "<540> LL/token: -8.21735\n",
+      "\n",
+      "0\t2.94118\tcovid case country travel week border confirm ship public test vaccine passenger operation continue follow number day flight measure vessel \n",
+      "1\t2.94118\tmember parliament election political bill opposition candidate general act vote public process group constituency leader office decision confidence corruption motion \n",
+      "2\t2.94118\tdevelopment support policy government economic plan ensure national develop key sector system provide partner priority stakeholder strategy implement management achieve \n",
+      "3\t2.94118\tpeople community area water report disaster island affect live village damage operation clean resident problem source supply continue city honiara \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal address meeting propose current call statement leader concern \n",
+      "5\t2.94118\tcompany issue claim pay log question statement public payment report process raise deal give order money concern call law legal \n",
+      "6\t2.94118\tteam event good play time game host start competition player today match year place final week hold goal yesterday sport \n",
+      "7\t2.94118\ttime family leave year day home late find call night boat body morning happen life people return yesterday child thing \n",
+      "8\t2.94118\tproject work fund development infrastructure road build building complete rural facility year service include funding construction plan improve area access \n",
+      "9\t2.94118\tstudent school training year education program week study teacher train work learn staff skill form officer high receive parent start \n",
+      "10\t2.94118\twoman people community work youth young child leader church family day violence group leadership culture event activity peace encourage live \n",
+      "11\t2.94118\tcountry medium issue information island world region resource report action environment global fishery conference protect state important impact social address \n",
+      "12\t2.94118\tpolice officer court charge case rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect force allegedly \n",
+      "13\t2.94118\tcountry visit island security official meeting leader assistance meet support cooperation government member ramsi mission regional include sign agreement region \n",
+      "14\t2.94118\tservice health support provide medical work include hospital response team receive care people assistance equipment supply centre clinic patient nurse \n",
+      "15\t2.94118\tbusiness local market tourism country food industry good product agriculture grow small sell worker export produce farmer opportunity work activity \n",
+      "16\t2.94118\tyear government increase budget public percent financial report high total cost month fund service number finance expect economy current rate \n",
+      "\n",
+      "<550> LL/token: -8.21767\n",
+      "<560> LL/token: -8.21634\n",
+      "<570> LL/token: -8.21688\n",
+      "<580> LL/token: -8.2176\n",
+      "<590> LL/token: -8.21746\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel confirm border week public ship test vaccine passenger follow operation number flight risk measure day continue \n",
+      "1\t2.94118\tmember parliament election political bill opposition act candidate process general vote constituency public group leader office decision party corruption motion \n",
+      "2\t2.94118\tdevelopment support policy government economic plan ensure national sector key develop system provide partner priority management stakeholder improve strategy implement \n",
+      "3\t2.94118\tpeople community area water report disaster island live affect village operation damage clean continue resident week problem honiara source supply \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal address current call propose meeting leader concern speak \n",
+      "5\t2.94118\tcompany issue claim pay log question statement public report payment process raise concern deal order decision law legal give call \n",
+      "6\t2.94118\tteam event good play time game host today competition start place final player match week year lead hold goal stage \n",
+      "7\t2.94118\ttime family year leave day home late find night boat call body morning happen life return people yesterday thing long \n",
+      "8\t2.94118\tproject work fund development infrastructure road build complete building rural year facility include plan construction provide service access improve funding \n",
+      "9\t2.94118\tstudent school training year education program week work study teacher train learn staff skill form officer high receive parent attend \n",
+      "10\t2.94118\twoman community people work youth young child church leader family day violence group leadership peace culture event encourage live change \n",
+      "11\t2.94118\tcountry medium issue island information world region global resource report environment action conference fishery protect important impact state include base \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect force allegedly \n",
+      "13\t2.94118\tcountry visit island security official meeting leader meet assistance support cooperation government member ramsi mission sign regional agreement include region \n",
+      "14\t2.94118\tservice health support provide medical work hospital response include team receive care people assistance equipment supply clinic centre patient nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product agriculture sell grow small worker produce export farmer opportunity activity work \n",
+      "16\t2.94118\tyear government increase budget public percent financial total report high cost month fund service finance number expect rate current economy \n",
+      "\n",
+      "<600> LL/token: -8.21666\n",
+      "<610> LL/token: -8.2165\n",
+      "<620> LL/token: -8.21576\n",
+      "<630> LL/token: -8.21499\n",
+      "<640> LL/token: -8.21407\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel week border ship confirm test vaccine public passenger follow operation number continue day flight measure risk \n",
+      "1\t2.94118\tmember parliament election political bill opposition process act candidate vote general group public constituency leader office yesterday corruption motion minister \n",
+      "2\t2.94118\tdevelopment support policy government economic ensure plan national sector develop key system partner provide priority stakeholder management implement strategy improve \n",
+      "3\t2.94118\tpeople community area water disaster report island affect village live operation damage clean resident honiara problem city continue source week \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier add guadalcanal address call current meeting propose leader speak concern \n",
+      "5\t2.94118\tcompany issue claim log pay public question statement report deal concern decision law process raise payment order legal matter call \n",
+      "6\t2.94118\tteam event play good time game host competition final player match today place start hold year goal sport week stage \n",
+      "7\t2.94118\ttime family year leave home late find day call boat night body life morning happen return early people yesterday long \n",
+      "8\t2.94118\tproject work fund development infrastructure road build building complete rural facility plan area access provide include construction funding service improve \n",
+      "9\t2.94118\tstudent school training year education program week study teacher work train learn staff skill form officer receive high parent start \n",
+      "10\t2.94118\twoman community people work youth young child church leader day family group violence event peace culture leadership encourage speak live \n",
+      "11\t2.94118\tcountry medium island issue information region world global resource report environment action fishery conference impact protect state include address important \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect force allegedly \n",
+      "13\t2.94118\tcountry visit island security official meeting leader meet assistance support cooperation member agreement sign ramsi mission include government continue australian \n",
+      "14\t2.94118\tservice health support provide medical work hospital response include team receive people care assistance equipment supply clinic centre patient assist \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product agriculture sell grow worker export small work produce farmer opportunity activity \n",
+      "16\t2.94118\tyear government increase budget percent public financial total high cost report fund month finance service number money pay expect current \n",
       "\n"
      ]
     },
@@ -6314,77 +5680,77 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<700> LL/token: -8.21154\n",
-      "<710> LL/token: -8.21203\n",
-      "<720> LL/token: -8.21137\n",
-      "<730> LL/token: -8.21164\n",
-      "<740> LL/token: -8.21186\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue commissioner law ramsi violence member ensure activity public order mission \n",
-      "1\t2.94118\tcountry development region island policy regional address develop include partner strategy cooperation key support international global strengthen national meeting challenge \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high prosecution matter face order man yesterday time hear victim allegedly trial money \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient week include nurse measure \n",
-      "4\t2.94118\tissue people medium public concern statement decision call state question add raise opposition report country interest action information deal law \n",
-      "5\t2.94118\tcompany land issue business pay log process sign payment landowner claim operation mining contract receive local source director letter money \n",
-      "6\t2.94118\tteam good play time game competition host start place player final match goal event lead sport today stage year week \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost country total high service public ministry finance expect current month number \n",
-      "8\t2.94118\tstudent school year child education week study teacher form start staff add receive parent award time learn scholarship high complete \n",
-      "9\t2.94118\tpeople country leader event youth young church day year nation life today ceremony culture live speak peace traditional family world \n",
-      "10\t2.94118\ttravel road work market service honiara ship boat week time passenger transport people building site flight vessel complete arrive public \n",
-      "11\t2.94118\tgovernment provincial province national leader meeting executive premier western minister bill guadalcanal policy current propose issue meet delegation plan cabinet \n",
-      "12\t2.94118\tpolice report man incident investigation vehicle arrest suspect family village morning night officer happen body area find information person leave \n",
-      "13\t2.94118\tmember parliament election constituency process general candidate vote day yesterday act office people group today official party registration hold national \n",
-      "14\t2.94118\twater island people area community food disaster affect live supply village local environment fishery small clean world fish damage fishing \n",
-      "15\t2.94118\tsupport work program training visit community provide australian opportunity programme include important assistance train participant skill management knowledge awareness workshop \n",
-      "16\t2.94118\tproject development business sector improve rural economic infrastructure support access tourism fund provide service investment benefit industry area system activity \n",
-      "\n",
-      "<750> LL/token: -8.21337\n",
-      "<760> LL/token: -8.21398\n",
-      "<770> LL/token: -8.21268\n",
-      "<780> LL/token: -8.21257\n",
-      "<790> LL/token: -8.21367\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue law ramsi commissioner member violence public ensure activity order mission \n",
-      "1\t2.94118\tcountry development region island policy regional address develop partner include strategy meeting cooperation international key global strengthen national issue support \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face man order time yesterday hear victim money trial allegedly \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient include nurse positive continue \n",
-      "4\t2.94118\tissue people medium public concern statement decision call state question add report raise opposition leader country interest information action deal \n",
-      "5\t2.94118\tcompany land issue business pay log process payment sign landowner operation claim mining receive contract source give letter money accord \n",
-      "6\t2.94118\tteam good play time game start competition final player host match goal place lead today sport stage event year week \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost country total service high public finance expect ministry number economy current \n",
-      "8\t2.94118\tstudent year school child education week study teacher form staff start receive add parent award high learn time scholarship work \n",
-      "9\t2.94118\tpeople country event leader youth young year day church today ceremony life nation culture live peace speak traditional family island \n",
-      "10\t2.94118\ttravel road market work service honiara ship boat time passenger week transport flight building vessel arrive site complete people day \n",
-      "11\t2.94118\tgovernment provincial province national executive meeting western premier minister bill guadalcanal policy current leader plan delegation propose issue cabinet meet \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village morning happen night body officer area home information find death \n",
-      "13\t2.94118\tmember parliament election constituency process general candidate vote yesterday office day group act people party national hold today week official \n",
-      "14\t2.94118\twater island people area community food disaster affect live supply environment local village fishery clean world small fish damage fishing \n",
-      "15\t2.94118\tsupport work program training community visit provide australian opportunity programme assistance train include important participant skill management knowledge awareness workshop \n",
-      "16\t2.94118\tproject development sector improve business rural infrastructure support access economic fund tourism provide service investment system area industry benefit facility \n",
-      "\n",
-      "<800> LL/token: -8.21237\n",
-      "<810> LL/token: -8.21365\n",
-      "<820> LL/token: -8.21309\n",
-      "<830> LL/token: -8.21369\n",
-      "<840> LL/token: -8.21314\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue law ramsi commissioner member violence ensure public order activity include \n",
-      "1\t2.94118\tcountry development region island regional policy address develop include partner strategy meeting support cooperation international global key strengthen challenge national \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order man yesterday hear time money victim allegedly trial \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response risk care clinic patient include nurse week measure \n",
-      "4\t2.94118\tissue medium people public concern statement decision call state question leader add report raise opposition country interest information action deal \n",
-      "5\t2.94118\tcompany land issue business pay log process payment sign landowner claim operation mining contract source letter receive give local accord \n",
-      "6\t2.94118\tteam good play time game start competition final place player match host goal lead today sport stage event year week \n",
-      "7\t2.94118\tyear increase government report fund budget financial percent cost country total public service high finance expect ministry economy rate price \n",
-      "8\t2.94118\tstudent year school child education week study teacher staff form receive start add parent high award time learn scholarship complete \n",
-      "9\t2.94118\tpeople country event leader young year day church youth nation life ceremony culture today live island peace traditional family speak \n",
-      "10\t2.94118\ttravel road work market service ship honiara boat time week passenger transport site flight building vessel complete arrive public add \n",
-      "11\t2.94118\tgovernment provincial province national executive meeting western premier policy minister bill guadalcanal current people plan propose delegation cabinet issue motion \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village morning happen night body officer area home call find leave \n",
-      "13\t2.94118\tmember parliament election constituency process general candidate vote day group yesterday act office people party today week registration official hold \n",
-      "14\t2.94118\twater island people area community food disaster affect live supply local environment village small fishery world clean damage fish fishing \n",
-      "15\t2.94118\tsupport work program training visit community provide australian opportunity programme important train assistance include participant skill management knowledge awareness workshop \n",
-      "16\t2.94118\tproject development sector business improve rural support infrastructure access economic fund tourism provide service area investment system industry benefit develop \n",
+      "<650> LL/token: -8.21496\n",
+      "<660> LL/token: -8.21529\n",
+      "<670> LL/token: -8.21484\n",
+      "<680> LL/token: -8.21559\n",
+      "<690> LL/token: -8.21515\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel week border ship public confirm test vaccine operation passenger number continue day follow flight risk positive \n",
+      "1\t2.94118\tmember parliament election political bill opposition candidate process act vote general group constituency public office leader corruption party motion minister \n",
+      "2\t2.94118\tdevelopment support policy government economic ensure plan sector national develop key system partner provide priority stakeholder management implement strategy improve \n",
+      "3\t2.94118\tpeople area community water report disaster affect island village live damage operation clean week continue honiara resident problem source supply \n",
+      "4\t2.94118\tgovernment provincial province people land issue national executive western premier guadalcanal add address current call meeting propose leader concern speak \n",
+      "5\t2.94118\tcompany issue claim log statement question public report pay law concern order decision deal process raise call matter legal fail \n",
+      "6\t2.94118\tteam event good play time game host year competition final player match place today start week hold goal stage lead \n",
+      "7\t2.94118\ttime family year leave day home late find boat night call body morning happen life return people yesterday thing long \n",
+      "8\t2.94118\tproject work development fund infrastructure build road building complete rural facility plan year area improve construction include access site provide \n",
+      "9\t2.94118\tstudent school training year education program week study teacher work train learn staff skill form officer high receive start parent \n",
+      "10\t2.94118\twoman community people work youth young child church leader day family violence event peace culture group leadership live encourage speak \n",
+      "11\t2.94118\tcountry medium island issue information world region global resource environment action report fishery conference impact state protect include important social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect force allegedly \n",
+      "13\t2.94118\tcountry visit island security official leader meeting meet assistance support cooperation government member agreement ramsi mission include sign regional continue \n",
+      "14\t2.94118\tservice health support provide medical work hospital include response receive team people care assistance equipment supply centre clinic patient nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product agriculture sell worker grow export work small produce farmer activity opportunity \n",
+      "16\t2.94118\tyear government increase budget public percent financial total cost fund report month high money pay service number finance expect rate \n",
+      "\n",
+      "<700> LL/token: -8.21553\n",
+      "<710> LL/token: -8.21548\n",
+      "<720> LL/token: -8.21479\n",
+      "<730> LL/token: -8.2155\n",
+      "<740> LL/token: -8.21593\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel border week public ship confirm test vaccine passenger operation day follow number continue flight positive vessel \n",
+      "1\t2.94118\tmember parliament election political bill opposition process candidate act general vote constituency public group leader office yesterday party corruption motion \n",
+      "2\t2.94118\tdevelopment support policy government economic sector plan develop ensure national key system provide partner stakeholder priority management improve strategy implement \n",
+      "3\t2.94118\tpeople community area water report disaster affect live village island operation damage clean problem resident continue source city supply honiara \n",
+      "4\t2.94118\tgovernment provincial province people issue national land executive western premier add guadalcanal address current meeting leader call propose speak statement \n",
+      "5\t2.94118\tcompany issue claim log question statement report public deal law decision pay concern raise process order call legal action matter \n",
+      "6\t2.94118\tteam event good play time game host year competition today player start match final place week goal hold sport stage \n",
+      "7\t2.94118\ttime family year leave day home late find call night boat body happen morning life people return yesterday early man \n",
+      "8\t2.94118\tproject work development fund infrastructure build road building complete rural facility year plan service area construction improve include access site \n",
+      "9\t2.94118\tstudent school training year education program week study work teacher train learn skill staff form officer receive high knowledge parent \n",
+      "10\t2.94118\twoman people community work youth young child leader church family day violence event group leadership peace culture speak live activity \n",
+      "11\t2.94118\tcountry medium island information issue region world global resource report action environment fishery impact conference state protect important include social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution matter vehicle suspect allegedly force \n",
+      "13\t2.94118\tcountry visit island security official meeting leader meet support assistance cooperation member ramsi mission sign government agreement continue include regional \n",
+      "14\t2.94118\tservice health support provide medical work hospital include response team receive care people assistance equipment supply centre clinic patient nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product agriculture worker sell grow work export produce small farmer opportunity increase \n",
+      "16\t2.94118\tyear government increase budget public percent financial total high money fund cost pay report month expect service finance number rate \n",
+      "\n",
+      "<750> LL/token: -8.21623\n",
+      "<760> LL/token: -8.21664\n",
+      "<770> LL/token: -8.2172\n",
+      "<780> LL/token: -8.21709\n",
+      "<790> LL/token: -8.21651\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel border week public ship confirm test vaccine passenger operation continue number follow day flight measure risk \n",
+      "1\t2.94118\tmember parliament election political bill opposition candidate process general act vote constituency group public office party corruption yesterday leader motion \n",
+      "2\t2.94118\tdevelopment support policy government economic ensure plan sector national key develop system provide partner priority stakeholder strategy implement management improve \n",
+      "3\t2.94118\tpeople community area water report disaster affect island live village operation damage clean week resident problem continue source city supply \n",
+      "4\t2.94118\tgovernment provincial province people issue national land executive western add premier guadalcanal address current leader meeting call propose concern speak \n",
+      "5\t2.94118\tcompany issue claim log statement question land law deal public report decision concern process legal raise matter order call give \n",
+      "6\t2.94118\tteam event good play time game host today start competition player final match place year hold week goal yesterday lead \n",
+      "7\t2.94118\ttime family year leave day home late find call boat night body morning happen life people return yesterday man early \n",
+      "8\t2.94118\tproject work development fund infrastructure build road complete building rural facility plan area year construction include access improve provide site \n",
+      "9\t2.94118\tstudent school training year education program week study teacher work train learn staff skill form officer receive parent high start \n",
+      "10\t2.94118\twoman people community work youth young child church leader family day event violence group culture peace leadership live activity speak \n",
+      "11\t2.94118\tcountry medium island information world region issue resource global action environment impact fishery conference protect important report state include social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect year allegedly \n",
+      "13\t2.94118\tcountry visit island security official leader meeting meet support assistance member cooperation government ramsi mission include sign regional agreement delegation \n",
+      "14\t2.94118\tservice health support provide medical work include hospital response receive team care people assistance equipment supply centre clinic patient nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product agriculture worker grow sell work export small produce increase farmer opportunity \n",
+      "16\t2.94118\tyear government increase public budget percent pay money financial report fund total cost month high payment service finance expect number \n",
       "\n"
      ]
     },
@@ -6392,77 +5758,77 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<850> LL/token: -8.2138\n",
-      "<860> LL/token: -8.21355\n",
-      "<870> LL/token: -8.2137\n",
-      "<880> LL/token: -8.21344\n",
-      "<890> LL/token: -8.21324\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue law ramsi commissioner member violence public ensure order include mission \n",
-      "1\t2.94118\tcountry development region island regional policy address include develop partner strategy meeting support cooperation global international challenge key strengthen issue \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face man order yesterday time hear victim money allegedly trial \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk clinic patient nurse include week positive \n",
-      "4\t2.94118\tissue medium people public concern statement decision call state question leader add raise report opposition information action interest country deal \n",
-      "5\t2.94118\tcompany land issue business pay log process payment sign claim landowner operation mining source contract letter give receive local export \n",
-      "6\t2.94118\tteam good play time game start competition host final player match place goal lead stage today sport week year hold \n",
-      "7\t2.94118\tyear increase report government fund budget financial percent country cost total public service high finance expect ministry economy rate dollar \n",
-      "8\t2.94118\tstudent year school child education week study teacher form staff start add receive parent award work high learn scholarship time \n",
-      "9\t2.94118\tpeople country event year young day leader church life live today ceremony culture nation youth family peace speak traditional island \n",
-      "10\t2.94118\ttravel road work market service honiara ship boat time week passenger building transport site flight vessel arrive complete build return \n",
-      "11\t2.94118\tgovernment provincial province national people executive western premier policy minister bill meeting guadalcanal current propose delegation plan cabinet address issue \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village morning night happen body area officer call find information home \n",
-      "13\t2.94118\tmember parliament election constituency process general candidate group vote day yesterday act office official today party hold registration national week \n",
-      "14\t2.94118\twater people island area food community disaster affect live supply local environment village fishery clean small world fish damage management \n",
-      "15\t2.94118\tsupport work program training community visit provide australian opportunity programme include important train participant assistance skill knowledge management awareness youth \n",
-      "16\t2.94118\tproject development sector improve business rural support infrastructure access economic fund tourism provide service investment system area benefit industry develop \n",
-      "\n",
-      "<900> LL/token: -8.21365\n",
-      "<910> LL/token: -8.21472\n",
-      "<920> LL/token: -8.21525\n",
-      "<930> LL/token: -8.2146\n",
-      "<940> LL/token: -8.21486\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue law ramsi commissioner violence member public ensure order include family \n",
-      "1\t2.94118\tcountry development region island regional policy address meeting partner develop include strategy cooperation international global support key leader issue strengthen \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face order man yesterday hear time victim money allegedly trial \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response risk care include clinic patient nurse positive week \n",
-      "4\t2.94118\tissue medium people public statement concern decision call state question leader add raise report opposition interest country information action deal \n",
-      "5\t2.94118\tcompany land issue business pay log process payment sign landowner claim operation mining source contract receive accord local give letter \n",
-      "6\t2.94118\tteam good play time game start competition player match final host place goal today lead sport stage year week event \n",
-      "7\t2.94118\tyear increase report fund government budget financial percent cost country total public service high finance expect ministry current rate economy \n",
-      "8\t2.94118\tstudent year school child education week study teacher add staff form receive start parent award high time scholarship learn complete \n",
-      "9\t2.94118\tpeople country event year day young leader church nation today ceremony life culture live visit island speak traditional peace family \n",
-      "10\t2.94118\ttravel road work market service honiara ship boat week time passenger transport site building flight vessel complete arrive day public \n",
-      "11\t2.94118\tgovernment provincial province national people executive western policy premier bill guadalcanal meeting minister current propose plan cabinet motion add address \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village morning area happen night officer body find home information leave \n",
-      "13\t2.94118\tmember parliament election constituency process general candidate group vote day yesterday office act today official party hold week registration follow \n",
-      "14\t2.94118\twater island people area food community disaster affect live supply local village environment fishery clean small world fish impact damage \n",
-      "15\t2.94118\tsupport work program training community provide visit australian opportunity programme important train youth include participant skill management assistance knowledge awareness \n",
-      "16\t2.94118\tproject development sector improve support business rural infrastructure access economic fund tourism provide service area investment industry benefit system facility \n",
-      "\n",
-      "<950> LL/token: -8.21405\n",
-      "<960> LL/token: -8.2138\n",
-      "<970> LL/token: -8.21328\n",
-      "<980> LL/token: -8.21457\n",
-      "<990> LL/token: -8.215\n",
-      "\n",
-      "0\t2.94118\twoman police officer community rsipf force work operation security continue law commissioner ramsi public violence member ensure order include family \n",
-      "1\t2.94118\tcountry development region island regional policy address meeting develop include partner strategy cooperation support international global key strengthen leader challenge \n",
-      "2\t2.94118\tcourt case charge accuse year public allege high matter prosecution face yesterday order man victim hear time money trial allegedly \n",
-      "3\t2.94118\tcovid health country medical case people service hospital emergency test vaccine response care risk week clinic patient include nurse continue \n",
-      "4\t2.94118\tissue medium public people concern statement decision call state leader question add raise opposition report country interest information action deal \n",
-      "5\t2.94118\tcompany land issue business pay log process sign payment claim landowner operation mining contract source letter export receive local give \n",
-      "6\t2.94118\tteam good play time game start competition final place player match host goal lead today week sport stage year event \n",
-      "7\t2.94118\tyear increase report budget fund financial percent government cost country total high service public finance expect ministry economy current rate \n",
-      "8\t2.94118\tstudent year school child education week study teacher form receive staff add start parent award high time learn scholarship complete \n",
-      "9\t2.94118\tpeople country event year day leader young church today ceremony visit live nation life culture island peace traditional speak family \n",
-      "10\t2.94118\ttravel road work market service ship honiara boat time passenger week building transport site arrive flight vessel complete build day \n",
-      "11\t2.94118\tgovernment provincial province national people executive western policy premier guadalcanal meeting current plan minister propose address add motion issue confidence \n",
-      "12\t2.94118\tpolice report man incident vehicle investigation arrest suspect family village morning happen night officer body area find call person station \n",
-      "13\t2.94118\tmember parliament election constituency process bill general candidate vote day yesterday act office official party hold registration people today chief \n",
-      "14\t2.94118\twater island people area food community disaster supply live affect environment village local fishery clean small world fish impact fishing \n",
-      "15\t2.94118\tsupport work program community training provide australian visit programme opportunity youth important include train participant skill knowledge management awareness workshop \n",
-      "16\t2.94118\tproject development sector improve support rural business infrastructure access economic fund provide service tourism area investment system industry benefit develop \n",
+      "<800> LL/token: -8.21629\n",
+      "<810> LL/token: -8.21529\n",
+      "<820> LL/token: -8.21555\n",
+      "<830> LL/token: -8.21512\n",
+      "<840> LL/token: -8.21552\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel week border public ship test vaccine confirm continue passenger operation number follow day flight positive vessel \n",
+      "1\t2.94118\tmember parliament election political bill opposition general process candidate act vote constituency group office public party corruption yesterday motion registration \n",
+      "2\t2.94118\tdevelopment support policy economic government ensure sector plan national key develop system partner provide stakeholder priority improve management strategy implement \n",
+      "3\t2.94118\tpeople area community water report disaster island affect village live operation damage clean week problem continue resident city supply source \n",
+      "4\t2.94118\tgovernment provincial province people national issue land executive western premier add guadalcanal address leader current call statement propose meeting speak \n",
+      "5\t2.94118\tcompany issue claim land log question statement public concern law decision deal process report legal order raise action landowner matter \n",
+      "6\t2.94118\tteam event good play time game host competition today final start player match year place hold goal week stage lead \n",
+      "7\t2.94118\ttime family year leave day home late find call boat night body happen morning life return yesterday people early long \n",
+      "8\t2.94118\tproject work development fund infrastructure build road building complete rural year facility include plan area construction provide access funding site \n",
+      "9\t2.94118\tstudent school training year education program week work study teacher train learn staff skill form officer high receive parent knowledge \n",
+      "10\t2.94118\twoman people community work youth young child leader church family day event violence culture peace leadership group live speak activity \n",
+      "11\t2.94118\tcountry medium island information world region issue global resource report fishery environment action impact conference protect state important include social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect allegedly force \n",
+      "13\t2.94118\tcountry visit island security official meeting leader meet assistance support cooperation member sign ramsi mission agreement include government regional australian \n",
+      "14\t2.94118\tservice health support provide medical work hospital include response receive team care people assistance equipment centre supply clinic patient nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product agriculture grow sell worker export small opportunity produce work farmer increase \n",
+      "16\t2.94118\tyear government increase budget public pay money percent financial report fund total cost month payment high service finance number account \n",
+      "\n",
+      "<850> LL/token: -8.2155\n",
+      "<860> LL/token: -8.21557\n",
+      "<870> LL/token: -8.21632\n",
+      "<880> LL/token: -8.21635\n",
+      "<890> LL/token: -8.21624\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel border week public confirm ship test vaccine passenger operation follow number continue flight day people measure \n",
+      "1\t2.94118\tmember parliament election political bill opposition general candidate act process vote constituency group public office party corruption leader motion yesterday \n",
+      "2\t2.94118\tdevelopment support policy economic government sector ensure develop plan key national system partner provide priority stakeholder management improve strategy implement \n",
+      "3\t2.94118\tpeople area community water report disaster affect live island village operation damage clean problem week continue resident supply city source \n",
+      "4\t2.94118\tgovernment provincial people province national issue executive western add premier guadalcanal land address leader current call meeting propose statement concern \n",
+      "5\t2.94118\tissue company land claim log question statement law public deal process decision concern report legal raise landowner matter order action \n",
+      "6\t2.94118\tteam good event play time game host year competition final today player start match hold place goal week stage sport \n",
+      "7\t2.94118\ttime family year leave day home late find call night boat body happen morning return life people yesterday man long \n",
+      "8\t2.94118\tproject work development fund infrastructure build road building rural complete support facility provide plan construction funding area improve year include \n",
+      "9\t2.94118\tstudent school training year education program week study work teacher train learn skill staff officer form receive high parent knowledge \n",
+      "10\t2.94118\twoman people community work youth young child church family leader day event violence peace culture group leadership live speak encourage \n",
+      "11\t2.94118\tcountry island medium information world region issue global resource action environment report impact fishery conference protect state include important social \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident public arrest victim investigation prosecution vehicle matter suspect force allegedly \n",
+      "13\t2.94118\tcountry visit island security official meeting leader meet assistance support cooperation member sign ramsi mission agreement include regional australian delegation \n",
+      "14\t2.94118\tservice health support provide medical work hospital include response receive care team people centre equipment assistance clinic patient supply nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country industry good product agriculture sell worker grow work export small increase farmer produce opportunity \n",
+      "16\t2.94118\tyear government increase budget public pay money percent financial report total fund payment month cost high finance number account service \n",
+      "\n",
+      "<900> LL/token: -8.21458\n",
+      "<910> LL/token: -8.21657\n",
+      "<920> LL/token: -8.21611\n",
+      "<930> LL/token: -8.21575\n",
+      "<940> LL/token: -8.21601\n",
+      "\n",
+      "0\t2.94118\tcovid country case travel border week public confirm ship test vaccine number passenger continue operation follow day flight measure positive \n",
+      "1\t2.94118\tmember parliament election political bill process act candidate general vote constituency public opposition group office party yesterday corruption motion registration \n",
+      "2\t2.94118\tdevelopment support policy economic government sector ensure plan develop key national system partner provide priority stakeholder strategy management achieve implement \n",
+      "3\t2.94118\tpeople area community water report disaster affect village live island operation damage clean problem week source resident continue honiara supply \n",
+      "4\t2.94118\tgovernment provincial province people national issue executive western add premier guadalcanal address current leader call meeting propose statement speak good \n",
+      "5\t2.94118\tland issue company claim log question statement law deal process concern decision report matter public landowner legal raise order action \n",
+      "6\t2.94118\tteam event good play time game host year today start competition final player match place week hold stage goal sport \n",
+      "7\t2.94118\ttime year family leave day home find late call boat night body happen people morning life return yesterday long early \n",
+      "8\t2.94118\tproject work development fund infrastructure build road building complete rural support area facility year provide improve plan funding construction include \n",
+      "9\t2.94118\tstudent school training year education program week work study teacher train learn skill staff form officer receive parent high knowledge \n",
+      "10\t2.94118\twoman people community work youth young child church family leader day event group violence peace culture speak leadership encourage live \n",
+      "11\t2.94118\tcountry island medium information world region global resource issue impact action fishery report environment conference protect include important level base \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege incident arrest public victim investigation prosecution vehicle matter suspect force allegedly \n",
+      "13\t2.94118\tcountry visit island security official meeting leader meet assistance support cooperation member ramsi mission sign agreement include regional continue minister \n",
+      "14\t2.94118\tservice health support provide medical work hospital response include receive team care people equipment centre clinic supply patient child nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country good industry product grow agriculture sell worker export increase farmer work small produce opportunity \n",
+      "16\t2.94118\tyear government increase public pay budget money percent financial fund total report payment month cost high service finance number account \n",
       "\n"
      ]
     },
@@ -6470,86 +5836,85 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<1000> LL/token: -8.21438\n",
-      "\n",
-      "Total time: 2 minutes 7 seconds\n",
+      "<950> LL/token: -8.21526\n",
+      "<960> LL/token: -8.21455\n",
+      "<970> LL/token: -8.21324\n",
+      "<980> LL/token: -8.21361\n",
+      "<990> LL/token: -8.21434\n",
+      "\n",
+      "0\t2.94118\tcovid case country travel week border confirm public ship test vaccine passenger number operation continue follow day flight positive measure \n",
+      "1\t2.94118\tmember parliament election political bill process candidate act general vote constituency public group office opposition party yesterday corruption motion registration \n",
+      "2\t2.94118\tdevelopment support policy economic government sector ensure plan develop key national partner system provide priority stakeholder strategy management implement achieve \n",
+      "3\t2.94118\tpeople area community water report disaster affect village island live operation damage clean week problem resident supply continue honiara city \n",
+      "4\t2.94118\tgovernment provincial people province national issue executive western add premier guadalcanal address current leader call statement meeting decision speak propose \n",
+      "5\t2.94118\tland issue company claim log question law statement deal concern process decision landowner matter legal order action report raise public \n",
+      "6\t2.94118\tteam event good play time game host today competition final year player start match place yesterday stage goal sport week \n",
+      "7\t2.94118\ttime family year leave day home find late night boat call body happen morning people life return yesterday man early \n",
+      "8\t2.94118\tproject work development fund infrastructure build road rural building support complete facility plan provide include area improve funding construction year \n",
+      "9\t2.94118\tstudent school training year education program work week study teacher train learn staff skill officer form receive high parent knowledge \n",
+      "10\t2.94118\twoman people community work youth young child church leader family day event violence group culture peace leadership live speak traditional \n",
+      "11\t2.94118\tcountry island medium information world region global resource issue impact action environment report fishery conference include protect state important base \n",
+      "12\t2.94118\tpolice officer court case charge rsipf accuse man allege public arrest incident victim investigation prosecution vehicle matter suspect allegedly force \n",
+      "13\t2.94118\tcountry visit island security official leader meeting meet support assistance cooperation member ramsi mission include agreement sign regional minister delegation \n",
+      "14\t2.94118\tservice health support provide medical work hospital response include care team receive people centre equipment clinic patient supply child nurse \n",
+      "15\t2.94118\tbusiness local market tourism food country good industry product agriculture grow worker sell increase export produce small farmer opportunity work \n",
+      "16\t2.94118\tyear government public pay increase money budget percent report financial fund total payment month cost high service finance account dollar \n",
+      "\n",
+      "<1000> LL/token: -8.21418\n",
+      "\n",
+      "Total time: 2 minutes 19 seconds\n",
       "Mallet LDA: 18 topics, 5 topic bits, 11111 topic mask\n",
       "Data loaded.\n",
       "max tokens: 2592\n",
       "total tokens: 4283306\n",
-      "<10> LL/token: -10.3119\n",
-      "<20> LL/token: -9.30486\n",
-      "<30> LL/token: -8.72759\n",
-      "<40> LL/token: -8.50534\n",
-      "\n",
-      "0\t2.77778\tcountry increase year island percent tourism industry economy high international fishery product export cost economic total rate investment world growth \n",
-      "1\t2.77778\tgovernment land issue parliament decision member executive minister group meeting bill statement opposition claim interest landowner sign agreement confidence cabinet \n",
-      "2\t2.77778\tdevelopment support policy government economic develop sector partner provide improve regional key include priority strategy strengthen implementation sustainable implement plan \n",
-      "3\t2.77778\twater food island area people disaster supply affect community live clean system damage impact source small access resident experience problem \n",
-      "4\t2.77778\tman year family time yesterday late victim leave body face early call night follow morning death find today witness accuse \n",
-      "5\t2.77778\tprogram training community work support opportunity learn visit train provide participant rural skill australian local programme knowledge improve agriculture important \n",
-      "6\t2.77778\tcovid health service case medical country people hospital response test emergency team care include risk clinic provide patient positive community \n",
-      "7\t2.77778\tpolice officer rsipf force incident arrest investigation vehicle suspect community operation medium commissioner ramsi station security man report involve continue \n",
-      "8\t2.77778\tpublic report issue law office medium information statement process add act order question state concern follow legal raise accord action \n",
-      "9\t2.77778\tsupport country work year service provide continue receive include staff vaccine study ensure australian deliver island offer add launch open \n",
-      "10\t2.77778\tcompany business market operation local log travel operate ship worker passenger flight sell owner vessel return board week pay time \n",
-      "11\t2.77778\tmember election people constituency official day today hold parliament national general candidate vote week event yesterday registration year delegation expect \n",
-      "12\t2.77778\tproject work community area build complete building plan fund site road visit infrastructure facility construction include activity local year start \n",
-      "13\t2.77778\tcountry leader people nation medium island leadership peace issue church state important political security social traditional role interest corruption share \n",
-      "14\t2.77778\tstudent school child people year education week teacher home life day boat family live parent form village time find start \n",
-      "15\t2.77778\tgovernment provincial province people national western issue add premier guadalcanal border address current system ministry ensure continue committee budget policy \n",
-      "16\t2.77778\twoman team young play event youth good game time competition player match goal violence group sport host final place girl \n",
-      "17\t2.77778\tcourt case charge money year accuse pay high prosecution payment receive date order application matter allege month trial lawyer count \n",
-      "\n",
-      "<50> LL/token: -8.39339\n",
-      "<60> LL/token: -8.3306\n",
-      "<70> LL/token: -8.29213\n",
-      "<80> LL/token: -8.26484\n",
-      "<90> LL/token: -8.24672\n",
-      "\n",
-      "0\t2.77778\tcountry increase year percent tourism economy industry business economic high investment product cost fishery sector growth island international export market \n",
-      "1\t2.77778\tgovernment land parliament decision issue group bill minister member opposition interest claim landowner sign agreement cabinet confidence motion power propose \n",
-      "2\t2.77778\tdevelopment policy support develop economic include key partner country sector regional system ensure management strategy region strengthen plan implementation sustainable \n",
-      "3\t2.77778\twater people island food area community disaster affect supply live clean damage environment village small sea system impact resident source \n",
-      "4\t2.77778\tman family victim time leave year late home night yesterday call day body morning happen find village death early life \n",
-      "5\t2.77778\tcommunity program training work youth opportunity local learn programme activity train young participant skill support important encourage knowledge awareness people \n",
-      "6\t2.77778\tcovid health country case medical people hospital response emergency test vaccine team service risk care clinic patient include measure nurse \n",
-      "7\t2.77778\tpolice officer rsipf force arrest investigation vehicle community incident operation suspect commissioner ramsi station medium report continue public security involve \n",
-      "8\t2.77778\tpublic report issue medium statement law concern information add raise question state action call process office act responsible deal legal \n",
-      "9\t2.77778\tsupport service work provide australian year continue assistance receive country deliver acknowledge island staff include award offer serve ensure commitment \n",
-      "10\t2.77778\tcompany business travel market operation log local operate ship boat passenger worker sell flight owner pay mining vessel transport return \n",
-      "11\t2.77778\tmember election official constituency visit week day today meeting hold general parliament yesterday candidate vote meet chief expect people delegation \n",
-      "12\t2.77778\tproject work fund development area infrastructure build building complete plan road site facility rural funding include construction improve ministry provide \n",
-      "13\t2.77778\tcountry people leader island nation church peace state security leadership important mission relationship share cooperation traditional good interest respect speak \n",
-      "14\t2.77778\tstudent school year child education week teacher study time form start add parent good problem day thing number life receive \n",
-      "15\t2.77778\tgovernment provincial province people national western budget premier add guadalcanal executive border issue address current continue plan ensure ministry year \n",
-      "16\t2.77778\twoman team event play good game host time competition player match goal day sport final celebration place violence today lead \n",
-      "17\t2.77778\tcourt case charge accuse year money allege high pay prosecution payment matter public order face application month receive allegedly trial \n",
-      "\n",
-      "<100> LL/token: -8.23218\n",
-      "<110> LL/token: -8.22279\n",
-      "<120> LL/token: -8.21456\n",
-      "<130> LL/token: -8.20787\n",
-      "<140> LL/token: -8.20269\n",
-      "\n",
-      "0\t2.77778\tcountry increase year business percent tourism economy industry economic investment product high sector fishery cost growth financial market island export \n",
-      "1\t2.77778\tgovernment land parliament decision issue group bill minister opposition member interest power political landowner sign claim cabinet agreement confidence motion \n",
-      "2\t2.77778\tdevelopment policy country develop economic include support regional key system partner ensure sector region resource management strategy address strengthen plan \n",
-      "3\t2.77778\twater people island food area community disaster affect live supply environment clean village small damage sea impact resident world problem \n",
-      "4\t2.77778\tman family victim leave time home late night call body find day village year happen morning life people death girl \n",
-      "5\t2.77778\tcommunity program training work youth opportunity local programme learn activity young train people participant skill encourage important knowledge awareness farmer \n",
-      "6\t2.77778\tcovid health country medical case hospital people emergency test vaccine team response care risk include clinic patient service nurse measure \n",
-      "7\t2.77778\tpolice officer rsipf force arrest investigation vehicle operation community incident suspect commissioner ramsi medium station public continue report security law \n",
-      "8\t2.77778\tpublic issue report medium statement concern law raise information question state add action call corruption office deal process responsible legal \n",
-      "9\t2.77778\tsupport service work provide australian assistance continue year acknowledge deliver island serve receive staff effort award commitment ceremony include challenge \n",
-      "10\t2.77778\tcompany travel business operation market log local operate ship boat passenger pay sell flight transport mining vessel owner return week \n",
-      "11\t2.77778\tmember election official constituency meeting week day general hold today yesterday candidate parliament vote meet visit process chief people expect \n",
-      "12\t2.77778\tproject fund work development area infrastructure build building road complete plan rural site facility funding include improve construction provide ministry \n",
-      "13\t2.77778\tcountry people leader island nation visit church peace state security traditional important leadership mission cooperation share culture relationship speak respect \n",
-      "14\t2.77778\tstudent year school child education week study teacher time form add start parent problem good receive speak number staff day \n",
-      "15\t2.77778\tgovernment provincial province people national western budget premier guadalcanal executive add issue border address plan current continue ensure ministry speak \n",
-      "16\t2.77778\twoman team event play good game host time competition player match goal day sport final place today hold performance group \n",
-      "17\t2.77778\tcourt case charge accuse year allege money high prosecution matter pay payment public order yesterday face allegedly application trial hear \n",
+      "<10> LL/token: -10.28576\n",
+      "<20> LL/token: -9.19011\n",
+      "<30> LL/token: -8.6822\n",
+      "<40> LL/token: -8.47872\n",
+      "\n",
+      "0\t2.77778\tcourt case charge police man accuse allege arrest victim incident year investigation matter prosecution suspect public allegedly high yesterday face \n",
+      "1\t2.77778\tpeople area report time disaster affect find home food island live leave week damage early information village year good accord \n",
+      "2\t2.77778\ttravel road ship boat vehicle transport passenger service return arrive flight honiara vessel time sea day safety operate trip gizo \n",
+      "3\t2.77778\tgovernment leader parliament country decision member minister group political statement state issue interest meeting party opposition nation leadership people confidence \n",
+      "4\t2.77778\tprovincial government province issue medium public executive concern premier bill call add raise people question information corruption national responsible report \n",
+      "5\t2.77778\tpolice officer rsipf force operation security community continue law commissioner ramsi medium work public station order involve unit conduct border \n",
+      "6\t2.77778\tcompany land issue money business log pay claim landowner sign mining sell process operation payment order give director application agreement \n",
+      "7\t2.77778\tgovernment public year report budget fund ministry financial month current state total cost pay add release finance statement accord approve \n",
+      "8\t2.77778\tteam good play game time competition player match start final goal lead sport place year half stage performance today yesterday \n",
+      "9\t2.77778\tcountry island visit event tourism world culture region local international delegation include traditional host meet hold official share nation opportunity \n",
+      "10\t2.77778\tcovid health country case medical hospital service test vaccine emergency risk people response include clinic patient care nurse positive virus \n",
+      "11\t2.77778\tproject work support water service provide community australian build program building infrastructure facility fund assistance area complete access improve construction \n",
+      "12\t2.77778\tstudent school training education year program study learn staff teacher train skill form week knowledge work participant programme award opportunity \n",
+      "13\t2.77778\tbusiness economic increase market sector economy country percent growth investment development rural product project industry impact agriculture benefit improve local \n",
+      "14\t2.77778\tpeople year member government support continue serve today time guadalcanal church late work ceremony acknowledge add receive good speak province \n",
+      "15\t2.77778\twoman community child people family young youth live life day change violence work girl village awareness activity group man encourage \n",
+      "16\t2.77778\tdevelopment policy support government country national plan partner regional ensure develop include strengthen key address strategy provide partnership stakeholder priority \n",
+      "17\t2.77778\telection constituency day general member week yesterday process candidate vote national chief office act confirm parliament registration today number register \n",
+      "\n",
+      "<50> LL/token: -8.38296\n",
+      "<60> LL/token: -8.33152\n",
+      "<70> LL/token: -8.30268\n",
+      "<80> LL/token: -8.28494\n",
+      "<90> LL/token: -8.27315\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse allege year victim police arrest matter prosecution incident suspect public allegedly high investigation face yesterday \n",
+      "1\t2.77778\tpeople water area report village disaster affect island live home find food time damage accord problem leave call house situation \n",
+      "2\t2.77778\ttravel road vehicle market ship boat transport honiara passenger week day time flight return arrive vessel yesterday service driver sea \n",
+      "3\t2.77778\tgovernment leader decision member country state statement minister meeting parliament group political issue interest party opposition confidence motion leadership position \n",
+      "4\t2.77778\tgovernment provincial province issue medium national people executive western concern premier bill add public raise guadalcanal information call corruption report \n",
+      "5\t2.77778\tpolice officer rsipf force operation security law medium public continue community report commissioner ramsi station information work involve conduct order \n",
+      "6\t2.77778\tcompany land issue log business claim landowner worker sign pay mining money operation order agreement process director give legal letter \n",
+      "7\t2.77778\tgovernment year public fund budget ministry report pay financial service payment month total cost money receive finance current dollar reveal \n",
+      "8\t2.77778\tteam good play time game competition start player match final goal stage sport lead half place week today year performance \n",
+      "9\t2.77778\tcountry island visit event tourism world include official local international culture region delegation traditional host meet open opportunity hold share \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency risk response service clinic patient include care nurse measure positive week \n",
+      "11\t2.77778\tproject support work development service provide community infrastructure government build rural building fund area improve assistance australian program facility access \n",
+      "12\t2.77778\tstudent school training education year program staff study teacher learn train week skill work form knowledge high opportunity programme award \n",
+      "13\t2.77778\tbusiness country increase economic economy sector market growth percent industry product investment high local fishery agriculture food resource grow impact \n",
+      "14\t2.77778\tpeople year work support continue today time serve member good church ceremony acknowledge speak add late country challenge celebration family \n",
+      "15\t2.77778\twoman community child people family young youth work change day group live violence life activity awareness girl encourage leader issue \n",
+      "16\t2.77778\tdevelopment policy support country national develop plan regional partner ensure government key strengthen address include strategy management partnership stakeholder implementation \n",
+      "17\t2.77778\telection member constituency parliament yesterday week general day process candidate vote office national today chief act confirm number official follow \n",
       "\n"
      ]
     },
@@ -6557,80 +5922,80 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<150> LL/token: -8.19878\n",
-      "<160> LL/token: -8.19693\n",
-      "<170> LL/token: -8.19449\n",
-      "<180> LL/token: -8.19056\n",
-      "<190> LL/token: -8.18784\n",
-      "\n",
-      "0\t2.77778\tcountry increase business year percent tourism economy economic industry investment product sector financial high growth market cost fishery international export \n",
-      "1\t2.77778\tgovernment land decision parliament issue group bill minister opposition power member political interest landowner sign agreement claim cabinet leader confidence \n",
-      "2\t2.77778\tdevelopment policy country develop regional economic key include system address region ensure resource management partner sector support strategy plan strengthen \n",
-      "3\t2.77778\twater people island area food community disaster affect supply live environment clean damage village small resident sea impact world problem \n",
-      "4\t2.77778\tman family victim time leave home year late night day people call find girl village violence life body happen morning \n",
-      "5\t2.77778\twoman community training program work youth opportunity programme young activity train participant skill local people knowledge encourage awareness important learn \n",
-      "6\t2.77778\tcovid health country medical case people hospital border emergency test vaccine response care risk team clinic patient include service nurse \n",
-      "7\t2.77778\tpolice officer rsipf force arrest investigation vehicle operation community suspect incident commissioner ramsi continue report station public medium security involve \n",
-      "8\t2.77778\tpublic issue report medium statement concern law raise question state information call action add corruption deal responsible office act claim \n",
-      "9\t2.77778\tsupport service work provide assistance australian continue acknowledge deliver year island serve effort include receive commitment award ensure assist program \n",
-      "10\t2.77778\tcompany travel operation business log market local operate ship boat pay passenger transport flight sell owner mining vessel return week \n",
-      "11\t2.77778\tmember election constituency official day meeting parliament general today week hold candidate yesterday process vote people chief national number register \n",
-      "12\t2.77778\tproject fund development work infrastructure area build building road rural complete plan site facility improve funding include provide construction access \n",
-      "13\t2.77778\tcountry people leader visit island nation church peace state security delegation traditional cooperation mission share relationship speak culture important world \n",
-      "14\t2.77778\tstudent year school child education week study teacher form add staff start parent time problem high number receive scholarship good \n",
-      "15\t2.77778\tgovernment provincial province people national western budget guadalcanal premier executive add issue plan address current continue ministry year ensure good \n",
-      "16\t2.77778\tteam event play good host game time competition player match place final day goal sport start hold today performance celebration \n",
-      "17\t2.77778\tcourt case charge accuse year allege money high prosecution matter public payment order pay yesterday allegedly face trial hear month \n",
-      "\n",
-      "<200> LL/token: -8.18498\n",
-      "<210> LL/token: -8.18268\n",
-      "<220> LL/token: -8.18177\n",
-      "<230> LL/token: -8.18187\n",
-      "<240> LL/token: -8.18146\n",
-      "\n",
-      "0\t2.77778\tcountry business increase year percent tourism economic economy industry investment sector product market financial growth high fishery cost export price \n",
-      "1\t2.77778\tgovernment land decision parliament issue group bill minister opposition power member political interest sign landowner claim leader agreement cabinet party \n",
-      "2\t2.77778\tdevelopment policy country develop system regional region address economic resource key include management ensure plan strategy sector partner sustainable national \n",
-      "3\t2.77778\twater people area island food community disaster affect live supply clean environment village damage small report local resident fish problem \n",
-      "4\t2.77778\tman family victim time home leave people day late year night find call girl life violence body village happen morning \n",
-      "5\t2.77778\twoman community training program work youth opportunity young programme activity train participant skill people encourage knowledge awareness local important learn \n",
-      "6\t2.77778\tcovid health country case medical hospital people border emergency test vaccine response team care risk clinic patient include nurse measure \n",
-      "7\t2.77778\tpolice officer rsipf force arrest investigation vehicle community operation incident suspect commissioner ramsi report continue public medium station law security \n",
-      "8\t2.77778\tpublic issue report medium concern statement law raise information question state add action call corruption deal responsible fact comment citizen \n",
-      "9\t2.77778\tsupport service work provide continue assistance australian acknowledge deliver year island ensure effort serve commitment program challenge partnership include award \n",
-      "10\t2.77778\tcompany travel operation log market local operate business ship boat passenger pay flight mining vessel owner sell return worker transport \n",
-      "11\t2.77778\tmember election constituency day parliament general official week candidate today process vote yesterday hold people meeting chief number national register \n",
-      "12\t2.77778\tproject fund development work infrastructure build area building rural road complete plan facility site funding improve include provide construction access \n",
-      "13\t2.77778\tcountry people leader visit island nation church peace state security delegation traditional cooperation share culture mission relationship official world important \n",
-      "14\t2.77778\tstudent year school child education week study teacher add form staff parent high start time problem receive number speak scholarship \n",
-      "15\t2.77778\tgovernment provincial province people national western budget issue guadalcanal premier executive add address plan current continue ministry year week speak \n",
-      "16\t2.77778\tteam event play good time game host competition player match goal final place sport start today day celebration lead performance \n",
-      "17\t2.77778\tcourt case charge accuse year allege money high matter prosecution public payment order face yesterday allegedly hear pay trial represent \n",
-      "\n",
-      "<250> LL/token: -8.18027\n",
-      "<260> LL/token: -8.18057\n",
-      "<270> LL/token: -8.17874\n",
-      "<280> LL/token: -8.17946\n",
-      "<290> LL/token: -8.17793\n",
-      "\n",
-      "0\t2.77778\tcountry business increase year percent tourism economic economy industry market sector investment product financial growth high cost fishery benefit price \n",
-      "1\t2.77778\tgovernment land parliament decision issue group bill minister opposition member political sign interest landowner agreement leader cabinet motion propose claim \n",
-      "2\t2.77778\tdevelopment policy country develop regional region include key resource economic address system management plan ensure strategy partner sector national sustainable \n",
-      "3\t2.77778\twater people area island food community disaster affect supply live environment clean village damage small world fish local problem resident \n",
-      "4\t2.77778\tman family victim time leave home people day night late call girl find violence life village body year happen morning \n",
-      "5\t2.77778\twoman community training program work youth opportunity young programme train activity people participant skill encourage knowledge awareness learn local important \n",
-      "6\t2.77778\tcovid health country medical case hospital people border emergency test vaccine response care risk team clinic patient include nurse measure \n",
-      "7\t2.77778\tpolice officer rsipf force investigation vehicle community operation arrest suspect commissioner incident ramsi public continue report medium station security law \n",
-      "8\t2.77778\tpublic issue report medium concern statement law raise question information state call action add corruption responsible deal claim office fact \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian acknowledge deliver effort ensure year program commitment serve challenge island assist award partnership \n",
-      "10\t2.77778\tcompany travel operation log operate local market ship boat business passenger pay flight mining owner vessel return confirm sell worker \n",
-      "11\t2.77778\tmember election constituency day general parliament official today people candidate week vote yesterday process hold meeting national chief number register \n",
-      "12\t2.77778\tproject fund development work infrastructure build rural area road building complete plan facility improve site funding include provide construction ministry \n",
-      "13\t2.77778\tcountry people leader visit island nation church peace state delegation traditional cooperation culture mission security official share relationship speak world \n",
-      "14\t2.77778\tstudent year school child education week study teacher form staff add start parent receive high time problem number scholarship class \n",
-      "15\t2.77778\tgovernment provincial province people national western budget add issue guadalcanal premier executive plan address current year ministry continue speak ensure \n",
-      "16\t2.77778\tteam event play good time game host competition player match goal final place sport day start today performance hold lead \n",
-      "17\t2.77778\tcourt case charge accuse year allege high money matter prosecution public order face allegedly yesterday payment trial month hear represent \n",
+      "<100> LL/token: -8.26388\n",
+      "<110> LL/token: -8.25536\n",
+      "<120> LL/token: -8.24941\n",
+      "<130> LL/token: -8.24666\n",
+      "<140> LL/token: -8.24329\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution arrest police suspect public incident high allegedly face yesterday trial \n",
+      "1\t2.77778\tpeople water area report village disaster affect island live home find food damage accord time problem situation house source experience \n",
+      "2\t2.77778\ttravel road vehicle market ship boat transport time honiara week passenger arrive day flight vessel yesterday return service sea driver \n",
+      "3\t2.77778\tgovernment leader decision statement state member minister group political country issue meeting interest parliament opposition party confidence motion power call \n",
+      "4\t2.77778\tgovernment provincial province national issue people medium western executive premier bill guadalcanal concern add address corruption information public raise call \n",
+      "5\t2.77778\tpolice officer rsipf force operation security report medium public law continue commissioner ramsi community information station work involve investigation conduct \n",
+      "6\t2.77778\tcompany land issue log claim business landowner sign worker mining order process operation legal agreement law director pay give letter \n",
+      "7\t2.77778\tgovernment year public budget fund report pay ministry financial service money payment total cost month receive finance dollar add reveal \n",
+      "8\t2.77778\tteam play good time game competition start player match final place goal stage sport half year lead today week performance \n",
+      "9\t2.77778\tcountry island visit event tourism local world include official culture international meet delegation traditional host open region opportunity hold share \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency service response risk clinic include patient care nurse people positive supply \n",
+      "11\t2.77778\tproject support work development service provide government infrastructure build rural community fund building assistance improve area program facility access australian \n",
+      "12\t2.77778\tstudent school training year education program staff study teacher week train learn skill work form knowledge high parent attend award \n",
+      "13\t2.77778\tbusiness country increase economic economy sector growth percent market local high product industry investment fishery food agriculture resource grow year \n",
+      "14\t2.77778\tpeople year work support country today continue time serve good church ceremony member acknowledge speak late add nation challenge family \n",
+      "15\t2.77778\twoman community child people young family youth work change group activity violence awareness live day girl life support leader encourage \n",
+      "16\t2.77778\tdevelopment policy country support develop regional national plan partner key ensure strengthen address include region strategy stakeholder partnership sector management \n",
+      "17\t2.77778\tmember election parliament constituency yesterday general week day candidate process vote office today act national chief number confirm follow registration \n",
+      "\n",
+      "<150> LL/token: -8.24055\n",
+      "<160> LL/token: -8.23764\n",
+      "<170> LL/token: -8.23547\n",
+      "<180> LL/token: -8.2334\n",
+      "<190> LL/token: -8.23078\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high allegedly public face arrest yesterday hear police trial incident \n",
+      "1\t2.77778\tpeople water area island report village disaster affect live home find food damage problem accord supply time experience situation source \n",
+      "2\t2.77778\ttravel road vehicle market ship honiara boat transport time week passenger day flight arrive return vessel service yesterday public safety \n",
+      "3\t2.77778\tgovernment leader decision statement state issue minister political group country member interest opposition party meeting call parliament question power confidence \n",
+      "4\t2.77778\tgovernment provincial province national people issue medium western executive premier guadalcanal add bill address corruption current information concern public good \n",
+      "5\t2.77778\tpolice officer rsipf force report operation medium security public law continue investigation commissioner ramsi information community station incident involve conduct \n",
+      "6\t2.77778\tcompany land issue log claim business worker landowner sign order operation mining process legal law give agreement letter director deal \n",
+      "7\t2.77778\tgovernment year public report budget fund pay financial money ministry service payment receive total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player match final goal place sport today stage half lead yesterday year week \n",
+      "9\t2.77778\tcountry island visit event tourism official local include world culture international open delegation traditional host meet hold opportunity region solomon \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency service risk response people clinic patient care include nurse week measure \n",
+      "11\t2.77778\tproject support work development service provide government infrastructure build rural community fund building assistance improve area program access facility australian \n",
+      "12\t2.77778\tstudent school training education year program staff study teacher week train learn skill work form high knowledge parent scholarship start \n",
+      "13\t2.77778\tbusiness country increase economic economy sector percent growth local market product industry high investment food fishery agriculture year resource grow \n",
+      "14\t2.77778\tpeople year work country today support time continue serve good church ceremony speak acknowledge member family add nation challenge late \n",
+      "15\t2.77778\twoman community child people young youth family work change activity group awareness violence live support girl day program issue encourage \n",
+      "16\t2.77778\tdevelopment policy country support develop regional partner key ensure national plan include strengthen region strategy address economic sector partnership management \n",
+      "17\t2.77778\tmember election parliament constituency general yesterday week day process candidate office vote act today chief official national hold follow confirm \n",
+      "\n",
+      "<200> LL/token: -8.22934\n",
+      "<210> LL/token: -8.22613\n",
+      "<220> LL/token: -8.22498\n",
+      "<230> LL/token: -8.22378\n",
+      "<240> LL/token: -8.22174\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution public high allegedly yesterday face hear trial arrest lawyer time \n",
+      "1\t2.77778\tpeople water area island disaster village report affect live home find food damage accord supply problem source experience time house \n",
+      "2\t2.77778\ttravel road vehicle honiara market ship boat transport time passenger week flight arrive return day yesterday vessel service public city \n",
+      "3\t2.77778\tgovernment leader decision statement issue state minister political group country interest opposition member party call question concern parliament power confidence \n",
+      "4\t2.77778\tgovernment provincial province national people issue medium western executive premier guadalcanal bill add corruption meeting address current plan propose good \n",
+      "5\t2.77778\tpolice officer rsipf force report medium operation security public investigation law continue commissioner ramsi information incident station suspect community involve \n",
+      "6\t2.77778\tcompany land issue log claim business landowner worker sign order operation mining law legal process agreement letter director deal give \n",
+      "7\t2.77778\tgovernment year public report budget fund pay financial money service ministry payment total receive cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good time play game start competition player final match goal place sport today stage lead half year week yesterday \n",
+      "9\t2.77778\tcountry visit island event tourism official local include world culture international open delegation host traditional meet hold opportunity region solomon \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency service people response risk clinic patient care include week nurse number \n",
+      "11\t2.77778\tproject support work development provide service government infrastructure build rural fund assistance building improve community area program facility access complete \n",
+      "12\t2.77778\tstudent school training education year program staff study teacher week train learn work skill form knowledge high parent start attend \n",
+      "13\t2.77778\tbusiness country increase economic economy sector local percent market growth investment industry product high fishery food agriculture year resource grow \n",
+      "14\t2.77778\tpeople year work country time today continue support good serve church ceremony speak acknowledge member nation late family challenge add \n",
+      "15\t2.77778\tcommunity woman child people young youth family work change group support activity awareness violence program girl encourage live issue launch \n",
+      "16\t2.77778\tdevelopment policy country support develop regional key partner ensure plan region national strengthen include strategy address partnership management stakeholder economic \n",
+      "17\t2.77778\tmember election parliament constituency general yesterday process office candidate vote week day today act chief official follow registration hold national \n",
       "\n"
      ]
     },
@@ -6638,80 +6003,80 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<300> LL/token: -8.17887\n",
-      "<310> LL/token: -8.17937\n",
-      "<320> LL/token: -8.17995\n",
-      "<330> LL/token: -8.17924\n",
-      "<340> LL/token: -8.17939\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase year market percent tourism economic economy industry sector investment product growth financial high cost fishery benefit export \n",
-      "1\t2.77778\tgovernment land parliament decision issue group bill minister opposition member meeting political sign leader agreement current interest cabinet propose confidence \n",
-      "2\t2.77778\tdevelopment policy country develop regional region include key address system resource economic management plan strategy partner sector ensure national sustainable \n",
-      "3\t2.77778\twater people area island food community disaster affect supply live environment clean damage village small world local fish impact resident \n",
-      "4\t2.77778\tfamily man time people leave home victim day night village late life girl call body find happen morning year death \n",
-      "5\t2.77778\twoman community training program work youth young opportunity programme people activity train participant encourage skill knowledge awareness learn violence important \n",
-      "6\t2.77778\tcovid health country medical case hospital people border emergency test vaccine risk response care team clinic patient measure include nurse \n",
-      "7\t2.77778\tpolice officer rsipf force investigation vehicle community operation arrest suspect commissioner incident public ramsi security continue medium station law report \n",
-      "8\t2.77778\tpublic issue report medium concern statement law raise question information call action state add corruption deal responsible claim fact good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian acknowledge deliver effort ensure year commitment island challenge serve program assist partnership receive \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local business pay passenger flight mining vessel week owner confirm return director market \n",
-      "11\t2.77778\tmember election constituency day general parliament people today candidate vote week official yesterday process national chief number hold register expect \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete improve facility funding plan site access include provide construction \n",
-      "13\t2.77778\tcountry people leader visit island nation church peace state delegation traditional mission official cooperation culture share relationship security world speak \n",
-      "14\t2.77778\tstudent year school child education week study teacher form staff add parent start high receive problem number time scholarship pay \n",
-      "15\t2.77778\tgovernment provincial province people national western budget issue guadalcanal premier executive add address plan current year ministry continue meet speak \n",
-      "16\t2.77778\tteam event play good game time host competition player match start goal today place final sport hold day lead group \n",
-      "17\t2.77778\tcourt case charge accuse year allege high money matter prosecution public man order allegedly face yesterday trial hear represent lawyer \n",
-      "\n",
-      "<350> LL/token: -8.18005\n",
-      "<360> LL/token: -8.18041\n",
-      "<370> LL/token: -8.17896\n",
-      "<380> LL/token: -8.17846\n",
-      "<390> LL/token: -8.17778\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism percent economic economy sector industry investment product growth financial high cost local agriculture fishery \n",
-      "1\t2.77778\tgovernment land parliament decision issue group bill minister opposition meeting member political leader sign cabinet interest claim agreement position current \n",
-      "2\t2.77778\tdevelopment policy country develop regional region economic key resource include address system management plan strategy ensure partner sector sustainable national \n",
-      "3\t2.77778\twater area people island food community disaster affect supply live environment clean damage small local world village fish sea resident \n",
-      "4\t2.77778\tfamily man time people leave home day village late night life girl find body happen year call morning live death \n",
-      "5\t2.77778\twoman community training program work youth young people opportunity programme train activity participant skill encourage awareness knowledge violence important change \n",
-      "6\t2.77778\tcovid health country case medical hospital people border emergency test vaccine response care risk team clinic include patient measure service \n",
-      "7\t2.77778\tpolice officer rsipf force investigation vehicle community operation arrest incident suspect public ramsi security medium commissioner law continue report station \n",
-      "8\t2.77778\tpublic issue report medium concern statement law raise state call information question action add corruption deal responsible fact good claim \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian acknowledge deliver year ensure effort commitment challenge program serve island assist partnership include \n",
-      "10\t2.77778\tcompany travel operation log operate local ship business boat pay passenger flight owner mining vessel week return confirm director worker \n",
-      "11\t2.77778\tmember election constituency day general parliament today people candidate week vote process yesterday official number national hold chief register expect \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete improve facility plan funding site access include provide construction \n",
-      "13\t2.77778\tcountry people leader visit island nation church official peace state delegation mission traditional culture cooperation share relationship security ceremony world \n",
-      "14\t2.77778\tstudent year school child education week study teacher form staff add receive parent high start problem time pay scholarship number \n",
-      "15\t2.77778\tgovernment provincial province people national western budget guadalcanal premier issue executive add address plan current continue ministry year week speak \n",
-      "16\t2.77778\tteam event play good time game host competition player match place final goal start sport today hold day year celebration \n",
-      "17\t2.77778\tcourt case charge accuse year allege high money prosecution man matter public order allegedly face yesterday victim hear trial represent \n",
-      "\n",
-      "<400> LL/token: -8.1766\n",
-      "<410> LL/token: -8.1774\n",
-      "<420> LL/token: -8.17747\n",
-      "<430> LL/token: -8.17918\n",
-      "<440> LL/token: -8.1783\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism economic percent economy industry sector investment product growth high local financial cost agriculture benefit \n",
-      "1\t2.77778\tgovernment land parliament decision issue group bill meeting minister opposition member sign political leader agreement propose cabinet interest process current \n",
-      "2\t2.77778\tdevelopment country policy develop regional region key address include system economic resource plan management strategy sector sustainable partner national ensure \n",
-      "3\t2.77778\twater area island people food community disaster affect supply live environment clean damage small local village world impact fish report \n",
-      "4\t2.77778\tfamily people man time leave home night late day village life find body call happen year morning death live early \n",
-      "5\t2.77778\twoman community training program work youth young opportunity people programme train participant skill activity encourage knowledge awareness violence family group \n",
-      "6\t2.77778\tcovid health country medical case hospital people border emergency test vaccine risk response care clinic include team patient week measure \n",
-      "7\t2.77778\tpolice officer rsipf force investigation vehicle operation community arrest incident suspect public ramsi continue medium report security law station commissioner \n",
-      "8\t2.77778\tpublic issue report medium concern statement law raise call question action add state information deal corruption responsible claim fact good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian acknowledge deliver ensure year effort commitment island program challenge assist partnership receive government \n",
-      "10\t2.77778\tcompany travel operation log operate ship business boat pay local passenger flight mining vessel owner week confirm return director worker \n",
-      "11\t2.77778\tmember election constituency day general parliament people today yesterday candidate week vote official process number chief national register hold registration \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area building road complete improve facility plan funding site access include provide construction \n",
-      "13\t2.77778\tcountry people leader visit island nation church peace state official delegation traditional mission culture cooperation security relationship share world speak \n",
-      "14\t2.77778\tstudent year school child education week study teacher staff form add parent high receive start pay scholarship time problem number \n",
-      "15\t2.77778\tgovernment provincial province people national western budget issue executive guadalcanal add premier address plan current year ministry continue meet policy \n",
-      "16\t2.77778\tteam event play good game time host competition player match final place goal today sport year start hold stage half \n",
-      "17\t2.77778\tcourt case charge accuse year allege high man matter prosecution money public victim face order allegedly yesterday trial hear represent \n",
+      "<250> LL/token: -8.22077\n",
+      "<260> LL/token: -8.22011\n",
+      "<270> LL/token: -8.21998\n",
+      "<280> LL/token: -8.21854\n",
+      "<290> LL/token: -8.21807\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high public allegedly yesterday face hear arrest trial lawyer count \n",
+      "1\t2.77778\tpeople water area island disaster village report live affect home find food damage accord supply problem time clean source experience \n",
+      "2\t2.77778\ttravel road vehicle honiara ship market boat transport time week passenger public flight return yesterday arrive vessel day service city \n",
+      "3\t2.77778\tgovernment leader decision statement issue state political minister group country interest call opposition member concern question party parliament power add \n",
+      "4\t2.77778\tgovernment provincial province national people western issue medium executive premier guadalcanal bill add meeting address corruption current plan propose meet \n",
+      "5\t2.77778\tpolice officer rsipf report force medium operation security public investigation continue information ramsi law commissioner incident suspect station community involve \n",
+      "6\t2.77778\tcompany land issue log claim business landowner worker order sign process operation law mining legal give director letter agreement deal \n",
+      "7\t2.77778\tgovernment year public report budget fund pay money financial ministry payment service receive total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player match final goal place sport half stage today lead year yesterday week \n",
+      "9\t2.77778\tcountry visit island event official tourism local include world culture international delegation open host meet traditional hold opportunity region solomon \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency response service risk people clinic patient care include nurse week measure \n",
+      "11\t2.77778\tproject support work development service provide infrastructure rural build government assistance fund improve area building community program access facility australian \n",
+      "12\t2.77778\tstudent school training education year program staff study teacher week train learn skill work form knowledge high parent award start \n",
+      "13\t2.77778\tbusiness increase country economic economy sector local percent market growth industry high product investment fishery food agriculture year grow resource \n",
+      "14\t2.77778\tpeople year work country time today good continue support serve church ceremony family speak nation acknowledge late member challenge life \n",
+      "15\t2.77778\tcommunity woman child people young youth family work support group activity change awareness violence program issue girl live leader launch \n",
+      "16\t2.77778\tdevelopment policy country support develop regional ensure key partner include region strengthen plan national strategy address resource partnership priority economic \n",
+      "17\t2.77778\tmember election parliament constituency general yesterday process candidate office day vote week today act chief national number official confirm follow \n",
+      "\n",
+      "<300> LL/token: -8.21745\n",
+      "<310> LL/token: -8.21623\n",
+      "<320> LL/token: -8.21567\n",
+      "<330> LL/token: -8.21681\n",
+      "<340> LL/token: -8.2164\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high public allegedly yesterday face hear trial arrest lawyer count \n",
+      "1\t2.77778\twater people area island disaster village affect live report home find damage food supply accord problem clean source time experience \n",
+      "2\t2.77778\ttravel road vehicle honiara market ship boat transport week time passenger public flight day service vessel return yesterday arrive city \n",
+      "3\t2.77778\tgovernment leader decision issue statement state political group minister country interest call opposition concern member people question add confidence power \n",
+      "4\t2.77778\tgovernment provincial province national people western issue executive medium premier meeting guadalcanal bill add current plan corruption address propose important \n",
+      "5\t2.77778\tpolice officer rsipf report medium force operation security public investigation information law continue ramsi incident commissioner suspect station community arrest \n",
+      "6\t2.77778\tcompany land issue log claim order landowner sign business worker process legal operation law mining agreement letter director deal give \n",
+      "7\t2.77778\tgovernment year public report pay budget fund money financial ministry service receive payment total cost month finance reveal dollar account \n",
+      "8\t2.77778\tteam good play time game start competition player match final goal place sport year half today stage week yesterday lead \n",
+      "9\t2.77778\tcountry visit island event official tourism include local world culture open international meet delegation traditional host hold opportunity australian region \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency response people service risk clinic patient care nurse include week measure \n",
+      "11\t2.77778\tproject support work development service provide infrastructure build rural assistance fund government improve building area program community facility access include \n",
+      "12\t2.77778\tstudent school training year education program staff study teacher week learn train work skill form knowledge high parent award scholarship \n",
+      "13\t2.77778\tbusiness country increase economic economy sector local market percent industry growth high product investment food fishery year agriculture grow small \n",
+      "14\t2.77778\tpeople year work time country today support good serve continue church ceremony family speak acknowledge nation late challenge day great \n",
+      "15\t2.77778\tcommunity woman child people young youth family work activity support group change awareness violence program girl live issue social day \n",
+      "16\t2.77778\tdevelopment policy country support develop regional region partner key ensure include plan strengthen strategy national management address resource economic partnership \n",
+      "17\t2.77778\tmember election parliament constituency general process yesterday candidate vote office day week act chief today number registration national follow confirm \n",
+      "\n",
+      "<350> LL/token: -8.2167\n",
+      "<360> LL/token: -8.2147\n",
+      "<370> LL/token: -8.2149\n",
+      "<380> LL/token: -8.2141\n",
+      "<390> LL/token: -8.214\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high public allegedly yesterday face hear trial arrest time lawyer \n",
+      "1\t2.77778\twater people area island disaster village affect live report find home damage food supply accord problem source clean sea life \n",
+      "2\t2.77778\ttravel road vehicle honiara ship time boat market transport week passenger public day flight return service vessel yesterday arrive city \n",
+      "3\t2.77778\tgovernment leader decision issue statement state minister political group call interest country opposition concern question people add confidence power motion \n",
+      "4\t2.77778\tgovernment provincial province national people western issue executive meeting premier medium guadalcanal bill add current plan propose address corruption meet \n",
+      "5\t2.77778\tpolice officer rsipf medium report force operation security public investigation information continue incident law suspect ramsi commissioner station involve arrest \n",
+      "6\t2.77778\tcompany land issue log claim business landowner order sign worker operation process legal mining law director agreement letter deal give \n",
+      "7\t2.77778\tgovernment year public report pay budget fund money financial service ministry payment receive total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player match final goal place lead sport stage yesterday today half week point \n",
+      "9\t2.77778\tcountry visit island event official tourism include local culture meet open international world delegation traditional host opportunity hold relationship solomon \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency service response people risk clinic patient care nurse include measure week \n",
+      "11\t2.77778\tproject support development work provide service infrastructure rural build assistance improve fund building government area program facility access community australian \n",
+      "12\t2.77778\tstudent school training year education program staff study week teacher train learn work skill form high knowledge parent start scholarship \n",
+      "13\t2.77778\tbusiness country increase economic economy market local sector percent industry investment product growth high food fishery agriculture year grow resource \n",
+      "14\t2.77778\tpeople year work time country good today continue serve church support family ceremony nation speak acknowledge challenge late member day \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity group change awareness violence program girl social encourage live issue \n",
+      "16\t2.77778\tdevelopment policy country support develop regional region partner ensure key include strengthen strategy plan management national address resource economic partnership \n",
+      "17\t2.77778\tmember election parliament constituency general yesterday process candidate office vote day act chief week today registration national follow number confirm \n",
       "\n"
      ]
     },
@@ -6719,80 +6084,80 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<450> LL/token: -8.17757\n",
-      "<460> LL/token: -8.17707\n",
-      "<470> LL/token: -8.17709\n",
-      "<480> LL/token: -8.17739\n",
-      "<490> LL/token: -8.17679\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism percent economic economy industry sector investment product growth financial local high agriculture cost farmer \n",
-      "1\t2.77778\tgovernment land parliament decision issue group meeting member bill minister opposition political sign leader cabinet process interest agreement payment propose \n",
-      "2\t2.77778\tdevelopment country policy develop regional region economic include address key resource plan management system strategy national sector ensure sustainable partner \n",
-      "3\t2.77778\twater area island people food community disaster affect supply live environment clean damage small report problem fish world local village \n",
-      "4\t2.77778\tfamily people time man leave home village late day night find life body call morning happen year live death yesterday \n",
-      "5\t2.77778\twoman community training program work youth young opportunity people programme train activity participant skill encourage knowledge awareness violence change family \n",
-      "6\t2.77778\tcovid health country medical case hospital people emergency test vaccine border risk response care clinic include patient team measure nurse \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation community operation incident arrest suspect report medium ramsi security public continue law commissioner station \n",
-      "8\t2.77778\tpublic issue report medium statement concern law raise call add question action state information corruption deal claim fact good responsible \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian deliver acknowledge ensure effort year government program assist commitment challenge partnership island important \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local business passenger flight mining pay vessel owner confirm director week worker return \n",
-      "11\t2.77778\tmember election constituency day general people today parliament candidate week yesterday process vote official chief number national hold register expect \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete improve facility funding site plan include access ministry construction \n",
-      "13\t2.77778\tcountry people leader visit island nation church official peace state delegation culture traditional cooperation mission share ceremony relationship world security \n",
-      "14\t2.77778\tstudent year school child education week study teacher staff form add receive parent high start award scholarship number problem result \n",
-      "15\t2.77778\tgovernment provincial province people national western budget issue guadalcanal premier executive add address plan current year ministry continue week policy \n",
-      "16\t2.77778\tteam event play good game time host competition player match place final goal sport today year start hold big stage \n",
-      "17\t2.77778\tcourt case charge accuse year allege high man money prosecution matter public victim face allegedly yesterday order trial hear represent \n",
-      "\n",
-      "<500> LL/token: -8.17651\n",
-      "<510> LL/token: -8.17577\n",
-      "<520> LL/token: -8.17648\n",
-      "<530> LL/token: -8.17608\n",
-      "<540> LL/token: -8.17529\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism economic percent economy industry sector investment product growth local financial high agriculture cost farmer \n",
-      "1\t2.77778\tgovernment land issue parliament decision group meeting bill minister opposition member leader sign political process cabinet payment agreement interest motion \n",
-      "2\t2.77778\tdevelopment country policy develop region regional economic address resource include key management system strategy sector plan sustainable ensure national meeting \n",
-      "3\t2.77778\twater area people island food community disaster affect live supply environment clean damage world report small impact problem fish local \n",
-      "4\t2.77778\tfamily people time man leave home day village late night life find body call happen morning year live death yesterday \n",
-      "5\t2.77778\twoman community training program work youth young opportunity people programme train participant skill activity encourage knowledge awareness violence change family \n",
-      "6\t2.77778\tcovid health country case medical people hospital emergency test vaccine risk response care border team clinic patient include measure nurse \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation operation community incident suspect public arrest ramsi medium security continue law commissioner report station \n",
-      "8\t2.77778\tpublic issue report medium concern statement law call raise question add state action information corruption deal responsible fact claim good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian ensure deliver acknowledge government effort program assist commitment important partnership island partner challenge \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local business passenger flight mining owner vessel worker week pay director return confirm \n",
-      "11\t2.77778\tmember election constituency day general parliament week people candidate today vote process yesterday official chief number national register hold follow \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete improve facility plan funding access include site construction ministry \n",
-      "13\t2.77778\tcountry people visit leader island nation church official peace state delegation culture traditional mission cooperation ceremony relationship share today security \n",
-      "14\t2.77778\tstudent year school child education week study teacher staff form receive high parent add start award time number scholarship pay \n",
-      "15\t2.77778\tgovernment provincial province people national western budget guadalcanal premier add issue executive plan address year current ministry continue week speak \n",
-      "16\t2.77778\tteam event play good game time host competition player match final place goal today sport year start big lead hold \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high prosecution public matter money victim allegedly order face yesterday trial hear represent \n",
-      "\n",
-      "<550> LL/token: -8.17643\n",
-      "<560> LL/token: -8.17698\n",
-      "<570> LL/token: -8.17755\n",
-      "<580> LL/token: -8.17783\n",
-      "<590> LL/token: -8.17876\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism economic percent economy industry sector investment product local growth high financial agriculture benefit cost \n",
-      "1\t2.77778\tgovernment land parliament issue decision group meeting bill member minister opposition sign political process leader payment cabinet propose interest motion \n",
-      "2\t2.77778\tdevelopment country policy develop region regional economic include resource key address plan management system strategy sector national sustainable ensure partner \n",
-      "3\t2.77778\twater area island people food community disaster affect live supply environment clean damage report world small problem village local fish \n",
-      "4\t2.77778\tfamily people time leave man home day late night village life find body morning happen call year live death yesterday \n",
-      "5\t2.77778\twoman community training program work youth young people opportunity programme train participant skill encourage knowledge violence awareness activity change family \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk border care clinic measure patient response include team nurse \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation community operation incident report suspect arrest public ramsi security medium law commissioner station continue \n",
-      "8\t2.77778\tpublic issue report medium statement concern law raise call state question add action information corruption deal responsible claim fact good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian ensure government program deliver acknowledge effort assist commitment partnership island challenge partner important \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local passenger business flight pay mining confirm owner vessel worker return director week \n",
-      "11\t2.77778\tmember election constituency general day people parliament week candidate vote process yesterday today chief national number official register office hold \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete facility funding improve plan access include site construction ministry \n",
-      "13\t2.77778\tcountry visit leader people island nation church official peace state culture delegation traditional mission cooperation ceremony today share relationship security \n",
-      "14\t2.77778\tstudent year school child education week study teacher staff form receive high parent add award start scholarship number fee class \n",
-      "15\t2.77778\tgovernment provincial province people national western budget add guadalcanal executive premier issue address plan year current ministry continue speak good \n",
-      "16\t2.77778\tteam event good play time game host competition player match place final goal start sport today group year hold big \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high matter money prosecution victim public allegedly face order yesterday hear trial represent \n",
+      "<400> LL/token: -8.21389\n",
+      "<410> LL/token: -8.21443\n",
+      "<420> LL/token: -8.21306\n",
+      "<430> LL/token: -8.21367\n",
+      "<440> LL/token: -8.21132\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high allegedly public face yesterday hear trial arrest time lawyer \n",
+      "1\t2.77778\twater people area island village disaster affect report live find home damage food supply accord problem clean time source sea \n",
+      "2\t2.77778\ttravel road vehicle honiara ship boat market time transport week public passenger flight yesterday day vessel service return arrive add \n",
+      "3\t2.77778\tgovernment leader decision statement issue state minister political call group concern interest country opposition people question add power corruption confidence \n",
+      "4\t2.77778\tgovernment provincial province national people western issue executive meeting premier guadalcanal current add bill medium plan address propose meet office \n",
+      "5\t2.77778\tpolice officer medium rsipf report force operation public security information investigation incident continue ramsi commissioner law suspect station involve community \n",
+      "6\t2.77778\tcompany land issue log claim order landowner sign business worker process operation mining law legal letter agreement director give deal \n",
+      "7\t2.77778\tgovernment year public report pay money budget fund financial service ministry payment receive total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player match final goal place lead sport week today stage year yesterday half \n",
+      "9\t2.77778\tcountry visit island event official tourism include local culture international world open delegation meet host traditional hold opportunity relationship australian \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency people response service risk clinic patient care nurse include number continue \n",
+      "11\t2.77778\tproject support development work provide service infrastructure assistance rural build fund improve building area government program facility access deliver complete \n",
+      "12\t2.77778\tstudent school training year education program staff study teacher week train learn work skill form high knowledge parent add scholarship \n",
+      "13\t2.77778\tbusiness increase country economic economy local market sector percent investment industry growth product food high fishery agriculture year grow small \n",
+      "14\t2.77778\tpeople year work country time today good continue serve church family ceremony support nation speak acknowledge challenge late life leader \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity change group awareness program violence encourage social girl issue leader \n",
+      "16\t2.77778\tdevelopment policy country support develop regional region key partner ensure include strengthen strategy address plan national management resource partnership economic \n",
+      "17\t2.77778\tmember election parliament constituency general process yesterday candidate day vote office act week chief today registration register number follow official \n",
+      "\n",
+      "<450> LL/token: -8.21158\n",
+      "<460> LL/token: -8.21162\n",
+      "<470> LL/token: -8.21138\n",
+      "<480> LL/token: -8.21215\n",
+      "<490> LL/token: -8.21164\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high public allegedly yesterday face hear trial time lawyer evidence \n",
+      "1\t2.77778\twater people area island disaster village affect report live find home damage food supply accord problem clean source experience sea \n",
+      "2\t2.77778\ttravel road vehicle honiara ship market boat transport time passenger week public flight service day vessel return arrive yesterday add \n",
+      "3\t2.77778\tgovernment leader decision statement issue state political group call concern country interest minister opposition question add people power corruption confidence \n",
+      "4\t2.77778\tgovernment provincial province national people western issue executive meeting premier guadalcanal bill plan add current address meet propose medium continue \n",
+      "5\t2.77778\tpolice officer medium rsipf report force public operation security information investigation incident continue suspect ramsi law commissioner station arrest involve \n",
+      "6\t2.77778\tcompany land issue log claim business sign landowner order process operation worker mining legal law agreement letter give director deal \n",
+      "7\t2.77778\tyear government public report pay budget money fund financial service ministry payment receive total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player match final place goal sport stage lead today year week half yesterday \n",
+      "9\t2.77778\tcountry visit island event official tourism include local culture international open meet world delegation host opportunity traditional hold relationship solomon \n",
+      "10\t2.77778\tcovid health country case medical hospital test vaccine emergency people response service risk care clinic patient nurse include week number \n",
+      "11\t2.77778\tproject support development work provide service infrastructure assistance build rural fund improve area building government program access facility community deliver \n",
+      "12\t2.77778\tstudent school training year education program study staff work teacher week train learn skill form high knowledge parent start scholarship \n",
+      "13\t2.77778\tbusiness country increase economic economy local market sector percent high growth product food industry investment fishery agriculture grow year small \n",
+      "14\t2.77778\tpeople year work time country today good serve church continue support ceremony family nation speak leader day acknowledge late challenge \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity group awareness change program violence social girl encourage live issue \n",
+      "16\t2.77778\tdevelopment policy country support develop regional region partner ensure key strengthen include strategy plan address management resource national economic partnership \n",
+      "17\t2.77778\tmember election parliament constituency general process yesterday candidate vote office day act week chief today registration number national party register \n",
+      "\n",
+      "<500> LL/token: -8.21133\n",
+      "<510> LL/token: -8.212\n",
+      "<520> LL/token: -8.21148\n",
+      "<530> LL/token: -8.21188\n",
+      "<540> LL/token: -8.21038\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high public allegedly yesterday face hear trial time arrest lawyer \n",
+      "1\t2.77778\twater people area island village disaster report affect live find home damage food supply accord clean problem small source sea \n",
+      "2\t2.77778\ttravel road vehicle honiara ship boat time market transport week public passenger flight return day vessel arrive service yesterday add \n",
+      "3\t2.77778\tgovernment leader decision statement issue state call group political concern opposition minister interest people question country power corruption add public \n",
+      "4\t2.77778\tgovernment provincial province national people western issue executive meeting premier guadalcanal add plan current work address meet propose week yesterday \n",
+      "5\t2.77778\tpolice officer medium rsipf report force operation information security investigation incident continue public ramsi suspect commissioner law station involve arrest \n",
+      "6\t2.77778\tcompany land issue log claim sign process order landowner business operation worker mining law agreement legal letter director give deal \n",
+      "7\t2.77778\tyear government public report pay budget money fund financial service payment ministry receive total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player final match goal place sport yesterday lead stage today half year week \n",
+      "9\t2.77778\tcountry visit island official event tourism include local culture meet open delegation international world host traditional hold opportunity australian relationship \n",
+      "10\t2.77778\tcovid health country case medical hospital emergency test vaccine people service response risk care clinic patient include nurse measure positive \n",
+      "11\t2.77778\tproject support development work provide service infrastructure rural assistance build fund improve building area program facility access government complete include \n",
+      "12\t2.77778\tstudent school training year education program staff study week teacher train learn skill work form high parent knowledge start award \n",
+      "13\t2.77778\tbusiness country increase economic economy local market sector percent industry high growth product investment food agriculture fishery year grow small \n",
+      "14\t2.77778\tpeople year work country today time good serve continue church family ceremony support leader nation speak acknowledge day challenge late \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity group awareness change program violence social leader encourage girl issue \n",
+      "16\t2.77778\tdevelopment policy country support develop regional region ensure key partner include strengthen plan strategy address management national resource partnership economic \n",
+      "17\t2.77778\tmember election parliament constituency general bill process candidate vote yesterday act day office chief today week party registration number national \n",
       "\n"
      ]
     },
@@ -6800,80 +6165,80 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<600> LL/token: -8.17896\n",
-      "<610> LL/token: -8.18036\n",
-      "<620> LL/token: -8.17879\n",
-      "<630> LL/token: -8.1799\n",
-      "<640> LL/token: -8.18052\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism economic percent economy sector industry investment product growth local financial high agriculture benefit farmer \n",
-      "1\t2.77778\tgovernment land parliament decision issue group meeting member bill opposition minister political leader process cabinet payment sign interest propose confidence \n",
-      "2\t2.77778\tdevelopment country policy develop region regional economic resource key include plan address system management strategy sustainable national sector ensure level \n",
-      "3\t2.77778\twater area island people food community disaster affect supply environment live clean damage report world small local problem fish village \n",
-      "4\t2.77778\tfamily people time home man leave late day village life night find body call happen morning year live death child \n",
-      "5\t2.77778\twoman community training program work youth people young opportunity train programme participant skill encourage activity knowledge violence awareness change group \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk care border clinic include patient measure week team nurse \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation incident operation community public suspect report arrest security medium ramsi law commissioner station continue \n",
-      "8\t2.77778\tpublic issue report medium statement concern law call raise question action state add information corruption deal claim fact responsible good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian government deliver ensure acknowledge program effort assist commitment island partnership partner challenge important \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local passenger business flight mining vessel owner worker pay confirm return director week \n",
-      "11\t2.77778\tmember election constituency day general people parliament candidate vote week today process yesterday chief number official national register year hold \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build road area building complete facility funding access improve plan include site construction ministry \n",
-      "13\t2.77778\tcountry visit leader people island nation official church peace delegation culture mission state traditional ceremony cooperation today share relationship security \n",
-      "14\t2.77778\tstudent year school child education week study teacher staff form receive add high parent award start number scholarship fee learn \n",
-      "15\t2.77778\tgovernment provincial province people national western budget add guadalcanal premier executive issue address plan current year ministry speak continue call \n",
-      "16\t2.77778\tteam event good play time game host competition player match place goal final start sport today year hold lead group \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high prosecution matter public victim money face allegedly yesterday order hear trial represent \n",
-      "\n",
-      "<650> LL/token: -8.18147\n",
-      "<660> LL/token: -8.18072\n",
-      "<670> LL/token: -8.18182\n",
-      "<680> LL/token: -8.18224\n",
-      "<690> LL/token: -8.18154\n",
-      "\n",
-      "0\t2.77778\tbusiness increase country market year tourism economic percent economy industry sector investment product local growth financial high agriculture cost benefit \n",
-      "1\t2.77778\tgovernment land parliament decision issue meeting group member bill minister opposition leader political payment cabinet sign current motion propose process \n",
-      "2\t2.77778\tdevelopment country policy develop region regional address resource economic key include system management strategy plan sector national sustainable ensure level \n",
-      "3\t2.77778\twater area island people community food disaster affect supply environment live clean damage report world small fish impact sea local \n",
-      "4\t2.77778\tfamily people time man home leave day village night late life find body morning happen call year live child death \n",
-      "5\t2.77778\twoman community training program work youth people young opportunity train programme participant skill activity encourage knowledge violence awareness change important \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk care clinic border patient measure nurse include service week \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation community incident operation suspect public arrest security report ramsi continue commissioner medium law station \n",
-      "8\t2.77778\tpublic issue report medium concern statement law raise call question state add action information corruption deal claim responsible fact good \n",
-      "9\t2.77778\tsupport work provide service assistance continue australian government ensure deliver effort program acknowledge commitment island assist partnership include good partner \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local passenger business flight owner worker mining vessel pay return confirm director week \n",
-      "11\t2.77778\tmember election constituency general people day week candidate vote process yesterday today parliament chief number national official office register registration \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete funding facility access plan improve site include construction service \n",
-      "13\t2.77778\tcountry visit leader people island nation church official peace delegation culture mission state today traditional cooperation ceremony relationship share world \n",
-      "14\t2.77778\tstudent year school child education week study teacher staff form receive add high parent start award scholarship number fee learn \n",
-      "15\t2.77778\tgovernment provincial province people national western budget executive guadalcanal premier add issue plan address current year ministry continue speak week \n",
-      "16\t2.77778\tteam event good play time game host competition player match final year goal sport place start hold stage today lead \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high matter prosecution public victim money face allegedly order yesterday trial hear represent \n",
-      "\n",
-      "<700> LL/token: -8.18074\n",
-      "<710> LL/token: -8.18208\n",
-      "<720> LL/token: -8.18355\n",
-      "<730> LL/token: -8.18306\n",
-      "<740> LL/token: -8.18331\n",
-      "\n",
-      "0\t2.77778\tbusiness increase market country year tourism economic percent economy industry sector investment product local growth financial high agriculture cost farmer \n",
-      "1\t2.77778\tgovernment land parliament decision issue member meeting group bill minister opposition leader political payment cabinet process current sign motion propose \n",
-      "2\t2.77778\tdevelopment country policy develop region regional resource economic address key system management include strategy sector plan sustainable national ensure global \n",
-      "3\t2.77778\twater island area food people community disaster affect supply live environment clean damage report world fish small impact village local \n",
-      "4\t2.77778\tfamily people time man home leave day late village night year life find call body happen morning live child death \n",
-      "5\t2.77778\twoman community training program work youth people young child opportunity train participant programme skill activity encourage knowledge violence awareness family \n",
-      "6\t2.77778\tcovid health country medical case people hospital emergency test vaccine risk care clinic patient border week measure response nurse service \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation incident operation community suspect arrest public report security medium ramsi commissioner station continue law \n",
-      "8\t2.77778\tpublic issue report medium concern statement raise call law question add state action information corruption deal claim fact responsible good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian government program ensure deliver acknowledge effort include assist commitment island partnership partner year \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local passenger business worker flight mining owner vessel pay week confirm director return \n",
-      "11\t2.77778\tmember election constituency general day people candidate process week vote parliament today yesterday official chief number national register office registration \n",
-      "12\t2.77778\tproject fund development work infrastructure rural area build road building complete facility funding plan access improve ministry site construction include \n",
-      "13\t2.77778\tcountry visit leader people island nation church official peace delegation today culture mission traditional ceremony cooperation state share relationship islander \n",
-      "14\t2.77778\tstudent year school education week study teacher child staff receive form parent high add award start scholarship number fee time \n",
-      "15\t2.77778\tgovernment provincial province people national western budget executive guadalcanal premier add issue plan address year current continue ministry speak call \n",
-      "16\t2.77778\tteam event good play game time host competition player match final place goal start today sport hold year stage lead \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high matter victim prosecution public money allegedly face yesterday order trial hear represent \n",
+      "<550> LL/token: -8.21024\n",
+      "<560> LL/token: -8.21016\n",
+      "<570> LL/token: -8.21085\n",
+      "<580> LL/token: -8.21102\n",
+      "<590> LL/token: -8.21071\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high public allegedly face yesterday hear trial lawyer evidence count \n",
+      "1\t2.77778\twater people area island village disaster live report affect find home damage food supply accord clean sea problem environment source \n",
+      "2\t2.77778\ttravel road vehicle honiara time ship boat week public transport market passenger flight return vessel day yesterday arrive service city \n",
+      "3\t2.77778\tgovernment leader decision statement medium issue state call concern group political opposition question interest minister public country people add power \n",
+      "4\t2.77778\tgovernment provincial province national people western issue executive meeting premier guadalcanal plan add current address work continue meet propose yesterday \n",
+      "5\t2.77778\tpolice officer rsipf report force medium operation security information investigation incident public suspect continue ramsi commissioner station law arrest community \n",
+      "6\t2.77778\tcompany land issue log order process claim business sign landowner worker operation mining agreement law legal letter give deal director \n",
+      "7\t2.77778\tyear government report public pay budget fund money financial service receive payment ministry total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition final player match goal lead place stage sport today yesterday week half year \n",
+      "9\t2.77778\tcountry visit island event official tourism include local meet culture international open delegation host world traditional relationship opportunity hold australian \n",
+      "10\t2.77778\tcovid health country case medical hospital emergency test vaccine service response people risk clinic care patient include nurse week positive \n",
+      "11\t2.77778\tproject support development work provide service infrastructure assistance build rural improve fund building area program community facility access deliver include \n",
+      "12\t2.77778\tstudent school training year education program staff study week teacher work train learn skill form high knowledge start parent award \n",
+      "13\t2.77778\tbusiness country increase economic economy market local sector percent growth high industry product food investment fishery agriculture grow year small \n",
+      "14\t2.77778\tpeople year work country today time good serve church continue family day nation leader ceremony support speak life acknowledge late \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity group change awareness program violence social leader girl issue launch \n",
+      "16\t2.77778\tdevelopment policy country develop support regional ensure region key partner include strategy strengthen management plan resource address national economic system \n",
+      "17\t2.77778\tmember election parliament constituency general bill process candidate vote yesterday act day office chief party registration today week national number \n",
+      "\n",
+      "<600> LL/token: -8.20978\n",
+      "<610> LL/token: -8.21102\n",
+      "<620> LL/token: -8.21082\n",
+      "<630> LL/token: -8.21016\n",
+      "<640> LL/token: -8.21087\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high allegedly yesterday public face hear trial time lawyer evidence \n",
+      "1\t2.77778\twater people area island disaster village report affect live find home damage food supply clean accord problem source sea small \n",
+      "2\t2.77778\ttravel road vehicle honiara ship week boat public market time transport passenger day yesterday flight vessel return service arrive city \n",
+      "3\t2.77778\tgovernment leader decision medium statement issue state call concern political question opposition interest public group minister people add country corruption \n",
+      "4\t2.77778\tgovernment provincial province national people western issue executive meeting premier guadalcanal plan add current address work meet continue office week \n",
+      "5\t2.77778\tpolice officer rsipf report force medium operation security information investigation continue incident suspect ramsi public commissioner station law arrest involve \n",
+      "6\t2.77778\tcompany land issue log sign business order operation process landowner claim worker law agreement mining legal director letter give deal \n",
+      "7\t2.77778\tyear government report public pay money budget fund service financial receive payment ministry total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition final player match place goal lead year sport week stage today yesterday half \n",
+      "9\t2.77778\tcountry visit island official event tourism include local culture meet international open delegation host world traditional hold relationship opportunity australian \n",
+      "10\t2.77778\tcovid health country case medical hospital service emergency test vaccine people response risk care clinic patient nurse week include positive \n",
+      "11\t2.77778\tproject support development work provide service infrastructure assistance build rural improve fund building area program facility access include complete community \n",
+      "12\t2.77778\tstudent school training year education program staff study teacher week train learn skill work form high parent knowledge start scholarship \n",
+      "13\t2.77778\tbusiness increase country economic economy local market sector percent industry growth high product food investment fishery agriculture year grow small \n",
+      "14\t2.77778\tpeople year work time country today good serve church family continue leader nation ceremony support speak day life acknowledge late \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity group program change awareness violence social girl leader encourage launch \n",
+      "16\t2.77778\tdevelopment policy country develop regional support region ensure partner key include strategy strengthen address plan resource management economic national system \n",
+      "17\t2.77778\tmember election parliament constituency bill general process candidate vote act yesterday office day party chief registration today national week voter \n",
+      "\n",
+      "<650> LL/token: -8.21052\n",
+      "<660> LL/token: -8.21035\n",
+      "<670> LL/token: -8.21111\n",
+      "<680> LL/token: -8.21034\n",
+      "<690> LL/token: -8.21081\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high allegedly public face yesterday hear trial time evidence lawyer \n",
+      "1\t2.77778\twater people area island disaster village affect report live find home damage supply food clean accord sea problem small environment \n",
+      "2\t2.77778\ttravel road vehicle honiara week ship boat transport time public passenger market yesterday day flight return vessel service arrive city \n",
+      "3\t2.77778\tgovernment leader medium decision issue statement state call concern opposition political question interest public group minister add people corruption country \n",
+      "4\t2.77778\tgovernment provincial province national people western executive issue premier meeting guadalcanal plan add current address work meet office continue week \n",
+      "5\t2.77778\tpolice officer rsipf report force operation medium security investigation information incident public suspect continue ramsi commissioner station law arrest involve \n",
+      "6\t2.77778\tcompany land issue log business order sign landowner worker process operation claim agreement mining law legal letter director give deal \n",
+      "7\t2.77778\tyear government public report pay money budget fund financial service receive payment ministry total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player final match place goal stage today sport year lead yesterday half week \n",
+      "9\t2.77778\tcountry visit island official event tourism include local culture meet open delegation international host traditional relationship world hold opportunity australian \n",
+      "10\t2.77778\tcovid health country case medical hospital emergency test vaccine people response service risk care clinic patient include nurse positive measure \n",
+      "11\t2.77778\tproject support development work provide service infrastructure rural assistance build improve fund building area program facility community access deliver include \n",
+      "12\t2.77778\tstudent school training year education program staff study week teacher work train learn skill form parent high knowledge start award \n",
+      "13\t2.77778\tbusiness country increase economic economy market local sector percent food industry product high growth fishery agriculture investment year grow small \n",
+      "14\t2.77778\tpeople year work time country good today serve family church continue nation support ceremony leader speak life day late acknowledge \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity group change awareness program violence girl encourage leader issue live \n",
+      "16\t2.77778\tdevelopment policy country develop support regional region ensure partner key strengthen strategy management address include plan resource economic system national \n",
+      "17\t2.77778\tmember election parliament constituency bill general process candidate vote act yesterday day party office registration chief today national week number \n",
       "\n"
      ]
     },
@@ -6881,80 +6246,80 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<750> LL/token: -8.18332\n",
-      "<760> LL/token: -8.1838\n",
-      "<770> LL/token: -8.18315\n",
-      "<780> LL/token: -8.18404\n",
-      "<790> LL/token: -8.18475\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism percent economy economic industry sector investment product local growth financial agriculture high sell cost \n",
-      "1\t2.77778\tgovernment land parliament decision issue group meeting member bill minister opposition leader political cabinet process payment propose current position motion \n",
-      "2\t2.77778\tdevelopment country policy develop region regional economic resource address key include system management plan strategy sector sustainable national partner level \n",
-      "3\t2.77778\twater island area people community food disaster affect supply environment live clean damage world report small fish impact local source \n",
-      "4\t2.77778\tfamily people time home man leave village day late night life year find body call happen morning live child death \n",
-      "5\t2.77778\twoman community training program work youth child young people opportunity train participant skill encourage activity programme knowledge violence awareness learn \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk care border clinic patient response measure nurse week include \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation incident community operation report suspect security public arrest ramsi medium commissioner station continue law \n",
-      "8\t2.77778\tpublic issue report medium statement concern call law raise question action add state information corruption deal claim fact responsible good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian government program ensure deliver effort acknowledge assist include commitment partnership island important partner \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local worker passenger business flight mining owner vessel week confirm pay director return \n",
-      "11\t2.77778\tmember election constituency general day people process candidate vote today week parliament yesterday official national chief office number register registration \n",
-      "12\t2.77778\tproject fund development work infrastructure rural area build road building complete facility funding access plan improve ministry construction site include \n",
-      "13\t2.77778\tcountry visit leader people island nation church official peace today culture delegation mission traditional ceremony cooperation share state relationship celebration \n",
-      "14\t2.77778\tstudent year school education week study teacher staff form receive high parent add award child start number time scholarship pay \n",
-      "15\t2.77778\tgovernment provincial province people national western budget add guadalcanal executive premier issue plan address year current ministry continue good speak \n",
-      "16\t2.77778\tteam event good play game time host competition player match goal start final sport year place hold half stage today \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high matter victim prosecution public money allegedly face yesterday order trial hear represent \n",
-      "\n",
-      "<800> LL/token: -8.18344\n",
-      "<810> LL/token: -8.18328\n",
-      "<820> LL/token: -8.18402\n",
-      "<830> LL/token: -8.18442\n",
-      "<840> LL/token: -8.1829\n",
-      "\n",
-      "0\t2.77778\tbusiness increase market country year tourism percent economy economic industry sector local product investment growth financial high agriculture sell cost \n",
-      "1\t2.77778\tgovernment land parliament issue decision member group meeting bill minister opposition leader political current propose process cabinet payment motion state \n",
-      "2\t2.77778\tdevelopment country policy develop region regional economic resource key system include plan strategy address management sector sustainable national ensure level \n",
-      "3\t2.77778\twater area island people community food disaster affect supply environment live clean report damage world small fish impact sea fishing \n",
-      "4\t2.77778\tfamily people time home leave man day village late year night life find happen body morning call live child death \n",
-      "5\t2.77778\twoman community training program work youth child young people opportunity train participant skill programme activity encourage knowledge awareness violence family \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk border care clinic week patient response include measure nurse \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation community operation report security incident public suspect arrest ramsi medium commissioner station continue law \n",
-      "8\t2.77778\tpublic issue report medium statement concern call law raise question add state action information deal corruption claim fact responsible good \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian government program ensure deliver effort acknowledge assist commitment partnership include island partner important \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat local worker passenger business flight owner mining vessel pay confirm director week follow \n",
-      "11\t2.77778\tmember election day general people constituency process candidate today vote week yesterday chief parliament official office national number register act \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete facility funding improve access plan include site ministry construction \n",
-      "13\t2.77778\tcountry visit leader people island nation church official peace culture today delegation traditional ceremony mission cooperation relationship share celebration state \n",
-      "14\t2.77778\tstudent year school education week study teacher staff form receive add high parent award start child scholarship fee time number \n",
-      "15\t2.77778\tgovernment provincial province people national western budget add executive guadalcanal premier issue plan year address current ministry speak continue good \n",
-      "16\t2.77778\tteam event good play time game host competition player match goal start place sport final today hold year lead stage \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high victim prosecution matter public money face allegedly order yesterday trial hear lawyer \n",
-      "\n",
-      "<850> LL/token: -8.18502\n",
-      "<860> LL/token: -8.18398\n",
-      "<870> LL/token: -8.1835\n",
-      "<880> LL/token: -8.18349\n",
-      "<890> LL/token: -8.18304\n",
-      "\n",
-      "0\t2.77778\tbusiness country increase market year tourism percent economy economic industry sector local investment product growth financial high agriculture cost sell \n",
-      "1\t2.77778\tgovernment land parliament issue decision member meeting group bill minister opposition leader political process cabinet interest propose current position motion \n",
-      "2\t2.77778\tdevelopment country policy develop region regional economic key resource address plan include sector strategy system management national ensure sustainable partner \n",
-      "3\t2.77778\twater island area people community food disaster affect supply environment live clean damage report world small fish impact sea fishing \n",
-      "4\t2.77778\tfamily people time home man leave day village late night life year find body happen call morning live child death \n",
-      "5\t2.77778\twoman community training program work youth child people young opportunity train participant skill activity programme encourage knowledge violence change awareness \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk care clinic week patient measure response border nurse include \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation report operation community incident security suspect public arrest ramsi medium continue commissioner station law \n",
-      "8\t2.77778\tpublic issue report medium concern statement call raise question add law action state information corruption deal claim fact responsible comment \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian government program ensure deliver effort acknowledge include assist commitment partnership island important partner \n",
-      "10\t2.77778\tcompany travel operation log operate ship boat worker local passenger owner flight mining vessel pay business director return landowner confirm \n",
-      "11\t2.77778\tmember election day general people constituency week yesterday process candidate today vote parliament chief number national official office register registration \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete facility funding access plan improve ministry construction site include \n",
-      "13\t2.77778\tcountry visit leader people island nation official church peace culture today delegation mission ceremony traditional cooperation relationship share celebration state \n",
-      "14\t2.77778\tstudent year school education week study teacher staff receive form high add parent award child start number scholarship pay fee \n",
-      "15\t2.77778\tgovernment provincial province people national western budget executive add guadalcanal premier issue plan year address current ministry continue speak good \n",
-      "16\t2.77778\tteam event good play game time host competition player match place goal start sport final stage year today lead big \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high victim prosecution matter public money allegedly face yesterday order trial hear lawyer \n",
+      "<700> LL/token: -8.21097\n",
+      "<710> LL/token: -8.2108\n",
+      "<720> LL/token: -8.21028\n",
+      "<730> LL/token: -8.21097\n",
+      "<740> LL/token: -8.2102\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high allegedly public yesterday face hear trial time lawyer count \n",
+      "1\t2.77778\twater people area island disaster village live report affect find home damage food supply clean accord small environment sea source \n",
+      "2\t2.77778\ttravel road vehicle honiara ship week boat public transport time passenger market yesterday return flight day vessel arrive service city \n",
+      "3\t2.77778\tgovernment medium leader issue decision statement state call concern public question opposition interest political group minister add people corruption power \n",
+      "4\t2.77778\tgovernment provincial province national people western executive issue premier guadalcanal meeting add plan current address work office week continue yesterday \n",
+      "5\t2.77778\tpolice officer rsipf force report operation medium investigation security information incident suspect ramsi continue commissioner public station law arrest community \n",
+      "6\t2.77778\tcompany land issue log order operation business process sign landowner law worker claim mining legal director agreement letter deal regulation \n",
+      "7\t2.77778\tyear government public pay report budget money fund service financial receive payment ministry total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player match final place goal today sport stage year yesterday lead half week \n",
+      "9\t2.77778\tcountry visit island official event tourism include meet culture local international open delegation host world traditional hold relationship cooperation opportunity \n",
+      "10\t2.77778\tcovid health country case medical hospital emergency test vaccine people response service risk clinic care patient include nurse week measure \n",
+      "11\t2.77778\tproject support development work provide service infrastructure build rural assistance improve fund building area program access facility community australian deliver \n",
+      "12\t2.77778\tstudent school training year education program staff study week teacher work train learn skill form start parent high knowledge award \n",
+      "13\t2.77778\tbusiness country increase economic economy local market sector percent high industry food growth product investment agriculture fishery year grow small \n",
+      "14\t2.77778\tpeople year work time country today good serve family church continue nation support leader day ceremony life speak member challenge \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity group program change awareness violence girl leader encourage launch day \n",
+      "16\t2.77778\tdevelopment policy country develop regional region support ensure key partner include strengthen strategy address plan management resource economic national system \n",
+      "17\t2.77778\tmember parliament election constituency bill general process candidate vote act yesterday day party office chief registration today pass national register \n",
+      "\n",
+      "<750> LL/token: -8.21082\n",
+      "<760> LL/token: -8.21262\n",
+      "<770> LL/token: -8.21131\n",
+      "<780> LL/token: -8.21194\n",
+      "<790> LL/token: -8.21218\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high allegedly yesterday public face hear trial evidence time lawyer \n",
+      "1\t2.77778\twater people area island disaster village affect report live find home damage supply food clean accord source sea environment problem \n",
+      "2\t2.77778\ttravel road vehicle honiara week ship time boat transport public passenger market yesterday arrive flight return day vessel service city \n",
+      "3\t2.77778\tgovernment medium leader decision issue statement state concern call public question opposition interest political minister group add people raise corruption \n",
+      "4\t2.77778\tgovernment provincial province national people western executive issue premier guadalcanal plan add meeting current address office week continue meet work \n",
+      "5\t2.77778\tpolice officer rsipf force report operation medium security investigation information incident suspect continue public ramsi commissioner station law arrest community \n",
+      "6\t2.77778\tcompany land issue log order business landowner sign operation process worker law mining claim agreement legal director letter give deal \n",
+      "7\t2.77778\tyear government public pay budget money fund report service financial receive payment ministry total cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition player match final place goal today sport lead year half stage yesterday week \n",
+      "9\t2.77778\tcountry visit island official event tourism include meet local culture open delegation international host world traditional opportunity relationship cooperation hold \n",
+      "10\t2.77778\tcovid health country case medical hospital emergency test vaccine people response service risk clinic patient care nurse include week measure \n",
+      "11\t2.77778\tproject support development work provide service infrastructure build rural improve assistance fund building area program access facility community deliver complete \n",
+      "12\t2.77778\tstudent school training year education program staff study week work teacher train learn skill form parent high start knowledge award \n",
+      "13\t2.77778\tbusiness country increase economic economy market local sector industry percent product food growth high investment fishery agriculture year grow small \n",
+      "14\t2.77778\tpeople year work time today country good serve family church nation continue ceremony day life speak support leader late member \n",
+      "15\t2.77778\tcommunity woman child people young work youth family support activity program group change awareness violence girl encourage leader launch issue \n",
+      "16\t2.77778\tdevelopment country policy develop regional support region ensure partner key strategy strengthen management resource address plan include economic national level \n",
+      "17\t2.77778\tmember parliament election constituency bill process general candidate vote act yesterday day party registration today office chief week pass register \n",
+      "\n",
+      "<800> LL/token: -8.21155\n",
+      "<810> LL/token: -8.2116\n",
+      "<820> LL/token: -8.21279\n",
+      "<830> LL/token: -8.21378\n",
+      "<840> LL/token: -8.21421\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high public allegedly face yesterday hear trial lawyer time count \n",
+      "1\t2.77778\twater people area island disaster village affect report live find damage home clean supply food accord environment source problem sea \n",
+      "2\t2.77778\ttravel road vehicle honiara week time ship boat market public passenger yesterday transport day return flight arrive vessel service safety \n",
+      "3\t2.77778\tgovernment medium leader decision issue statement state call concern public question opposition interest political group people add corruption claim power \n",
+      "4\t2.77778\tgovernment provincial province national people western executive issue premier guadalcanal add plan meeting current address continue work office meet week \n",
+      "5\t2.77778\tpolice officer rsipf force report operation medium investigation security incident suspect information continue ramsi commissioner public station law arrest community \n",
+      "6\t2.77778\tcompany land issue log sign process operation business landowner order law agreement mining worker claim legal letter director accord regulation \n",
+      "7\t2.77778\tyear government public pay budget money report fund service financial ministry receive payment total cost month finance reveal dollar account \n",
+      "8\t2.77778\tteam good play time game start competition player match final place goal sport lead today yesterday stage half week year \n",
+      "9\t2.77778\tcountry visit island official event tourism include meet culture local international delegation open host world traditional relationship hold opportunity cooperation \n",
+      "10\t2.77778\tcovid health country case medical hospital people emergency test vaccine response service risk care clinic patient nurse include measure positive \n",
+      "11\t2.77778\tproject support development work provide service infrastructure rural build assistance improve fund area building program facility access community include deliver \n",
+      "12\t2.77778\tstudent school training year education staff program study week teacher train work learn skill form high parent start knowledge complete \n",
+      "13\t2.77778\tbusiness country increase economic economy local market sector percent industry food growth product high investment agriculture year fishery grow small \n",
+      "14\t2.77778\tpeople year work time today country good serve church family continue nation day life speak leader late ceremony acknowledge challenge \n",
+      "15\t2.77778\tcommunity woman child people young youth work family support activity program group awareness change violence girl launch encourage issue leader \n",
+      "16\t2.77778\tdevelopment country policy develop support regional region ensure key partner management plan strategy strengthen include address resource national economic provide \n",
+      "17\t2.77778\tmember parliament election constituency bill general process candidate vote act yesterday day party registration office week national today chief number \n",
       "\n"
      ]
     },
@@ -6962,87 +6327,80 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<900> LL/token: -8.18313\n",
-      "<910> LL/token: -8.18263\n",
-      "<920> LL/token: -8.18361\n",
-      "<930> LL/token: -8.18401\n",
-      "<940> LL/token: -8.1844\n",
-      "\n",
-      "0\t2.77778\tbusiness market country increase year tourism percent economy economic industry local sector product investment financial growth high agriculture sell farmer \n",
-      "1\t2.77778\tgovernment land parliament decision issue member group meeting bill minister opposition leader political process cabinet propose current motion payment position \n",
-      "2\t2.77778\tdevelopment country policy develop region economic regional key resource include address sector system strategy management plan sustainable ensure national level \n",
-      "3\t2.77778\twater area island people community food disaster affect supply live environment report clean damage world small fish impact fishing sea \n",
-      "4\t2.77778\tfamily people time home man leave day village late life night year find call body happen morning live child death \n",
-      "5\t2.77778\twoman community training program work youth child people young opportunity train participant skill activity programme knowledge encourage violence family awareness \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk care clinic patient measure response border nurse number week \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation report incident operation community public security suspect arrest medium ramsi continue commissioner station law \n",
-      "8\t2.77778\tpublic issue report medium concern statement raise question call add action law state information deal corruption claim good responsible fact \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian government program ensure deliver effort acknowledge assist commitment island include partnership partner important \n",
-      "10\t2.77778\tcompany travel operation log operate ship worker passenger boat local flight owner mining vessel business pay week return confirm director \n",
-      "11\t2.77778\tmember election day general constituency people process week candidate today vote yesterday chief official parliament number national register office follow \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete funding facility plan access improve construction site ministry include \n",
-      "13\t2.77778\tcountry visit leader people island nation official church peace today culture delegation mission ceremony traditional cooperation relationship share hold state \n",
-      "14\t2.77778\tstudent school year education week study teacher staff receive form add parent high award pay number child start scholarship fee \n",
-      "15\t2.77778\tgovernment provincial province people national western budget executive guadalcanal premier add issue plan year address current speak ministry continue call \n",
-      "16\t2.77778\tteam event good play time game host competition player match place goal start sport final year hold lead half big \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high victim prosecution matter public money allegedly face yesterday order hear trial represent \n",
-      "\n",
-      "<950> LL/token: -8.18469\n",
-      "<960> LL/token: -8.18469\n",
-      "<970> LL/token: -8.18603\n",
-      "<980> LL/token: -8.18484\n",
-      "<990> LL/token: -8.18596\n",
-      "\n",
-      "0\t2.77778\tbusiness country market increase year tourism percent economy economic industry sector local product investment financial growth high agriculture sell grow \n",
-      "1\t2.77778\tgovernment land parliament decision issue member group meeting bill minister opposition political leader process cabinet propose state current position motion \n",
-      "2\t2.77778\tdevelopment country policy develop region regional economic resource key plan system include sector address strategy management sustainable national ensure level \n",
-      "3\t2.77778\twater island area people food community disaster affect supply environment live report clean damage world impact fish small fishing sea \n",
-      "4\t2.77778\tfamily people time home leave man day village late life night find body call year happen live morning child death \n",
-      "5\t2.77778\twoman community training program work youth child people young opportunity train participant skill programme activity knowledge encourage awareness violence family \n",
-      "6\t2.77778\tcovid health country case medical hospital people emergency test vaccine risk clinic patient measure care response border nurse include service \n",
-      "7\t2.77778\tpolice officer rsipf force vehicle investigation community report operation security incident suspect public arrest medium ramsi continue commissioner station law \n",
-      "8\t2.77778\tpublic report issue medium concern statement raise call question add action state law information corruption claim deal good fact responsible \n",
-      "9\t2.77778\tsupport work service provide continue assistance australian government program ensure deliver effort acknowledge assist include partnership commitment island partner important \n",
-      "10\t2.77778\tcompany travel operation log operate ship local worker passenger boat business flight owner mining vessel landowner director pay follow week \n",
-      "11\t2.77778\tmember election day general week constituency people yesterday process today candidate vote chief official number parliament national office follow register \n",
-      "12\t2.77778\tproject fund development work infrastructure rural build area road building complete funding facility access plan improve construction site ministry service \n",
-      "13\t2.77778\tcountry visit leader people island nation official church peace culture today delegation ceremony mission traditional cooperation relationship share celebration state \n",
-      "14\t2.77778\tstudent year school education week study teacher staff receive form high add parent award number start pay scholarship child fee \n",
-      "15\t2.77778\tgovernment provincial province people national western budget executive guadalcanal premier add issue plan address year current ministry continue speak good \n",
-      "16\t2.77778\tteam event good play time game host competition player match goal final place start sport today hold lead big stage \n",
-      "17\t2.77778\tcourt case charge accuse year allege man high victim matter prosecution public money allegedly face order yesterday hear trial lawyer \n",
-      "\n",
-      "<1000> LL/token: -8.1858\n",
-      "\n",
-      "Total time: 2 minutes 6 seconds\n",
-      "Mallet LDA: 19 topics, 5 topic bits, 11111 topic mask\n",
-      "Data loaded.\n",
-      "max tokens: 2592\n",
-      "total tokens: 4283306\n",
-      "<10> LL/token: -10.34025\n",
-      "<20> LL/token: -9.26144\n",
-      "<30> LL/token: -8.70764\n",
-      "<40> LL/token: -8.49178\n",
-      "\n",
-      "0\t2.63158\tcountry island visit australian tourism support international cooperation government agreement include sign worker vaccine opportunity region relationship assistance continue foreign \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural build plan building complete area funding ministry improve construction site facility provide \n",
-      "2\t2.63158\twoman community training program youth young support work programme participant role train important violence knowledge skill awareness workshop opportunity launch \n",
-      "3\t2.63158\tcourt case charge man accuse police allege arrest victim year incident matter prosecution public suspect allegedly high investigation face trial \n",
-      "4\t2.63158\tyear work student study award good country time receive staff job serve add islander hard offer future challenge continue give \n",
-      "5\t2.63158\tcovid case public country total number record test risk report measure remain continue follow confirm positive situation percent person flight \n",
-      "6\t2.63158\tdevelopment economic policy sector country business economy develop investment financial government increase growth key budget strategy support ensure improve provide \n",
-      "7\t2.63158\tvehicle time yesterday road night early half result follow point place drive leave run driver boy start traffic lead body \n",
-      "8\t2.63158\tpeople family time medium good thing call leave life live long happen late talk year add home give lot problem \n",
-      "9\t2.63158\tschool year child education student teacher form high week add parent result start authority report survey issue class primary plan \n",
-      "10\t2.63158\tprovincial province election member western constituency national general premier executive candidate vote office process people act chief registration yesterday day \n",
-      "11\t2.63158\tmarket local food product island fishery area environment industry resource export sell agriculture small farmer produce management price activity fish \n",
-      "12\t2.63158\twater area people disaster village travel community boat affect ship island damage clean report live supply resident source sea passenger \n",
-      "13\t2.63158\tcompany pay issue claim business payment money process statement receive landowner office mining application log reveal letter land fail accord \n",
-      "14\t2.63158\tpolice officer rsipf operation report force medium public law security commissioner information continue order involve station act community issue deal \n",
-      "15\t2.63158\tgovernment issue parliament land leader decision political bill minister state opposition statement national meeting interest policy current public group corruption \n",
-      "16\t2.63158\tpeople member today leader day event church speak ceremony yesterday culture attend year group confidence celebration peace traditional add hold \n",
-      "17\t2.63158\tteam meeting hold host play event game official good meet competition player country conference mission final sport represent island performance \n",
-      "18\t2.63158\tservice health provide medical support hospital include care equipment clinic supply patient centre receive team nurse staff people work facility \n",
+      "<850> LL/token: -8.21431\n",
+      "<860> LL/token: -8.21429\n",
+      "<870> LL/token: -8.21303\n",
+      "<880> LL/token: -8.21411\n",
+      "<890> LL/token: -8.21484\n",
+      "\n",
+      "0\t2.77778\tcourt case charge accuse man year allege victim matter prosecution high allegedly face public yesterday hear trial time lawyer count \n",
+      "1\t2.77778\twater people area island disaster village affect report live find damage clean home food supply environment accord sea small problem \n",
+      "2\t2.77778\ttravel road vehicle honiara week ship time boat public passenger yesterday day transport market return arrive flight vessel service safety \n",
+      "3\t2.77778\tmedium issue government decision leader statement concern state call public question opposition interest people group political add claim report raise \n",
+      "4\t2.77778\tgovernment provincial province national people western executive issue premier guadalcanal add plan meeting current address continue week work meet office \n",
+      "5\t2.77778\tpolice officer rsipf force report operation investigation security medium incident suspect ramsi continue commissioner information station public arrest law involve \n",
+      "6\t2.77778\tcompany land issue log sign order business process landowner operation agreement mining law legal claim letter director regulation deal accord \n",
+      "7\t2.77778\tyear government public pay budget money fund report service financial receive payment ministry total cost month finance reveal dollar accord \n",
+      "8\t2.77778\tteam good play time game start place competition player final match goal lead sport year today yesterday stage half week \n",
+      "9\t2.77778\tcountry visit island official event tourism include local meet culture open international delegation host relationship traditional opportunity world australian hold \n",
+      "10\t2.77778\tcovid health country case medical hospital emergency test vaccine people service response risk clinic patient care nurse include positive measure \n",
+      "11\t2.77778\tproject support development work provide service infrastructure rural build fund assistance improve building area access program facility include deliver complete \n",
+      "12\t2.77778\tstudent school training year education program week staff study work teacher train learn skill form high parent start knowledge award \n",
+      "13\t2.77778\tbusiness country increase economic economy market local percent sector industry food product growth high fishery agriculture investment grow year small \n",
+      "14\t2.77778\tpeople year time work country today good family serve church nation continue life day speak challenge leader ceremony late acknowledge \n",
+      "15\t2.77778\tcommunity woman child people work young youth family support program activity group change awareness violence encourage girl launch leader issue \n",
+      "16\t2.77778\tdevelopment country policy develop support regional region ensure partner key strategy strengthen plan include address resource management economic national provide \n",
+      "17\t2.77778\tmember parliament election constituency bill general process candidate vote act yesterday party day office registration chief today national hold voter \n",
+      "\n",
+      "<900> LL/token: -8.2144\n",
+      "<910> LL/token: -8.21301\n",
+      "<920> LL/token: -8.21395\n",
+      "<930> LL/token: -8.21333\n",
+      "<940> LL/token: -8.21374\n",
+      "\n",
+      "0\t2.77778\tcourt case charge accuse man year allege victim matter prosecution high public yesterday face allegedly hear trial time lawyer count \n",
+      "1\t2.77778\twater people area island disaster village report affect live find damage clean food environment home supply small sea accord problem \n",
+      "2\t2.77778\ttravel road vehicle week honiara ship boat time yesterday passenger transport day public market flight arrive return vessel service city \n",
+      "3\t2.77778\tissue medium decision leader statement government concern state call public question opposition interest people add raise claim political group report \n",
+      "4\t2.77778\tgovernment provincial province national people western executive issue premier guadalcanal plan meeting add current address continue work meet yesterday week \n",
+      "5\t2.77778\tpolice officer rsipf force report operation security investigation medium incident suspect continue ramsi commissioner information station public arrest law community \n",
+      "6\t2.77778\tcompany land issue log sign order process operation business landowner law agreement mining legal claim letter regulation director deal give \n",
+      "7\t2.77778\tyear government public pay money budget fund report service financial receive payment total ministry cost month finance dollar reveal account \n",
+      "8\t2.77778\tteam good play time game start competition final player match place goal sport year today week lead yesterday stage half \n",
+      "9\t2.77778\tcountry visit island official event tourism include meet culture local international delegation open host relationship world traditional opportunity hold australian \n",
+      "10\t2.77778\tcovid health country case medical hospital people emergency test vaccine service response risk care clinic patient include nurse week positive \n",
+      "11\t2.77778\tproject support development work provide service infrastructure build rural assistance improve fund building area program facility access community complete deliver \n",
+      "12\t2.77778\tstudent school training year education program staff study week teacher work train learn skill form parent high start knowledge award \n",
+      "13\t2.77778\tbusiness country increase economic economy market local sector percent industry product growth high food investment agriculture fishery grow year small \n",
+      "14\t2.77778\tpeople year work time country good today family serve church nation day continue life speak leader late challenge ceremony member \n",
+      "15\t2.77778\tcommunity woman child people young work youth family support activity program group awareness change violence launch girl encourage day participant \n",
+      "16\t2.77778\tdevelopment country policy develop support regional region ensure partner key strengthen address strategy include resource plan management economic level national \n",
+      "17\t2.77778\tmember parliament election constituency bill general process candidate vote act yesterday party office registration day motion today chief voter electoral \n",
+      "\n",
+      "<950> LL/token: -8.21365\n",
+      "<960> LL/token: -8.21267\n",
+      "<970> LL/token: -8.21361\n",
+      "<980> LL/token: -8.2127\n",
+      "<990> LL/token: -8.21341\n",
+      "\n",
+      "0\t2.77778\tcourt case charge man accuse year allege victim matter prosecution high allegedly face public yesterday hear trial time count lawyer \n",
+      "1\t2.77778\twater people area island disaster village affect live report find damage clean food environment supply home small problem sea accord \n",
+      "2\t2.77778\ttravel road vehicle honiara week time ship boat yesterday day passenger transport return arrive public flight service vessel market leave \n",
+      "3\t2.77778\tmedium issue decision leader statement concern government call state public question opposition people interest add report raise claim group corruption \n",
+      "4\t2.77778\tgovernment provincial province national people western executive issue premier guadalcanal plan add meeting current address continue work policy meet office \n",
+      "5\t2.77778\tpolice officer rsipf force report operation investigation security medium incident suspect continue ramsi public commissioner information station arrest law community \n",
+      "6\t2.77778\tcompany land issue log sign order process landowner business operation agreement law mining director claim letter legal regulation give deal \n",
+      "7\t2.77778\tyear government public pay money budget fund report service financial receive payment total ministry cost month finance reveal dollar account \n",
+      "8\t2.77778\tteam good play time game start competition player match final place goal today lead sport week year half stage yesterday \n",
+      "9\t2.77778\tcountry visit island official event tourism include meet local culture open delegation international host relationship traditional hold world cooperation australian \n",
+      "10\t2.77778\tcovid health country case medical hospital people emergency test vaccine service response risk clinic care patient include week nurse measure \n",
+      "11\t2.77778\tproject support development work provide service infrastructure fund rural build improve assistance area building program access facility complete deliver include \n",
+      "12\t2.77778\tstudent school training year education program staff study week teacher train work learn skill form high start parent knowledge complete \n",
+      "13\t2.77778\tbusiness country increase economic market economy local sector percent industry growth food product high investment agriculture fishery grow small farmer \n",
+      "14\t2.77778\tpeople year work time country today good family serve church nation life day continue late speak ceremony leader challenge great \n",
+      "15\t2.77778\tcommunity woman child people young work youth family support activity program group change awareness violence girl launch encourage leader participant \n",
+      "16\t2.77778\tdevelopment country policy develop support regional region ensure partner key address strategy include strengthen plan resource economic national provide management \n",
+      "17\t2.77778\tmember parliament election constituency bill general process candidate vote yesterday act day party motion registration office week pass today chief \n",
       "\n"
      ]
     },
@@ -7050,83 +6408,89 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<50> LL/token: -8.39191\n",
-      "<60> LL/token: -8.33668\n",
-      "<70> LL/token: -8.30485\n",
-      "<80> LL/token: -8.28305\n",
-      "<90> LL/token: -8.26885\n",
-      "\n",
-      "0\t2.63158\tcountry island visit support government tourism meet region regional meeting assistance include international security cooperation official australian sign agreement partnership \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural plan build building funding area ministry complete improve provide construction road facility \n",
-      "2\t2.63158\twoman community training program support youth young work programme participant train awareness violence important role launch workshop knowledge activity include \n",
-      "3\t2.63158\tcourt case charge accuse man allege arrest victim year matter prosecution incident police suspect public high allegedly face trial hear \n",
-      "4\t2.63158\twork year study local job opportunity good award serve islander country hard offer time challenge staff experience continue receive add \n",
-      "5\t2.63158\tcovid country case public record test vaccine number total risk measure continue positive border flight follow remain week percent person \n",
-      "6\t2.63158\tdevelopment economic policy sector country economy financial business develop growth ensure key increase strategy investment system resource national government level \n",
-      "7\t2.63158\tvehicle yesterday time leave night road early home body morning point half find result man drive honiara late driver place \n",
-      "8\t2.63158\tpeople family time medium good thing call live life add talk happen long concern issue lot social give story speak \n",
-      "9\t2.63158\tstudent school year child education week teacher form add high parent report start result number issue survey class accord authority \n",
-      "10\t2.63158\tprovincial province election member executive national western premier candidate general vote guadalcanal constituency yesterday office process chief day act registration \n",
-      "11\t2.63158\tmarket local food product industry island fishery area resource environment agriculture export sell small farmer produce management increase price activity \n",
-      "12\t2.63158\twater area village disaster island people travel ship boat community affect report clean vessel damage supply resident sea source passenger \n",
-      "13\t2.63158\tcompany land pay issue claim business payment process log money landowner mining report receive application letter statement operate reveal accord \n",
-      "14\t2.63158\tpolice officer report rsipf public force operation medium law information community commissioner continue ramsi investigation station security involve act member \n",
-      "15\t2.63158\tgovernment parliament issue decision leader public statement political bill member state opposition minister national group current interest power corruption meeting \n",
-      "16\t2.63158\tpeople leader member event today day church country ceremony culture hold speak peace attend nation traditional present celebration group open \n",
-      "17\t2.63158\tteam play host game good week hold final competition player match goal start time conference today sport stage year event \n",
-      "18\t2.63158\tservice health provide medical support hospital include care worker equipment people receive clinic patient nurse supply team centre facility work \n",
-      "\n",
-      "<100> LL/token: -8.25879\n",
-      "<110> LL/token: -8.25075\n",
-      "<120> LL/token: -8.24554\n",
-      "<130> LL/token: -8.24108\n",
-      "<140> LL/token: -8.23792\n",
-      "\n",
-      "0\t2.63158\tcountry island visit support government meet meeting region tourism regional official assistance security include sign cooperation international agreement partnership australian \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural plan build building funding ministry complete area provide improve construction road facility \n",
-      "2\t2.63158\twoman community training program support youth young programme work participant train awareness violence important include role activity workshop family learn \n",
-      "3\t2.63158\tcourt case charge accuse man allege year arrest victim matter prosecution suspect public high allegedly police incident face trial yesterday \n",
-      "4\t2.63158\twork year business local study opportunity job good country worker time award service islander offer serve hard experience add australian \n",
-      "5\t2.63158\tcovid country case record test vaccine public number continue border measure risk total positive follow remain flight confirm week pandemic \n",
-      "6\t2.63158\tdevelopment economic policy sector country economy financial develop system growth strategy ensure key increase resource investment national level government impact \n",
-      "7\t2.63158\tvehicle leave yesterday night home time road early body morning man find incident late result honiara drive point driver lose \n",
-      "8\t2.63158\tpeople medium issue good time call thing add concern family country talk raise live problem speak lot happen social life \n",
-      "9\t2.63158\tstudent year school child education week teacher form high add start parent number receive result class yesterday accord primary authority \n",
-      "10\t2.63158\tprovincial province election member national executive western premier candidate guadalcanal general vote constituency yesterday process week office day chief registration \n",
-      "11\t2.63158\tmarket local food industry product island fishery area agriculture environment resource export sell increase produce farmer small price management activity \n",
-      "12\t2.63158\twater area island disaster village people community ship travel boat report affect clean damage vessel live sea resident supply source \n",
-      "13\t2.63158\tcompany land pay issue claim business payment log money process landowner report mining letter application operate statement accord reveal receive \n",
-      "14\t2.63158\tpolice officer report rsipf public force operation law medium information community continue investigation commissioner ramsi station act involve security member \n",
-      "15\t2.63158\tgovernment parliament decision leader issue public statement political member bill opposition state minister group current power national interest corruption motion \n",
-      "16\t2.63158\tpeople leader event today day member country church ceremony culture peace attend hold traditional nation speak celebration year group present \n",
-      "17\t2.63158\tteam play host game good week time final competition player match hold start goal today sport stage place lead conference \n",
-      "18\t2.63158\tservice health provide medical support hospital include care people equipment receive supply clinic patient team nurse facility work doctor staff \n",
-      "\n",
-      "<150> LL/token: -8.23559\n",
-      "<160> LL/token: -8.2308\n",
-      "<170> LL/token: -8.22822\n",
-      "<180> LL/token: -8.22547\n",
-      "<190> LL/token: -8.22177\n",
-      "\n",
-      "0\t2.63158\tcountry island visit support government meeting meet region tourism regional official include cooperation security sign assistance international agreement partnership state \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural plan build building funding complete ministry area improve road construction facility provide \n",
-      "2\t2.63158\twoman community training program support youth young programme work participant train awareness family important violence activity include role workshop knowledge \n",
-      "3\t2.63158\tcourt case charge accuse man year allege arrest victim matter prosecution high public allegedly face suspect trial yesterday hear incident \n",
-      "4\t2.63158\twork year business local opportunity service worker job good time award serve islander offer australian country hard continue experience program \n",
-      "5\t2.63158\tcovid country case record border test vaccine number public measure risk continue total positive remain flight follow person confirm week \n",
-      "6\t2.63158\tdevelopment economic policy sector country economy system develop government financial ensure growth national strategy increase key resource level investment impact \n",
-      "7\t2.63158\tfamily vehicle leave home night yesterday time man road morning body find incident late early result day honiara drive call \n",
-      "8\t2.63158\tpeople issue medium concern good call add thing time country raise talk address problem speak happen question social face understand \n",
-      "9\t2.63158\tstudent year school education child week teacher study form high add parent start yesterday result receive number end learn class \n",
-      "10\t2.63158\tprovincial province election member national executive western premier candidate general vote guadalcanal constituency yesterday process chief week day office registration \n",
-      "11\t2.63158\tmarket food local industry product island fishery area agriculture environment increase resource export sell produce farmer activity small price management \n",
-      "12\t2.63158\twater people area island disaster village community travel ship boat report affect clean live vessel damage sea source resident supply \n",
-      "13\t2.63158\tcompany land pay claim issue payment money log process report landowner business mining statement application letter operate receive reveal source \n",
-      "14\t2.63158\tpolice officer report rsipf public force operation law medium community investigation information continue commissioner ramsi station member security act involve \n",
-      "15\t2.63158\tgovernment parliament leader decision public member statement political bill group opposition state minister current national power corruption interest issue cabinet \n",
-      "16\t2.63158\tpeople event leader today day church member country year culture ceremony peace attend traditional nation speak hold life celebration live \n",
-      "17\t2.63158\tteam play host good game time week final competition player match start goal lead today stage sport half place yesterday \n",
-      "18\t2.63158\tservice health provide medical support hospital people care include equipment receive supply clinic patient team nurse centre facility staff doctor \n",
+      "<1000> LL/token: -8.21236\n",
+      "\n",
+      "Total time: 3 minutes 19 seconds\n",
+      "Mallet LDA: 19 topics, 5 topic bits, 11111 topic mask\n",
+      "Data loaded.\n",
+      "max tokens: 2592\n",
+      "total tokens: 4283306\n",
+      "<10> LL/token: -10.35897\n",
+      "<20> LL/token: -9.28662\n",
+      "<30> LL/token: -8.70465\n",
+      "<40> LL/token: -8.4922\n",
+      "\n",
+      "0\t2.63158\tgovernment issue land policy national budget address propose consultation leader system add reform process current development review peace ministry cabinet \n",
+      "1\t2.63158\tpeople report island country church fishery high issue accord add area year impact recent level affect survey protect state fish \n",
+      "2\t2.63158\tcountry visit support island security official assistance sign meet include cooperation ramsi mission australian agreement meeting delegation regional region relationship \n",
+      "3\t2.63158\twoman work people child young youth country family change worker year violence increase job girl opportunity encourage service good islander \n",
+      "4\t2.63158\tprovincial province government national member western executive guadalcanal week premier people meeting year yesterday today plan office hold expect add \n",
+      "5\t2.63158\treport man yesterday leave village morning family incident night body late find member area person happen death follow confirm early \n",
+      "6\t2.63158\ttravel area disaster ship boat passenger operation vessel site water people transport honiara carry affect resident supply authority sea week \n",
+      "7\t2.63158\tteam market good play food game time competition local player match farmer goal final sport start half produce lead place \n",
+      "8\t2.63158\tcommunity support program training service provide water work train skill awareness improve centre people access australian programme supply system deliver \n",
+      "9\t2.63158\telection process member act parliament general candidate vote constituency office chief register public party day registration list statement official voter \n",
+      "10\t2.63158\tdevelopment economic country sector develop opportunity key support tourism strategy region growth global resource sustainable economy management challenge partner stakeholder \n",
+      "11\t2.63158\tbusiness company pay money log payment local cost export percent landowner mining source operate price increase operation dollar financial year \n",
+      "12\t2.63158\tproject development fund work infrastructure government support build building road rural funding complete plan provide ministry include improve service construction \n",
+      "13\t2.63158\tevent day people year island time local culture world life live celebration celebrate host great traditional history today bring solomon \n",
+      "14\t2.63158\tstudent school year education week study child teacher time form receive parent staff start add scholarship home send give class \n",
+      "15\t2.63158\tcovid health country case medical hospital test vaccine response emergency service flight clinic patient risk people nurse pandemic measure positive \n",
+      "16\t2.63158\tcourt case charge accuse allege year victim man matter prosecution public high allegedly face order hear trial time represent count \n",
+      "17\t2.63158\tpolice officer rsipf public force vehicle law operation medium community investigation commissioner involve arrest continue station unit act order people \n",
+      "18\t2.63158\tgovernment leader people parliament medium decision statement public group political bill member issue opposition state question interest concern corruption power \n",
+      "\n",
+      "<50> LL/token: -8.39495\n",
+      "<60> LL/token: -8.34304\n",
+      "<70> LL/token: -8.31\n",
+      "<80> LL/token: -8.28852\n",
+      "<90> LL/token: -8.27235\n",
+      "\n",
+      "0\t2.63158\tgovernment issue land policy national budget address process system add ministry propose consultation review current ensure reform cabinet important development \n",
+      "1\t2.63158\treport island increase country high percent year impact fishery level population people area accord small world food reduce low result \n",
+      "2\t2.63158\tcountry visit island official support security assistance sign leader meet cooperation include meeting ramsi mission agreement delegation regional region australian \n",
+      "3\t2.63158\twoman work people child young youth family country opportunity change good violence job leadership encourage girl worker live challenge islander \n",
+      "4\t2.63158\tprovincial government province people member national western executive guadalcanal premier week meeting yesterday today add plan hold speak year continue \n",
+      "5\t2.63158\tleave report family village man home late yesterday morning find night body call happen time early death follow area house \n",
+      "6\t2.63158\twater people travel disaster area supply ship boat affect honiara passenger vessel time resident transport clean week food operation service \n",
+      "7\t2.63158\tteam market good play game time competition player match farmer goal sport final start half place lead win point produce \n",
+      "8\t2.63158\tcommunity support program training provide service work train australian programme skill participant awareness include important management knowledge centre conduct information \n",
+      "9\t2.63158\telection member parliament process general act candidate vote constituency office day party official register chief registration list number follow voter \n",
+      "10\t2.63158\tdevelopment economic country sector develop key support economy growth strategy resource plan sustainable partner challenge ensure global opportunity region policy \n",
+      "11\t2.63158\tcompany business pay money log payment local export cost product landowner mining operation operate price land financial dollar industry source \n",
+      "12\t2.63158\tproject fund development work infrastructure build rural building service support road complete funding government facility plan area year provide construction \n",
+      "13\t2.63158\tevent people day year church culture time local tourism world today celebration island traditional ceremony host live celebrate great hold \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form add receive parent high start award child scholarship number time class \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine emergency response people flight clinic patient include risk nurse care public \n",
+      "16\t2.63158\tcourt case charge accuse year allege man victim matter prosecution high public face allegedly order hear trial yesterday represent allegation \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium law community suspect arrest commissioner continue station report involve incident information \n",
+      "18\t2.63158\tmedium leader public issue parliament statement decision people concern question state bill call opposition government political group raise interest power \n",
+      "\n",
+      "<100> LL/token: -8.26042\n",
+      "<110> LL/token: -8.25366\n",
+      "<120> LL/token: -8.24601\n",
+      "<130> LL/token: -8.24115\n",
+      "<140> LL/token: -8.23623\n",
+      "\n",
+      "0\t2.63158\tgovernment issue policy land national budget address ministry system process propose public add current consultation ensure bill review reform cabinet \n",
+      "1\t2.63158\tisland increase report country year percent high food fishery impact level population area world small reduce low accord rate number \n",
+      "2\t2.63158\tcountry visit island official support leader security assistance meeting meet sign cooperation ramsi mission include agreement peace regional delegation region \n",
+      "3\t2.63158\twoman people work child young youth family change live life violence good country girl opportunity job leadership worker encourage issue \n",
+      "4\t2.63158\tprovincial government province people member western national executive guadalcanal premier meeting week yesterday leader today add confidence office speak motion \n",
+      "5\t2.63158\tleave village family man home report late morning find night yesterday body call time happen early death area house return \n",
+      "6\t2.63158\twater people travel disaster supply area ship boat affect passenger honiara service vessel clean resident time week food transport flight \n",
+      "7\t2.63158\tteam market good play game time competition player match farmer goal start sport final half week place lead today win \n",
+      "8\t2.63158\tcommunity support program training provide service work australian programme train participant skill important awareness include information management knowledge conduct centre \n",
+      "9\t2.63158\telection member parliament process general candidate vote constituency act office day party official chief register registration number list voter follow \n",
+      "10\t2.63158\tdevelopment economic country sector develop key support economy resource growth strategy challenge sustainable partner ensure plan achieve opportunity policy global \n",
+      "11\t2.63158\tbusiness company pay money log land payment local product export landowner cost operation mining sell price operate issue dollar industry \n",
+      "12\t2.63158\tproject fund development work infrastructure rural build building road support area service complete facility funding provide site government plan year \n",
+      "13\t2.63158\tevent people day year church culture local tourism country world island time celebration today traditional ceremony host hold visit celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff add receive form high parent start award scholarship number time child complete \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine emergency response people clinic patient risk include care nurse border measure \n",
+      "16\t2.63158\tcourt case charge accuse year allege man victim matter public prosecution high allegedly order face hear trial yesterday count allegation \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium law community report suspect continue arrest commissioner station incident involve information \n",
+      "18\t2.63158\tmedium issue statement decision public leader question concern people state call opposition raise report claim group political interest action add \n",
       "\n"
      ]
     },
@@ -7134,83 +6498,83 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<200> LL/token: -8.21976\n",
-      "<210> LL/token: -8.21762\n",
-      "<220> LL/token: -8.21724\n",
-      "<230> LL/token: -8.21525\n",
-      "<240> LL/token: -8.21417\n",
-      "\n",
-      "0\t2.63158\tcountry visit island support meeting meet region government tourism official regional include security cooperation sign assistance international agreement partnership discuss \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural plan build building funding complete ministry area road improve construction provide facility \n",
-      "2\t2.63158\twoman community training program support youth young programme work participant train family awareness violence activity child include role knowledge important \n",
-      "3\t2.63158\tcourt case charge accuse man year allege arrest victim matter prosecution high public allegedly face yesterday trial hear lawyer evidence \n",
-      "4\t2.63158\twork business year local opportunity service good job worker country islander australian offer award serve time continue provide hard add \n",
-      "5\t2.63158\tcovid country case border record number test public vaccine risk continue measure total remain report positive follow week flight confirm \n",
-      "6\t2.63158\tdevelopment economic policy sector country economy develop government system ensure financial growth national strategy resource key level increase investment address \n",
-      "7\t2.63158\tfamily vehicle leave home night time yesterday incident man road body find late morning call death honiara happen day drive \n",
-      "8\t2.63158\tpeople issue medium concern call add good raise thing address time country talk question problem deal speak understand face state \n",
-      "9\t2.63158\tyear student school education child week teacher study form start add high parent receive staff result yesterday number end learn \n",
-      "10\t2.63158\tprovincial province election member national executive western premier guadalcanal candidate vote constituency general yesterday week day process chief office people \n",
-      "11\t2.63158\tmarket local food industry product area fishery agriculture island increase export environment sell resource farmer produce activity price management small \n",
-      "12\t2.63158\twater people island area disaster village travel community ship boat report affect clean live vessel damage sea source resident week \n",
-      "13\t2.63158\tcompany land pay claim issue money payment log report process landowner business mining application letter receive statement operate accord reveal \n",
-      "14\t2.63158\tpolice officer rsipf report force public operation law medium investigation community continue commissioner information ramsi member station security suspect involve \n",
-      "15\t2.63158\tgovernment parliament leader decision member public statement political bill group opposition minister state current national interest power corruption law motion \n",
-      "16\t2.63158\tpeople event leader today day church country member year culture ceremony peace traditional attend nation speak hold life celebration live \n",
-      "17\t2.63158\tteam play host good game time competition final player match week goal start today stage lead place sport half hold \n",
-      "18\t2.63158\tservice health medical provide support people hospital include care equipment supply receive clinic patient nurse team facility centre response doctor \n",
-      "\n",
-      "<250> LL/token: -8.21348\n",
-      "<260> LL/token: -8.21315\n",
-      "<270> LL/token: -8.21191\n",
-      "<280> LL/token: -8.21112\n",
-      "<290> LL/token: -8.21098\n",
-      "\n",
-      "0\t2.63158\tcountry visit island support meeting meet region tourism regional official government include security sign cooperation international assistance agreement discuss state \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural build plan funding building complete ministry area road improve construction year facility \n",
-      "2\t2.63158\twoman community training program support youth young programme work participant train awareness activity violence child family important include group role \n",
-      "3\t2.63158\tcourt case charge accuse year man allege arrest victim matter prosecution high public allegedly face trial yesterday hear order lawyer \n",
-      "4\t2.63158\twork business year local service opportunity good job worker australian country serve time islander award offer provide continue hard experience \n",
-      "5\t2.63158\tcovid country case border test record vaccine public continue number measure total risk remain positive follow report flight confirm week \n",
-      "6\t2.63158\tdevelopment economic policy country sector economy develop system government ensure financial growth level strategy key increase national resource investment impact \n",
-      "7\t2.63158\tfamily vehicle home leave man night time yesterday late find road body morning death honiara call happen drive house day \n",
-      "8\t2.63158\tpeople issue medium concern call add raise good thing address country time talk problem question deal state understand recent speak \n",
-      "9\t2.63158\tstudent year school education child week study teacher form add parent start high receive learn staff number result yesterday class \n",
-      "10\t2.63158\tprovincial province election member national executive western premier guadalcanal candidate vote general constituency yesterday day week process chief people office \n",
-      "11\t2.63158\tmarket local food industry product fishery area agriculture increase export resource environment sell island farmer produce activity price management small \n",
-      "12\t2.63158\twater people island area disaster village ship travel boat report community affect clean vessel live damage sea source resident supply \n",
-      "13\t2.63158\tcompany land pay claim issue money payment log report process landowner business mining receive letter operate reveal operation application accord \n",
-      "14\t2.63158\tpolice officer rsipf report force public operation law community medium investigation commissioner continue suspect information ramsi station member involve security \n",
-      "15\t2.63158\tgovernment parliament leader decision member public statement political bill group opposition minister state current national power interest corruption law cabinet \n",
-      "16\t2.63158\tpeople event leader today day country church year culture ceremony peace nation member traditional attend life speak celebration hold live \n",
-      "17\t2.63158\tteam play good game time host competition player final match goal start stage week place today lead sport half yesterday \n",
-      "18\t2.63158\tservice health provide medical support people hospital include care equipment supply clinic patient receive nurse team centre facility response doctor \n",
-      "\n",
-      "<300> LL/token: -8.21199\n",
-      "<310> LL/token: -8.212\n",
-      "<320> LL/token: -8.21142\n",
-      "<330> LL/token: -8.21272\n",
-      "<340> LL/token: -8.21315\n",
-      "\n",
-      "0\t2.63158\tcountry visit island support meeting region meet government tourism official regional include security cooperation sign assistance agreement international state discuss \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural plan build building funding ministry complete area road construction improve facility provide \n",
-      "2\t2.63158\twoman community training program support youth young programme child participant train work awareness activity violence family important include role knowledge \n",
-      "3\t2.63158\tcourt case charge accuse year man allege victim high matter public prosecution allegedly face trial order hear yesterday evidence lawyer \n",
-      "4\t2.63158\twork business year service local opportunity good country job worker australian islander serve award offer time provide continue add hard \n",
-      "5\t2.63158\tcovid country case border record test vaccine number public measure continue total risk positive remain report week follow flight confirm \n",
-      "6\t2.63158\tdevelopment economic policy sector country economy develop ensure system financial government key level growth national strategy resource increase investment impact \n",
-      "7\t2.63158\tfamily vehicle home leave night man yesterday late time body morning find road death day call honiara drive happen house \n",
-      "8\t2.63158\tpeople issue medium concern call add raise address good thing country time question talk state situation deal problem recent understand \n",
-      "9\t2.63158\tstudent year school education child week study teacher form add parent high start receive staff scholarship number yesterday learn complete \n",
-      "10\t2.63158\tprovincial province election member national executive western premier guadalcanal candidate vote constituency general yesterday people week day process chief registration \n",
-      "11\t2.63158\tmarket food local industry product fishery increase area agriculture sell export resource produce farmer environment price island activity year management \n",
-      "12\t2.63158\twater people island area disaster village travel ship boat report community affect clean vessel damage source live sea resident passenger \n",
-      "13\t2.63158\tcompany land pay claim issue money payment log process report landowner mining business letter receive operation source operate accord reveal \n",
-      "14\t2.63158\tpolice officer rsipf report force public operation investigation law medium community suspect continue information ramsi commissioner station arrest security incident \n",
-      "15\t2.63158\tgovernment parliament leader decision public member statement political bill group opposition minister current national state power interest corruption cabinet motion \n",
-      "16\t2.63158\tpeople event leader today day country church year culture ceremony peace nation member traditional speak celebration life attend live hold \n",
-      "17\t2.63158\tteam play good game time host competition player match final start goal week lead place today sport stage half yesterday \n",
-      "18\t2.63158\tservice health provide medical support people hospital care include equipment supply clinic patient team receive nurse child response centre facility \n",
+      "<150> LL/token: -8.23167\n",
+      "<160> LL/token: -8.22886\n",
+      "<170> LL/token: -8.22643\n",
+      "<180> LL/token: -8.22392\n",
+      "<190> LL/token: -8.22152\n",
+      "\n",
+      "0\t2.63158\tgovernment policy issue budget national bill public ministry system process address current land propose add ensure consultation review cabinet reform \n",
+      "1\t2.63158\tincrease island report year country percent high food impact fishery area level population low world reduce small resource environment survey \n",
+      "2\t2.63158\tcountry visit island official leader support security meeting assistance meet sign cooperation mission agreement ramsi include regional delegation state region \n",
+      "3\t2.63158\twoman people work child young youth family change live country good violence life leadership job issue girl community opportunity worker \n",
+      "4\t2.63158\tgovernment provincial province people member western national executive guadalcanal premier yesterday week meeting confidence leader add motion office continue speak \n",
+      "5\t2.63158\tleave village family home man report late find morning time night body call yesterday happen early death area house return \n",
+      "6\t2.63158\twater travel people disaster ship supply boat area passenger service affect honiara vessel flight clean week resident time transport damage \n",
+      "7\t2.63158\tteam market good play game time competition player match farmer goal start sport final place half week lead today win \n",
+      "8\t2.63158\tcommunity support program training provide service work programme australian train participant include skill information awareness important management knowledge conduct centre \n",
+      "9\t2.63158\tmember election parliament process general candidate constituency vote act party day office registration register official number list chief follow hold \n",
+      "10\t2.63158\tdevelopment economic country sector develop key economy support growth strategy challenge resource policy sustainable opportunity partner ensure plan achieve focus \n",
+      "11\t2.63158\tbusiness company land pay money log payment local product export landowner cost mining operation sell operate price dollar industry issue \n",
+      "12\t2.63158\tproject fund development work infrastructure rural build building road area support complete funding facility provide site service year construction plan \n",
+      "13\t2.63158\tevent people day year church culture country tourism local world island time today celebration traditional ceremony host hold celebrate great \n",
+      "14\t2.63158\tstudent school year education week study teacher staff receive form add high parent start award number scholarship child complete time \n",
+      "15\t2.63158\tcovid health country case medical hospital test vaccine people service emergency response clinic patient care risk nurse border positive include \n",
+      "16\t2.63158\tcourt case charge accuse year allege man matter high public victim prosecution allegedly face order hear yesterday trial represent allegation \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium report suspect community law arrest commissioner continue station incident involve information \n",
+      "18\t2.63158\tissue medium statement decision public concern question call leader report state people claim opposition raise action interest add group corruption \n",
+      "\n",
+      "<200> LL/token: -8.22004\n",
+      "<210> LL/token: -8.21849\n",
+      "<220> LL/token: -8.21689\n",
+      "<230> LL/token: -8.21565\n",
+      "<240> LL/token: -8.21538\n",
+      "\n",
+      "0\t2.63158\tgovernment policy budget public national ministry bill system issue process current address ensure propose consultation review cabinet add reform committee \n",
+      "1\t2.63158\tincrease island report percent country year high food area fishery impact population level environment reduce world low small rate resource \n",
+      "2\t2.63158\tcountry visit island official leader meeting security support meet assistance sign cooperation agreement include mission regional ramsi delegation state region \n",
+      "3\t2.63158\twoman people work child young youth family community live change country good violence life leadership girl encourage worker job issue \n",
+      "4\t2.63158\tgovernment provincial province people national western member executive guadalcanal premier yesterday week confidence leader meeting motion add continue speak office \n",
+      "5\t2.63158\tleave village family man home report late find morning night time body call happen yesterday death early house area day \n",
+      "6\t2.63158\twater travel people disaster ship boat supply affect passenger service area honiara week flight vessel clean resident source time transport \n",
+      "7\t2.63158\tteam market good play game time competition start player match farmer goal sport final place lead today half week win \n",
+      "8\t2.63158\tcommunity support program training provide service work programme australian train participant include information skill awareness management knowledge important conduct workshop \n",
+      "9\t2.63158\tmember parliament election process general candidate constituency vote act party day office registration number official chief register follow list hold \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy support challenge growth strategy partner sustainable resource policy plan achieve opportunity ensure investment \n",
+      "11\t2.63158\tbusiness company land pay money log payment local product export landowner mining operation cost sell issue price operate dollar owner \n",
+      "12\t2.63158\tproject fund development work infrastructure rural build road building area complete support funding facility provide year site service plan improve \n",
+      "13\t2.63158\tevent day year people church country culture tourism local world traditional today time celebration ceremony island host hold great celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form receive add parent high start number award scholarship continue learn time \n",
+      "15\t2.63158\tcovid health country case medical hospital test vaccine service emergency people response clinic patient risk border nurse include care measure \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter public victim prosecution face allegedly order yesterday hear trial allegation lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium suspect law report community arrest continue commissioner station incident involve information \n",
+      "18\t2.63158\tissue medium statement decision concern public report question call state leader opposition people claim raise action add group interest deal \n",
+      "\n",
+      "<250> LL/token: -8.21473\n",
+      "<260> LL/token: -8.21387\n",
+      "<270> LL/token: -8.21223\n",
+      "<280> LL/token: -8.21166\n",
+      "<290> LL/token: -8.21043\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget national ministry system bill process current ensure propose consultation add review service address cabinet reform year \n",
+      "1\t2.63158\tincrease island report year percent country high food impact area fishery environment population world level reduce low small resource rate \n",
+      "2\t2.63158\tcountry visit island official leader meeting security meet assistance cooperation sign support mission agreement include regional state delegation region ramsi \n",
+      "3\t2.63158\twoman people work child young youth family community change good live country life violence leadership girl issue leader job encourage \n",
+      "4\t2.63158\tgovernment provincial province people national western executive member guadalcanal premier week yesterday leader issue confidence meeting add continue motion speak \n",
+      "5\t2.63158\tvillage leave family home man find late report night time morning body happen call yesterday area early death house day \n",
+      "6\t2.63158\twater travel people disaster ship boat supply passenger affect service honiara flight area vessel clean week time resident source add \n",
+      "7\t2.63158\tteam market good play game time competition player match start final farmer goal sport place week lead half today performance \n",
+      "8\t2.63158\tcommunity support program training provide work service australian programme include train management information participant skill important awareness knowledge conduct activity \n",
+      "9\t2.63158\tmember parliament election general process candidate constituency vote act day party number registration office register chief hold yesterday voter electoral \n",
+      "10\t2.63158\tdevelopment economic country sector develop key economy support growth challenge strategy resource partner sustainable plan achieve opportunity policy ensure investment \n",
+      "11\t2.63158\tcompany business land pay money log payment local product export landowner issue sell mining operation cost operate owner process dollar \n",
+      "12\t2.63158\tproject fund development work infrastructure rural build road building area service complete facility funding support provide site improve year access \n",
+      "13\t2.63158\tevent year day people country church culture tourism local world traditional today ceremony island celebration hold time visit host celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff receive form add high parent start award number scholarship complete time class \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine people emergency response clinic patient care border risk nurse include positive \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter public victim prosecution allegedly face order hear yesterday trial count lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium report suspect community arrest law continue commissioner station incident involve information \n",
+      "18\t2.63158\tissue medium statement decision report concern question public call state raise claim opposition action leader people deal add interest group \n",
       "\n"
      ]
     },
@@ -7218,83 +6582,83 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<350> LL/token: -8.21301\n",
-      "<360> LL/token: -8.21157\n",
-      "<370> LL/token: -8.21089\n",
-      "<380> LL/token: -8.21152\n",
-      "<390> LL/token: -8.21204\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting support meet region official tourism regional government include security cooperation leader sign international agreement state discuss \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural plan build building funding complete ministry area road improve construction provide include \n",
-      "2\t2.63158\twoman community training program support youth young programme child participant train work family activity awareness violence role knowledge include workshop \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim matter public high prosecution allegedly face yesterday trial order hear evidence lawyer \n",
-      "4\t2.63158\twork business year service local opportunity good country worker australian job serve islander continue time award provide offer add support \n",
-      "5\t2.63158\tcovid country case border number record test vaccine public measure continue week risk total flight positive remain report follow confirm \n",
-      "6\t2.63158\tdevelopment economic policy country sector economy develop ensure resource key system national growth strategy financial level increase investment impact plan \n",
-      "7\t2.63158\tfamily vehicle leave home night man late yesterday time morning road body find death honiara call happen day drive house \n",
-      "8\t2.63158\tpeople issue medium concern call add raise address good thing action question country deal time problem talk state situation recent \n",
-      "9\t2.63158\tstudent year school education week child study teacher form receive parent start add high staff scholarship number learn complete yesterday \n",
-      "10\t2.63158\tprovincial province election member national executive western premier guadalcanal candidate constituency vote people general week yesterday process day chief office \n",
-      "11\t2.63158\tmarket food local industry product increase fishery agriculture area export sell produce farmer island resource price environment year small management \n",
-      "12\t2.63158\twater people island area disaster village ship boat travel community report affect clean vessel damage sea live source passenger supply \n",
-      "13\t2.63158\tcompany land pay money issue claim log payment report process landowner mining business operation letter operate source accord receive reveal \n",
-      "14\t2.63158\tpolice officer rsipf report force public operation investigation law medium community suspect continue ramsi commissioner station information arrest incident involve \n",
-      "15\t2.63158\tgovernment parliament decision public leader member statement political bill group opposition minister current state national power interest corruption motion cabinet \n",
-      "16\t2.63158\tpeople event country day today church year leader culture ceremony traditional nation peace speak live celebration member life hold attend \n",
-      "17\t2.63158\tteam play good game time competition host player final match goal week start today place half sport lead stage yesterday \n",
-      "18\t2.63158\tservice health medical provide support people hospital include care equipment supply clinic team receive patient nurse centre child facility response \n",
-      "\n",
-      "<400> LL/token: -8.21333\n",
-      "<410> LL/token: -8.21406\n",
-      "<420> LL/token: -8.21317\n",
-      "<430> LL/token: -8.21373\n",
-      "<440> LL/token: -8.21171\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting support meet official region regional tourism leader include government cooperation security sign agreement international discuss assistance \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural build plan building funding complete ministry area road year construction improve facility \n",
-      "2\t2.63158\twoman community training program support youth young programme child work participant train violence awareness activity family include knowledge important group \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim high matter public prosecution allegedly face yesterday hear order trial evidence lawyer \n",
-      "4\t2.63158\twork business year service local opportunity good australian country worker job continue provide serve islander time award offer add support \n",
-      "5\t2.63158\tcovid country case border number test vaccine record public measure continue risk remain follow total positive week flight person confirm \n",
-      "6\t2.63158\tdevelopment economic policy country sector economy develop system national ensure resource key growth strategy government financial level impact investment management \n",
-      "7\t2.63158\tfamily vehicle leave home man night late time body yesterday morning road find death day honiara call happen drive relative \n",
-      "8\t2.63158\tpeople issue medium concern report call add raise address thing action question good deal state country talk problem time situation \n",
-      "9\t2.63158\tstudent year school education week child study teacher form add parent start receive staff high number scholarship yesterday complete learn \n",
-      "10\t2.63158\tprovincial province election member national executive western premier people guadalcanal candidate vote general constituency yesterday day week process chief office \n",
-      "11\t2.63158\tmarket food local industry increase product fishery agriculture area sell export island produce farmer resource price environment year small high \n",
-      "12\t2.63158\twater people island area disaster village ship travel boat affect report community clean vessel damage source sea live supply passenger \n",
-      "13\t2.63158\tcompany land pay money log payment issue claim process landowner mining business operation letter operate reveal receive source accord application \n",
-      "14\t2.63158\tpolice officer rsipf force report public operation investigation law community suspect continue medium ramsi commissioner arrest station information member security \n",
-      "15\t2.63158\tgovernment parliament decision public member leader statement political bill group opposition minister current national state power corruption interest cabinet motion \n",
-      "16\t2.63158\tpeople event today country day church year culture ceremony nation traditional peace leader speak live celebration life hold member great \n",
-      "17\t2.63158\tteam play good game time competition final player match start goal place half today sport lead stage week yesterday host \n",
-      "18\t2.63158\tservice health medical provide support hospital people care include equipment supply receive clinic child patient nurse team centre facility response \n",
-      "\n",
-      "<450> LL/token: -8.21197\n",
-      "<460> LL/token: -8.21166\n",
-      "<470> LL/token: -8.21188\n",
-      "<480> LL/token: -8.21144\n",
-      "<490> LL/token: -8.21214\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting support meet region official regional leader include tourism security cooperation government sign state international agreement discuss \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural plan build building funding complete ministry area road year construction improve provide \n",
-      "2\t2.63158\twoman community training program support youth young child programme work train participant activity awareness violence family important group include knowledge \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim high matter prosecution public allegedly face yesterday trial order hear evidence lawyer \n",
-      "4\t2.63158\twork business year service local country good opportunity australian job worker continue serve time provide islander award add offer hard \n",
-      "5\t2.63158\tcovid country case border test vaccine public number record measure continue risk total positive remain flight week follow health confirm \n",
-      "6\t2.63158\tdevelopment economic policy country sector economy develop system ensure national government resource key growth strategy financial level investment plan sustainable \n",
-      "7\t2.63158\tfamily vehicle leave home man night time late yesterday body morning find road day death happen call honiara early drive \n",
-      "8\t2.63158\tissue people medium report concern call add raise address question good action thing state deal problem talk situation information country \n",
-      "9\t2.63158\tstudent year school education week study child teacher form add parent receive high start staff number complete scholarship learn yesterday \n",
-      "10\t2.63158\tprovincial province election member national executive western people premier guadalcanal candidate vote constituency general yesterday day process week chief office \n",
-      "11\t2.63158\tmarket food local increase industry product fishery area agriculture export sell farmer produce environment resource price year island percent country \n",
-      "12\t2.63158\twater people island area disaster village travel ship boat community affect report clean sea damage vessel live source supply resident \n",
-      "13\t2.63158\tcompany land pay money issue log payment claim process landowner mining business operate operation letter reveal source receive application account \n",
-      "14\t2.63158\tpolice officer rsipf force public operation report investigation law community medium suspect continue ramsi arrest commissioner station information security member \n",
-      "15\t2.63158\tgovernment parliament decision public member leader statement political bill group opposition minister current national power state interest corruption cabinet motion \n",
-      "16\t2.63158\tpeople event today day country church year culture ceremony nation traditional peace leader speak live celebration life hold bring island \n",
-      "17\t2.63158\tteam play good game time competition final start player match goal week today lead place half sport stage yesterday host \n",
-      "18\t2.63158\tservice health provide medical support people hospital include care equipment supply receive child clinic patient nurse team centre facility staff \n",
+      "<300> LL/token: -8.20866\n",
+      "<310> LL/token: -8.2082\n",
+      "<320> LL/token: -8.20777\n",
+      "<330> LL/token: -8.20647\n",
+      "<340> LL/token: -8.20614\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget ministry process system national bill current ensure propose service consultation review add year cabinet reform financial \n",
+      "1\t2.63158\tincrease island report percent food year country high fishery impact area environment population low small world resource level rate reduce \n",
+      "2\t2.63158\tcountry visit island leader official meeting security meet assistance sign cooperation support mission agreement state include regional region ramsi delegation \n",
+      "3\t2.63158\twoman people work child young youth family community live change good life violence leadership country issue girl leader job add \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal member premier issue leader yesterday add week confidence meeting motion continue current \n",
+      "5\t2.63158\tvillage family leave man home report find late night time morning body happen call yesterday death area early house accord \n",
+      "6\t2.63158\twater travel people disaster ship boat service supply affect passenger area flight honiara vessel clean week time resident source transport \n",
+      "7\t2.63158\tteam good market play game time competition player match start final goal farmer sport lead place week half today performance \n",
+      "8\t2.63158\tsupport community program training provide work service australian include programme train management participant information skill important awareness conduct knowledge workshop \n",
+      "9\t2.63158\tmember election parliament general candidate constituency process vote act day party office number yesterday registration chief register hold group voter \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy support challenge growth strategy partner resource sustainable policy achieve opportunity plan investment ensure \n",
+      "11\t2.63158\tcompany business land pay money log payment local product export landowner sell issue mining operation cost operate dollar owner market \n",
+      "12\t2.63158\tproject fund development work infrastructure rural build road area building service funding complete facility provide support improve access site year \n",
+      "13\t2.63158\tevent year day people country church tourism culture local world island traditional ceremony time celebration today hold visit host celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff receive form high add parent award start number scholarship continue complete class \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine people emergency response clinic patient risk care border nurse measure positive \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter victim prosecution public allegedly face order yesterday hear trial count lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium report law suspect arrest continue commissioner community station incident involve information \n",
+      "18\t2.63158\tissue medium statement decision report concern public question call state claim raise opposition action leader add deal interest corruption people \n",
+      "\n",
+      "<350> LL/token: -8.20601\n",
+      "<360> LL/token: -8.20642\n",
+      "<370> LL/token: -8.2064\n",
+      "<380> LL/token: -8.20705\n",
+      "<390> LL/token: -8.20651\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget ministry process system bill national ensure current propose consultation review service year cabinet parliament add reform \n",
+      "1\t2.63158\tincrease island report percent food year high country fishery impact environment area world level reduce low population small rate resource \n",
+      "2\t2.63158\tcountry visit island official meeting leader security meet support assistance sign cooperation include agreement mission state regional region delegation discuss \n",
+      "3\t2.63158\twoman people work child young community youth family change live good violence life leadership leader country issue girl add encourage \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal premier member issue yesterday add leader week confidence meeting continue motion plan \n",
+      "5\t2.63158\tvillage leave family home man report find late night time morning call body happen yesterday area death early accord house \n",
+      "6\t2.63158\twater travel people disaster ship boat service supply passenger affect honiara flight week area vessel clean time resident source island \n",
+      "7\t2.63158\tteam good play game time market start competition player match final farmer week sport goal place lead half today win \n",
+      "8\t2.63158\tsupport community program training work provide service australian include programme train management information participant skill awareness important conduct knowledge workshop \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote process day act party chief office registration number yesterday follow group hold register \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy support challenge growth resource strategy opportunity policy partner achieve sustainable ensure plan investment \n",
+      "11\t2.63158\tcompany business land pay money log payment local product export issue sell landowner market mining operation operate cost owner dollar \n",
+      "12\t2.63158\tproject fund development work infrastructure rural area build service road building complete funding facility provide site support improve access year \n",
+      "13\t2.63158\tevent day year people country church tourism culture local world traditional ceremony today island time celebration hold visit host celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff receive form add high parent award number start scholarship time continue class \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine people emergency response clinic patient risk care nurse week positive measure \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high public matter victim prosecution allegedly face order yesterday hear trial lawyer represent \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium report suspect law arrest community commissioner continue incident station involve information \n",
+      "18\t2.63158\tissue medium statement decision report concern question public state call claim raise opposition action leader deal add interest corruption group \n",
+      "\n",
+      "<400> LL/token: -8.20636\n",
+      "<410> LL/token: -8.20504\n",
+      "<420> LL/token: -8.20591\n",
+      "<430> LL/token: -8.20556\n",
+      "<440> LL/token: -8.20422\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget system ministry process bill current ensure national propose parliament consultation review service year cabinet add financial \n",
+      "1\t2.63158\tincrease island food percent report year country high fishery area impact small environment low population reduce rate world local level \n",
+      "2\t2.63158\tcountry visit island leader meeting official security meet assistance support sign cooperation agreement mission include government state regional region delegation \n",
+      "3\t2.63158\twoman people work child community young youth family change live life good violence country leadership leader issue girl peace address \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal premier member issue add week continue yesterday leader motion confidence meeting speak \n",
+      "5\t2.63158\tvillage family leave home man find report time night late morning call body happen yesterday area death house early relative \n",
+      "6\t2.63158\twater travel people disaster ship boat service supply passenger affect area honiara flight week vessel clean resident time source damage \n",
+      "7\t2.63158\tteam good play game time competition start player match final farmer goal place sport lead week today half yesterday performance \n",
+      "8\t2.63158\tsupport community program training work provide australian service include programme management train participant information skill awareness important conduct knowledge workshop \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote process day party act office yesterday number chief registration hold political register voter \n",
+      "10\t2.63158\tdevelopment country economic sector develop economy key support challenge growth resource strategy policy partner achieve sustainable opportunity ensure plan national \n",
+      "11\t2.63158\tcompany business land market pay money log payment local product export landowner sell issue mining operation operate cost owner benefit \n",
+      "12\t2.63158\tproject fund development work infrastructure rural service build road area building complete facility funding site provide access improve support construction \n",
+      "13\t2.63158\tevent day year people country tourism church culture local world ceremony traditional time today island celebration visit host hold celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff receive form high parent add start award number scholarship class continue complete \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine people emergency response clinic patient care nurse risk include measure positive \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high public matter prosecution victim allegedly face order hear yesterday trial lawyer represent \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium report suspect law continue arrest community incident commissioner station involve information \n",
+      "18\t2.63158\tissue medium report statement decision concern question public call claim state raise opposition action leader deal add group corruption interest \n",
       "\n"
      ]
     },
@@ -7302,83 +6666,83 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<500> LL/token: -8.21179\n",
-      "<510> LL/token: -8.213\n",
-      "<520> LL/token: -8.21265\n",
-      "<530> LL/token: -8.2126\n",
-      "<540> LL/token: -8.21218\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting support meet official region government leader regional include security tourism cooperation sign agreement assistance discuss international \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural build plan building funding complete ministry area road construction year provide improve \n",
-      "2\t2.63158\twoman community training program support youth young child work programme train participant activity family awareness violence important include knowledge workshop \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim high matter public prosecution allegedly yesterday face order hear trial evidence lawyer \n",
-      "4\t2.63158\twork business year service local opportunity good country australian job worker provide time continue serve islander award offer support add \n",
-      "5\t2.63158\tcovid country case border test public vaccine number continue risk measure positive record total remain follow flight week pandemic confirm \n",
-      "6\t2.63158\tdevelopment economic policy country sector economy develop system ensure national key resource growth strategy government financial level investment plan address \n",
-      "7\t2.63158\tfamily vehicle leave man home night late time morning yesterday body road find call day death happen drive honiara relative \n",
-      "8\t2.63158\tissue people medium report concern call add raise address question action thing good state deal talk time problem information situation \n",
-      "9\t2.63158\tstudent year school education week study child teacher form add receive start parent high staff scholarship complete learn number yesterday \n",
-      "10\t2.63158\tprovincial province election member national executive western people premier guadalcanal candidate vote constituency general yesterday week day process chief registration \n",
-      "11\t2.63158\tmarket food local increase industry product fishery agriculture area sell percent export year farmer produce island environment price high management \n",
-      "12\t2.63158\twater people island area disaster village travel ship boat affect community report clean vessel damage sea live source supply passenger \n",
-      "13\t2.63158\tcompany land pay money log issue claim payment process landowner mining business operate letter operation reveal receive accord source give \n",
-      "14\t2.63158\tpolice officer rsipf force public operation report investigation law community medium suspect continue ramsi commissioner arrest station information member involve \n",
-      "15\t2.63158\tgovernment parliament decision member public leader political statement bill group opposition minister current national power state corruption law interest cabinet \n",
-      "16\t2.63158\tpeople event country today church day year culture nation ceremony traditional peace leader speak live celebration life hold celebrate bring \n",
-      "17\t2.63158\tteam play good game time competition player final start match goal today place lead week sport stage half yesterday host \n",
-      "18\t2.63158\tservice health medical provide support people hospital care include equipment supply child clinic patient receive nurse team facility centre doctor \n",
-      "\n",
-      "<550> LL/token: -8.21176\n",
-      "<560> LL/token: -8.21266\n",
-      "<570> LL/token: -8.21225\n",
-      "<580> LL/token: -8.21248\n",
-      "<590> LL/token: -8.2126\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting support meet official leader region regional government include cooperation security sign tourism agreement state discuss assistance \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural build plan building funding complete ministry area year road improve budget construction \n",
-      "2\t2.63158\twoman community training program support youth young child programme work participant train family activity awareness violence knowledge group important skill \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim high matter public prosecution allegedly face hear order yesterday trial evidence lawyer \n",
-      "4\t2.63158\twork business year service local good opportunity country australian provide job worker continue islander support time serve offer award add \n",
-      "5\t2.63158\tcovid country case border test vaccine public number continue record risk measure positive remain total week follow confirm flight people \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop economy national system ensure key resource growth strategy financial plan address government level investment \n",
-      "7\t2.63158\tfamily vehicle man leave night home late time morning body yesterday road find call death day happen drive relative driver \n",
-      "8\t2.63158\tissue people medium report concern call add raise address action question state thing deal statement good situation talk fact problem \n",
-      "9\t2.63158\tstudent year school education week study teacher child form receive parent staff start add high number scholarship yesterday learn complete \n",
-      "10\t2.63158\tprovincial province election member national executive western people premier guadalcanal candidate vote constituency general day yesterday week process office chief \n",
-      "11\t2.63158\tmarket food local increase product industry fishery percent agriculture area sell export year farmer produce resource price environment high island \n",
-      "12\t2.63158\twater people island area disaster village travel ship boat affect report community clean vessel damage sea live source passenger supply \n",
-      "13\t2.63158\tcompany land pay money log payment issue process claim landowner business mining operation operate letter source reveal accord receive license \n",
-      "14\t2.63158\tpolice officer rsipf force public operation report investigation law medium suspect community continue commissioner ramsi arrest station member security information \n",
-      "15\t2.63158\tgovernment parliament member decision public leader political bill group opposition current statement minister national power state corruption interest cabinet motion \n",
-      "16\t2.63158\tpeople event country today church day year culture ceremony nation traditional speak peace live life celebration leader hold island great \n",
-      "17\t2.63158\tteam play good game time competition final player match start goal today place sport lead half stage week yesterday host \n",
-      "18\t2.63158\tservice health medical provide support people hospital care include equipment supply child receive clinic patient nurse facility team centre doctor \n",
-      "\n",
-      "<600> LL/token: -8.21311\n",
-      "<610> LL/token: -8.21375\n",
-      "<620> LL/token: -8.2142\n",
-      "<630> LL/token: -8.21308\n",
-      "<640> LL/token: -8.21332\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting meet support official leader region regional government include security cooperation sign agreement state discuss assistance delegation \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural build plan building ministry funding complete area year road budget improve provide \n",
-      "2\t2.63158\twoman community training program support youth young child programme work participant train activity awareness violence family important knowledge include workshop \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim matter high prosecution public allegedly face yesterday order hear trial evidence lawyer \n",
-      "4\t2.63158\twork business year service local opportunity australian country good provide job worker support islander continue serve award add time offer \n",
-      "5\t2.63158\tcovid country case border test vaccine public number continue record measure risk remain positive total week flight follow people confirm \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop economy ensure key resource national system growth strategy financial plan investment impact management government \n",
-      "7\t2.63158\tfamily vehicle leave man home night time late body morning yesterday road find day death call happen drive relative incident \n",
-      "8\t2.63158\tissue people medium report concern call add raise action question address statement deal state thing good situation fact information problem \n",
-      "9\t2.63158\tstudent school year education week study teacher child form add parent high receive staff start complete number scholarship learn yesterday \n",
-      "10\t2.63158\tprovincial province election member national people executive western premier guadalcanal candidate vote constituency week general day yesterday process chief office \n",
-      "11\t2.63158\tmarket food local increase product fishery percent industry year agriculture area sell export farmer produce island price resource environment high \n",
-      "12\t2.63158\twater people island area disaster village ship travel boat affect community report clean vessel damage sea source live supply passenger \n",
-      "13\t2.63158\tcompany land pay money log payment issue process landowner claim mining business operation operate reveal letter source receive accord explain \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law report community suspect medium continue ramsi commissioner arrest station member information security \n",
-      "15\t2.63158\tgovernment parliament public member decision leader political bill group opposition minister current national statement power corruption state cabinet interest motion \n",
-      "16\t2.63158\tpeople event country year church day today culture ceremony nation traditional speak peace live life leader celebration island hold time \n",
-      "17\t2.63158\tteam play good game time competition player final match start goal today lead place sport half stage yesterday week host \n",
-      "18\t2.63158\thealth service medical support provide people hospital care include equipment supply receive clinic patient team nurse child facility centre doctor \n",
+      "<450> LL/token: -8.20539\n",
+      "<460> LL/token: -8.20492\n",
+      "<470> LL/token: -8.20473\n",
+      "<480> LL/token: -8.20413\n",
+      "<490> LL/token: -8.20427\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget system process ministry bill current ensure national consultation review parliament propose service financial year cabinet add \n",
+      "1\t2.63158\tincrease island food percent year report high country fishery area local farmer impact small environment low population agriculture fish rate \n",
+      "2\t2.63158\tcountry visit island meeting leader official security meet assistance cooperation sign government support mission state agreement include regional region delegation \n",
+      "3\t2.63158\twoman people child work community young youth family change leader live life violence leadership good country issue girl peace address \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal premier member issue add continue leader confidence motion meeting week current speak \n",
+      "5\t2.63158\tvillage family leave home man report time find late night body morning happen call area death people day yesterday early \n",
+      "6\t2.63158\twater travel disaster people ship boat supply passenger service affect honiara flight week vessel area clean time resident source transport \n",
+      "7\t2.63158\tteam good play time game competition player start match final today goal week sport lead place half performance yesterday stage \n",
+      "8\t2.63158\tsupport community program training work provide service australian programme include train management information participant skill awareness important conduct knowledge assist \n",
+      "9\t2.63158\tmember election parliament general constituency candidate vote day process act party yesterday office chief registration number hold follow official political \n",
+      "10\t2.63158\tdevelopment country economic sector develop economy key support challenge resource growth partner strategy policy sustainable opportunity ensure achieve plan region \n",
+      "11\t2.63158\tcompany business land market pay money log payment local product landowner issue sell operation mining export operate owner cost benefit \n",
+      "12\t2.63158\tproject fund development work infrastructure rural service area build road building complete funding facility site support provide improve access plan \n",
+      "13\t2.63158\tevent year country day people tourism church culture local island ceremony world traditional today celebration visit time hold host celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff receive form high add parent number start award scholarship class continue complete \n",
+      "15\t2.63158\tcovid health country medical case hospital service test vaccine people emergency response clinic care patient nurse risk positive include measure \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high public matter prosecution victim face allegedly order yesterday trial hear count lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation report medium suspect law arrest commissioner continue community station incident involve information \n",
+      "18\t2.63158\tissue medium report statement concern decision question public call claim state opposition raise action deal add interest leader corruption matter \n",
+      "\n",
+      "<500> LL/token: -8.20449\n",
+      "<510> LL/token: -8.20359\n",
+      "<520> LL/token: -8.20523\n",
+      "<530> LL/token: -8.20546\n",
+      "<540> LL/token: -8.20467\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget process system ministry bill current ensure service propose consultation review parliament financial cabinet national year add \n",
+      "1\t2.63158\tincrease food island percent year report high country fishery local area farmer impact market small agriculture environment low population produce \n",
+      "2\t2.63158\tcountry visit island meeting leader official security meet assistance cooperation sign mission support agreement state regional government include delegation ramsi \n",
+      "3\t2.63158\twoman people work child community young youth family change live life good leader violence country leadership issue girl peace encourage \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal premier issue add member leader continue week motion confidence plan current speak \n",
+      "5\t2.63158\tvillage family leave home man report find time late night body morning happen call area death house people early day \n",
+      "6\t2.63158\twater travel disaster people ship boat supply affect passenger service flight week honiara vessel area clean island time source resident \n",
+      "7\t2.63158\tteam good play time game competition player final match start goal week place today sport half lead yesterday performance point \n",
+      "8\t2.63158\tsupport community program training work provide australian programme service include management train information participant skill awareness important knowledge conduct workshop \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote process day yesterday party act office hold chief registration number political official confirm \n",
+      "10\t2.63158\tdevelopment country economic sector develop support economy key resource challenge growth partner strategy policy sustainable opportunity achieve region ensure investment \n",
+      "11\t2.63158\tcompany business land pay money log market payment product local landowner issue mining sell operation operate owner cost accord export \n",
+      "12\t2.63158\tproject fund development work infrastructure rural service build area road building complete facility funding support site provide access improve year \n",
+      "13\t2.63158\tevent year day country people tourism church culture local island world traditional ceremony today celebration visit time hold host celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form receive high parent add number award start scholarship complete child class \n",
+      "15\t2.63158\tcovid health country medical case hospital service test vaccine people emergency response clinic care patient risk nurse positive measure include \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter public victim prosecution allegedly face order yesterday trial hear time lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation report medium suspect law arrest community continue commissioner station incident involve information \n",
+      "18\t2.63158\tissue medium report statement decision concern question public call state claim raise opposition action deal add leader corruption interest group \n",
+      "\n",
+      "<550> LL/token: -8.20445\n",
+      "<560> LL/token: -8.20596\n",
+      "<570> LL/token: -8.20556\n",
+      "<580> LL/token: -8.20429\n",
+      "<590> LL/token: -8.20435\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget system process ministry bill current ensure consultation review service propose parliament cabinet reform financial committee national \n",
+      "1\t2.63158\tmarket increase food percent island year high report product local country fishery farmer area produce agriculture price low small impact \n",
+      "2\t2.63158\tcountry visit island meeting leader official security meet cooperation assistance sign mission state support agreement include issue regional region discuss \n",
+      "3\t2.63158\twoman people community child work young youth family change live leader violence life leadership good country girl issue peace encourage \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal premier member issue add continue motion leader confidence plan current speak meeting \n",
+      "5\t2.63158\tvillage family leave home man report find time night late morning body call happen people area death yesterday life house \n",
+      "6\t2.63158\twater travel disaster people ship boat supply affect passenger service flight area week vessel honiara clean time island resident source \n",
+      "7\t2.63158\tteam good play time game start competition player match final goal place week today sport lead half yesterday point performance \n",
+      "8\t2.63158\tsupport program community training work provide australian programme include service management information train important participant skill awareness conduct knowledge workshop \n",
+      "9\t2.63158\tmember election parliament general candidate vote constituency day process yesterday party act office number chief registration group hold official political \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy support resource challenge growth strategy partner policy sustainable achieve opportunity ensure global region \n",
+      "11\t2.63158\tcompany land business pay money log payment issue local landowner mining operation worker operate cost owner receive process dollar benefit \n",
+      "12\t2.63158\tproject fund development work rural infrastructure service build area road building complete funding facility support access provide improve site year \n",
+      "13\t2.63158\tevent year country day tourism people culture local church world island ceremony today traditional celebration visit time great celebrate host \n",
+      "14\t2.63158\tstudent school year education week study teacher staff receive form high add parent award number start scholarship complete continue child \n",
+      "15\t2.63158\tcovid health country medical case hospital service test vaccine emergency people response clinic care patient risk nurse include positive number \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter victim prosecution public face allegedly order yesterday trial hear lawyer evidence \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation medium report suspect law arrest continue commissioner community incident station involve information \n",
+      "18\t2.63158\tissue medium report statement decision concern question public call state opposition raise action claim leader deal add corruption interest matter \n",
       "\n"
      ]
     },
@@ -7386,83 +6750,83 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<650> LL/token: -8.21467\n",
-      "<660> LL/token: -8.21522\n",
-      "<670> LL/token: -8.2149\n",
-      "<680> LL/token: -8.21547\n",
-      "<690> LL/token: -8.21576\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting meet leader official support region government regional include security cooperation sign discuss agreement assistance state delegation \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural build plan building funding complete area ministry year road budget improve construction \n",
-      "2\t2.63158\twoman community training program support youth young child programme work participant train activity family awareness violence knowledge important include skill \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim high public matter prosecution allegedly face yesterday order hear trial represent lawyer \n",
-      "4\t2.63158\twork business service year local opportunity country australian good provide worker job continue islander support time add award serve hard \n",
-      "5\t2.63158\tcovid country case border test public vaccine number continue measure risk record remain total positive people flight week follow confirm \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop tourism economy key ensure resource national system growth strategy management financial investment plan address \n",
-      "7\t2.63158\tfamily vehicle man leave home night time late body morning find yesterday road day happen death call village drive relative \n",
-      "8\t2.63158\tissue people report medium concern call add raise question action address statement state deal thing problem claim good situation fact \n",
-      "9\t2.63158\tstudent year school education week study teacher form child receive parent staff start add high number scholarship complete yesterday learn \n",
-      "10\t2.63158\tprovincial province election member national people executive western premier guadalcanal candidate constituency vote general day yesterday chief week process registration \n",
-      "11\t2.63158\tmarket food increase local product fishery percent year agriculture industry area export sell farmer produce island resource price high environment \n",
-      "12\t2.63158\twater people island area disaster ship travel boat affect community report village clean damage vessel sea live source resident supply \n",
-      "13\t2.63158\tcompany land pay money log payment issue process landowner claim mining business operation operate accord source letter reveal receive give \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law report community medium suspect continue ramsi commissioner arrest station member information involve \n",
-      "15\t2.63158\tgovernment parliament member public decision leader political bill group opposition current minister national power statement interest corruption cabinet state motion \n",
-      "16\t2.63158\tpeople event country today day church year culture ceremony nation traditional peace life speak live celebration leader hold time celebrate \n",
-      "17\t2.63158\tteam play good game time competition player final match goal today start lead week sport place half stage yesterday host \n",
-      "18\t2.63158\thealth service medical provide support people hospital care include equipment supply team clinic patient receive nurse child facility staff centre \n",
-      "\n",
-      "<700> LL/token: -8.21573\n",
-      "<710> LL/token: -8.21424\n",
-      "<720> LL/token: -8.21592\n",
-      "<730> LL/token: -8.21635\n",
-      "<740> LL/token: -8.21591\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting meet official support leader region government regional security cooperation include sign state agreement discuss assistance delegation \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural build plan building funding ministry complete area year road budget improve construction \n",
-      "2\t2.63158\twoman community training program youth support young child work programme participant train family activity awareness violence knowledge group skill workshop \n",
-      "3\t2.63158\tcourt case charge accuse year allege man public victim matter high prosecution allegedly face yesterday hear order trial evidence lawyer \n",
-      "4\t2.63158\twork business service year local opportunity australian good provide country worker job continue support islander time add serve experience hard \n",
-      "5\t2.63158\tcovid country case border test vaccine public measure risk number record continue remain total positive people follow flight confirm week \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop economy tourism key ensure resource growth national system strategy management investment plan financial sustainable \n",
-      "7\t2.63158\tfamily vehicle man leave home night time late body morning road find yesterday village death call happen day drive house \n",
-      "8\t2.63158\tissue people report medium concern call add raise statement question action address state deal thing good fact claim problem information \n",
-      "9\t2.63158\tstudent year school education week study teacher form child parent receive high staff start number complete add scholarship yesterday learn \n",
-      "10\t2.63158\tprovincial province election member national people western executive premier guadalcanal candidate vote constituency yesterday general day week process chief office \n",
-      "11\t2.63158\tmarket food local increase percent product fishery year agriculture industry sell export country area produce farmer high price resource island \n",
-      "12\t2.63158\twater people island area disaster travel ship boat affect village community report clean live damage vessel sea source resident passenger \n",
-      "13\t2.63158\tcompany land pay issue log money payment process landowner claim mining operation business operate source letter receive accord reveal account \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law report community medium suspect continue ramsi arrest commissioner station member involve security \n",
-      "15\t2.63158\tgovernment parliament member public decision leader political bill group opposition current national minister power corruption interest policy cabinet motion state \n",
-      "16\t2.63158\tpeople event country year day church today culture nation ceremony traditional peace speak live celebration life island time leader hold \n",
-      "17\t2.63158\tteam play good game time competition player final match start goal today lead sport half place stage week yesterday performance \n",
-      "18\t2.63158\thealth service medical support provide people hospital care include equipment supply receive clinic patient nurse team child facility centre doctor \n",
-      "\n",
-      "<750> LL/token: -8.21579\n",
-      "<760> LL/token: -8.21624\n",
-      "<770> LL/token: -8.21716\n",
-      "<780> LL/token: -8.21688\n",
-      "<790> LL/token: -8.2184\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting leader meet official support region government regional include security cooperation sign state discuss agreement assistance issue \n",
-      "1\t2.63158\tproject government development fund support infrastructure work rural build budget plan building funding ministry complete year road area construction improve \n",
-      "2\t2.63158\twoman community training program support youth child young work programme participant train family awareness violence activity important knowledge skill include \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim high public prosecution matter allegedly face yesterday hear order trial evidence lawyer \n",
-      "4\t2.63158\twork business service year local country opportunity australian good tourism provide worker job continue islander add time support serve hard \n",
-      "5\t2.63158\tcovid country case border public test vaccine number continue record measure risk people remain positive total flight follow week confirm \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop economy key system ensure resource national growth strategy plan management investment challenge address financial \n",
-      "7\t2.63158\tfamily vehicle leave man home night late time body morning find village yesterday road day death happen call incident drive \n",
-      "8\t2.63158\tissue people medium report concern call add raise question action statement state address deal thing information claim good responsible situation \n",
-      "9\t2.63158\tstudent school year education week study teacher form staff receive parent child high add start number scholarship complete learn class \n",
-      "10\t2.63158\tprovincial province election member people national western executive premier guadalcanal candidate constituency vote week general day yesterday process chief office \n",
-      "11\t2.63158\tmarket food increase local percent product fishery year agriculture sell export industry farmer produce area high price country island resource \n",
-      "12\t2.63158\twater people island area disaster travel ship boat affect community report village clean damage vessel live sea source resident supply \n",
-      "13\t2.63158\tcompany land pay log money payment issue process landowner claim mining operation business operate reveal letter source accord receive give \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law report suspect continue medium community ramsi arrest commissioner station member information security \n",
-      "15\t2.63158\tgovernment parliament member public decision leader political bill group opposition current national minister power corruption cabinet motion statement interest change \n",
-      "16\t2.63158\tpeople event country year day church today culture nation ceremony traditional peace speak live life celebration island hold great celebrate \n",
-      "17\t2.63158\tteam play good game time competition player match final lead goal today place start week sport half yesterday stage performance \n",
-      "18\t2.63158\thealth service medical provide support people hospital care include equipment supply receive clinic patient team child nurse facility centre doctor \n",
+      "<600> LL/token: -8.20534\n",
+      "<610> LL/token: -8.20644\n",
+      "<620> LL/token: -8.20483\n",
+      "<630> LL/token: -8.20413\n",
+      "<640> LL/token: -8.20502\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget system process ministry bill ensure current consultation review propose service parliament financial year cabinet add reform \n",
+      "1\t2.63158\tmarket increase food percent island year high product local report fishery country area farmer produce price agriculture low sell small \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security cooperation assistance sign mission state include regional agreement region discuss support delegation \n",
+      "3\t2.63158\twoman people community child work youth young family live change leader life violence issue leadership girl peace country good encourage \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal premier issue add continue member leader current week plan yesterday speak confidence \n",
+      "5\t2.63158\tvillage family leave home man find time report late night body morning call happen people area day death house early \n",
+      "6\t2.63158\twater travel disaster people ship boat supply affect passenger service honiara area flight week vessel clean island time source resident \n",
+      "7\t2.63158\tteam good play time game competition start player final match today goal week lead sport place half yesterday point performance \n",
+      "8\t2.63158\tsupport program community training work provide australian programme service include management train participant information skill important awareness conduct knowledge workshop \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote day process yesterday party act office number group chief registration political hold week \n",
+      "10\t2.63158\tdevelopment country economic sector develop support key economy challenge policy resource growth strategy partner opportunity sustainable ensure achieve region global \n",
+      "11\t2.63158\tcompany land business pay money log payment issue landowner worker local mining operation operate receive owner cost process accord give \n",
+      "12\t2.63158\tproject fund development work rural infrastructure service area build road building complete facility funding support provide improve site access construction \n",
+      "13\t2.63158\tevent country year day tourism people culture local church world island ceremony traditional today celebration time visit hold celebrate great \n",
+      "14\t2.63158\tstudent school year education week study teacher staff high form receive parent add start award number scholarship child continue complete \n",
+      "15\t2.63158\tcovid health country case medical hospital service vaccine test emergency people care clinic patient response nurse risk positive measure number \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high victim matter prosecution public face allegedly order yesterday trial hear evidence lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public vehicle operation investigation report medium suspect continue arrest law commissioner station incident community involve information \n",
+      "18\t2.63158\tissue medium report statement decision concern question public call state raise opposition action claim add deal leader corruption matter interest \n",
+      "\n",
+      "<650> LL/token: -8.20452\n",
+      "<660> LL/token: -8.20429\n",
+      "<670> LL/token: -8.20423\n",
+      "<680> LL/token: -8.20483\n",
+      "<690> LL/token: -8.20472\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget system ministry process bill current ensure service propose consultation review parliament year financial cabinet reform committee \n",
+      "1\t2.63158\tmarket increase food percent island year high product report local fishery country area agriculture farmer produce price sell export low \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security assistance sign cooperation include state regional mission agreement region support discuss issue \n",
+      "3\t2.63158\twoman people community child work young youth family live change leader life violence leadership issue good peace girl address encourage \n",
+      "4\t2.63158\tgovernment provincial people province national western executive guadalcanal premier add issue continue work plan leader current yesterday week call member \n",
+      "5\t2.63158\tvillage family leave home report man find night time late body morning call happen people death area house yesterday life \n",
+      "6\t2.63158\twater travel disaster people ship boat supply passenger affect service honiara flight week vessel island clean area time source resident \n",
+      "7\t2.63158\tteam good play time game competition player match final start goal lead week place sport today half yesterday point year \n",
+      "8\t2.63158\tsupport program work training provide community australian programme service include management information train participant important skill awareness conduct knowledge workshop \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote day process yesterday office party act number motion group registration hold chief political \n",
+      "10\t2.63158\tdevelopment country economic sector develop economy key support resource challenge growth strategy policy partner opportunity sustainable global region achieve investment \n",
+      "11\t2.63158\tcompany land business pay money log payment issue worker landowner local operation mining operate process owner receive cost give claim \n",
+      "12\t2.63158\tproject fund development work rural infrastructure service build area road building facility funding complete support provide access site improve year \n",
+      "13\t2.63158\tevent year country day tourism people culture local island today church world ceremony traditional time celebration visit great celebrate hold \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form add receive high parent start award number scholarship complete class learn \n",
+      "15\t2.63158\tcovid health country case medical hospital test vaccine service emergency people care clinic response patient risk nurse positive measure include \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high victim matter public prosecution allegedly face order yesterday trial hear lawyer evidence \n",
+      "17\t2.63158\tpolice officer rsipf force public vehicle operation investigation medium suspect report law continue arrest commissioner incident station community involve act \n",
+      "18\t2.63158\tissue medium report statement concern decision question public call state raise opposition action claim leader deal add corruption interest matter \n",
+      "\n",
+      "<700> LL/token: -8.2043\n",
+      "<710> LL/token: -8.20458\n",
+      "<720> LL/token: -8.20406\n",
+      "<730> LL/token: -8.20321\n",
+      "<740> LL/token: -8.20422\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget system process ministry bill current service ensure consultation propose review financial cabinet parliament year add reform \n",
+      "1\t2.63158\tmarket increase food percent island year high local product fishery report country area agriculture farmer produce price sell export industry \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security assistance cooperation sign mission state regional agreement include support region issue discuss \n",
+      "3\t2.63158\twoman people community child work young youth family live leader change violence life leadership peace issue girl encourage good group \n",
+      "4\t2.63158\tgovernment people provincial province national western executive guadalcanal premier issue add continue work plan good current week leader speak yesterday \n",
+      "5\t2.63158\tvillage family leave home report man find night time late body happen call morning people death yesterday life house day \n",
+      "6\t2.63158\twater travel disaster ship boat service people supply passenger affect area flight vessel week clean honiara island time source resident \n",
+      "7\t2.63158\tteam good play time game competition final start player match week lead goal sport place half today yesterday performance point \n",
+      "8\t2.63158\tsupport program work training provide community australian programme include management service information train participant important conduct skill awareness knowledge workshop \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote day yesterday process party act group office motion number registration political chief hold \n",
+      "10\t2.63158\tdevelopment country economic sector develop economy key support challenge policy resource growth strategy partner opportunity achieve sustainable region global investment \n",
+      "11\t2.63158\tcompany land business pay money log payment issue worker landowner mining local operation operate process receive cost owner give grant \n",
+      "12\t2.63158\tproject fund development work rural infrastructure service area build road building support complete facility funding provide access site improve year \n",
+      "13\t2.63158\tevent year country day tourism people culture local island world church ceremony today traditional celebration time visit great celebrate host \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form high receive add parent start number award scholarship work continue complete \n",
+      "15\t2.63158\tcovid health country medical case hospital service test vaccine emergency people clinic patient care response risk nurse positive measure include \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter victim public prosecution allegedly face order yesterday hear trial evidence lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle report investigation medium suspect law arrest continue incident commissioner station involve community information \n",
+      "18\t2.63158\tissue medium report statement concern decision question public call state raise claim opposition action deal leader add corruption interest matter \n",
       "\n"
      ]
     },
@@ -7470,83 +6834,83 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<800> LL/token: -8.21731\n",
-      "<810> LL/token: -8.2177\n",
-      "<820> LL/token: -8.21612\n",
-      "<830> LL/token: -8.21505\n",
-      "<840> LL/token: -8.21688\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting leader meet official support government region include regional security cooperation sign state discuss issue agreement assistance \n",
-      "1\t2.63158\tgovernment project development fund support work infrastructure rural build budget year building plan funding complete ministry road area construction provide \n",
-      "2\t2.63158\twoman community training program support youth young child work programme participant train activity awareness family violence knowledge skill important people \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim public matter high prosecution allegedly face yesterday hear order trial evidence lawyer \n",
-      "4\t2.63158\twork business service local year country opportunity tourism australian good provide job continue worker support islander time add serve hard \n",
-      "5\t2.63158\tcovid country case border public test vaccine number continue measure risk follow record positive remain total flight people health pandemic \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop economy key ensure national system resource growth strategy plan management impact investment address sustainable \n",
-      "7\t2.63158\tfamily vehicle man home leave night time late morning body village yesterday road find happen death call day drive relative \n",
-      "8\t2.63158\tissue people report medium concern call add raise statement question action address deal state claim thing information fact situation responsible \n",
-      "9\t2.63158\tstudent school year education week study teacher form staff add child parent high receive start scholarship number learn complete class \n",
-      "10\t2.63158\tprovincial province election member people national western executive premier guadalcanal candidate vote constituency general day week yesterday process chief office \n",
-      "11\t2.63158\tmarket food increase local percent product fishery year agriculture export sell produce farmer area high price resource industry country island \n",
-      "12\t2.63158\twater people island area disaster ship travel boat affect report community village clean damage live sea vessel source supply trip \n",
-      "13\t2.63158\tcompany land pay log issue payment money process landowner mining claim operation operate reveal letter receive business source accord give \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law report suspect continue medium community ramsi commissioner arrest station member information incident \n",
-      "15\t2.63158\tgovernment parliament member public decision leader political bill group opposition current minister national power corruption state interest cabinet motion statement \n",
-      "16\t2.63158\tpeople event country year church day today culture ceremony nation traditional world peace speak island live celebration life great hold \n",
-      "17\t2.63158\tteam play good game time competition final player match start today goal lead week sport place half yesterday stage performance \n",
-      "18\t2.63158\thealth service medical support provide people hospital care include equipment supply receive clinic team patient nurse child facility centre work \n",
-      "\n",
-      "<850> LL/token: -8.21571\n",
-      "<860> LL/token: -8.21579\n",
-      "<870> LL/token: -8.21529\n",
-      "<880> LL/token: -8.21536\n",
-      "<890> LL/token: -8.21521\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting leader official meet support government region regional security cooperation include sign state discuss agreement issue assistance \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural build budget plan year ministry building funding complete road area construction improve \n",
-      "2\t2.63158\twoman community training program support youth work young child programme train participant family awareness activity violence knowledge skill important group \n",
-      "3\t2.63158\tcourt case charge accuse year allege man victim high public prosecution matter allegedly face yesterday hear trial order evidence lawyer \n",
-      "4\t2.63158\twork business service country local opportunity year tourism provide australian good job worker continue islander add support time hard offer \n",
-      "5\t2.63158\tcovid country case border public test vaccine number continue record measure remain risk follow week positive flight people total day \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop economy key ensure resource national system growth strategy management plan address financial impact support \n",
-      "7\t2.63158\tfamily vehicle man leave home night time find late body morning village road yesterday happen call day death drive early \n",
-      "8\t2.63158\tissue people report medium concern call add raise statement question action address state deal claim information thing responsible fact situation \n",
-      "9\t2.63158\tstudent year school education week study teacher form child staff receive parent high add start complete scholarship number yesterday learn \n",
-      "10\t2.63158\tprovincial province election member people national western executive premier guadalcanal candidate vote constituency general day week yesterday process chief office \n",
-      "11\t2.63158\tmarket food increase local percent product fishery year agriculture area sell island export farmer produce high price resource industry fish \n",
-      "12\t2.63158\twater people island area disaster ship boat travel affect community report village clean damage vessel sea live source resident supply \n",
-      "13\t2.63158\tcompany land pay log issue money payment process landowner mining claim operation operate letter receive reveal accord business source account \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law report medium continue suspect community ramsi commissioner arrest station information security member \n",
-      "15\t2.63158\tgovernment parliament member public decision leader political bill group opposition current minister power national corruption cabinet interest motion change confidence \n",
-      "16\t2.63158\tpeople event country year church day today culture ceremony nation traditional world peace speak live celebration life great island celebrate \n",
-      "17\t2.63158\tteam play good game time competition player match start final today goal lead sport week place half stage yesterday year \n",
-      "18\t2.63158\thealth service medical provide support people hospital care include equipment supply receive clinic patient child nurse facility team work staff \n",
-      "\n",
-      "<900> LL/token: -8.21519\n",
-      "<910> LL/token: -8.21541\n",
-      "<920> LL/token: -8.21617\n",
-      "<930> LL/token: -8.21558\n",
-      "<940> LL/token: -8.21477\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting support meet leader official government region regional security include cooperation sign state agreement discuss issue assistance \n",
-      "1\t2.63158\tproject government development fund support work infrastructure rural build budget building ministry funding year plan complete road area construction improve \n",
-      "2\t2.63158\twoman community training program support youth work young child programme train participant activity awareness family violence skill knowledge important workshop \n",
-      "3\t2.63158\tcourt case charge accuse year allege man high public victim matter prosecution allegedly face yesterday hear order trial represent evidence \n",
-      "4\t2.63158\twork business service local country opportunity tourism year australian provide good job worker continue islander add support time offer hard \n",
-      "5\t2.63158\tcovid country case border public test vaccine continue number measure week risk people record remain flight positive total confirm follow \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop economy key ensure national system resource growth plan strategy address management challenge sustainable level \n",
-      "7\t2.63158\tfamily vehicle man home leave night village time late find body morning yesterday road day call death happen drive incident \n",
-      "8\t2.63158\tissue people report medium concern call add raise statement question action address deal state claim information thing fact responsible good \n",
-      "9\t2.63158\tstudent year school education week study teacher form staff receive child parent add start high award scholarship complete learn number \n",
-      "10\t2.63158\tprovincial province election member national people western executive premier guadalcanal candidate vote constituency general day week yesterday process chief office \n",
-      "11\t2.63158\tmarket food increase local percent product fishery year agriculture area sell export farmer produce high country price island resource fish \n",
-      "12\t2.63158\twater people island area disaster ship boat affect community travel report clean damage village live sea vessel source resident supply \n",
-      "13\t2.63158\tcompany land pay log issue money payment process landowner mining claim operation accord reveal letter receive operate business sign account \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law medium continue suspect commissioner community report arrest ramsi station member information security \n",
-      "15\t2.63158\tgovernment parliament member public decision leader political bill group opposition current minister power national corruption law interest cabinet confidence motion \n",
-      "16\t2.63158\tpeople event country year church day today culture nation ceremony world traditional peace speak live celebration life great time island \n",
-      "17\t2.63158\tteam good play game time competition final player match place start today lead goal week sport half yesterday stage year \n",
-      "18\t2.63158\thealth service medical support provide people hospital include care equipment supply clinic patient receive team nurse child facility staff work \n",
+      "<750> LL/token: -8.20453\n",
+      "<760> LL/token: -8.20406\n",
+      "<770> LL/token: -8.20323\n",
+      "<780> LL/token: -8.20489\n",
+      "<790> LL/token: -8.20435\n",
+      "\n",
+      "0\t2.63158\tgovernment public policy budget process system ministry bill current ensure consultation review parliament year propose financial service cabinet reform committee \n",
+      "1\t2.63158\tmarket increase food percent island year high local product fishery report country area farmer agriculture produce export industry sell price \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security sign cooperation assistance state include issue mission agreement regional discuss region delegation \n",
+      "3\t2.63158\twoman community people child work young youth family live leader change life violence leadership peace issue girl good group encourage \n",
+      "4\t2.63158\tgovernment people provincial province national western executive guadalcanal premier add issue continue work plan current good speak week member yesterday \n",
+      "5\t2.63158\tvillage family home leave man find report night time late body call happen people morning death area house life day \n",
+      "6\t2.63158\twater travel disaster ship boat people passenger supply affect service area flight week vessel island clean honiara source resident time \n",
+      "7\t2.63158\tteam good play time game competition player match final start lead goal sport today half place week yesterday point performance \n",
+      "8\t2.63158\tsupport program work training provide service australian include management programme important train community information participant skill conduct awareness knowledge opportunity \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote day yesterday process act party office motion registration today group political number hold \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy support challenge policy resource growth strategy partner opportunity impact sustainable achieve global region \n",
+      "11\t2.63158\tcompany land business pay money log payment issue worker landowner local mining operation operate process receive owner claim give dollar \n",
+      "12\t2.63158\tproject fund development work rural infrastructure service area build road building support facility complete funding provide access improve site community \n",
+      "13\t2.63158\tevent year country day people tourism culture local island today world ceremony traditional time church visit celebration great celebrate hold \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form add receive high parent number start award scholarship job learn continue \n",
+      "15\t2.63158\tcovid health country case medical hospital test vaccine service emergency care response clinic patient people risk nurse positive number virus \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter victim public prosecution face allegedly yesterday order trial hear represent lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation report medium suspect arrest law continue incident commissioner station involve information community \n",
+      "18\t2.63158\tissue medium report statement concern decision question public call state raise opposition action claim add leader deal corruption group interest \n",
+      "\n",
+      "<800> LL/token: -8.20536\n",
+      "<810> LL/token: -8.20573\n",
+      "<820> LL/token: -8.20557\n",
+      "<830> LL/token: -8.20643\n",
+      "<840> LL/token: -8.20485\n",
+      "\n",
+      "0\t2.63158\tgovernment policy public budget process system ministry bill current consultation service review ensure year financial propose parliament cabinet committee reform \n",
+      "1\t2.63158\tmarket increase food percent year island high local product fishery country area agriculture report farmer industry produce export sell price \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security cooperation assistance state sign mission include regional agreement issue discuss region support \n",
+      "3\t2.63158\tcommunity woman people child work youth young family leader live change violence life leadership issue peace girl group encourage address \n",
+      "4\t2.63158\tgovernment people provincial province national western executive guadalcanal premier add issue continue plan work good speak current week yesterday address \n",
+      "5\t2.63158\tvillage family leave home man find time night late report body people morning call happen death life early day house \n",
+      "6\t2.63158\twater travel disaster ship boat affect people passenger area supply service flight week vessel island clean honiara damage source resident \n",
+      "7\t2.63158\tteam good play time game competition player match final start place goal lead sport today half week yesterday point performance \n",
+      "8\t2.63158\tsupport program work training provide service australian include programme management information train important participant skill conduct awareness knowledge workshop opportunity \n",
+      "9\t2.63158\tmember election parliament general candidate vote constituency day yesterday process act party office motion registration political number chief group today \n",
+      "10\t2.63158\tdevelopment country economic sector develop economy key support resource challenge policy growth partner strategy sustainable global achieve region opportunity impact \n",
+      "11\t2.63158\tcompany land business pay money log payment issue worker landowner local operation mining operate process owner receive claim grant cost \n",
+      "12\t2.63158\tproject fund development work rural infrastructure service area build road support building facility funding complete provide access site improve construction \n",
+      "13\t2.63158\tevent country year day tourism people culture local island world today ceremony traditional church visit celebration time great hold celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form high add receive start parent number award scholarship job complete continue \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine emergency response care clinic patient risk people nurse measure positive include \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter victim prosecution public face allegedly yesterday order trial hear count lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public vehicle operation investigation report medium suspect law arrest continue commissioner incident station involve information act \n",
+      "18\t2.63158\tissue medium report statement concern decision public question state call raise opposition action claim add deal leader corruption interest matter \n",
+      "\n",
+      "<850> LL/token: -8.20556\n",
+      "<860> LL/token: -8.2062\n",
+      "<870> LL/token: -8.20517\n",
+      "<880> LL/token: -8.20501\n",
+      "<890> LL/token: -8.20485\n",
+      "\n",
+      "0\t2.63158\tgovernment public policy budget process system ministry bill current consultation review parliament ensure year financial service propose cabinet reform committee \n",
+      "1\t2.63158\tmarket increase food percent island local high year product fishery report agriculture area sell farmer country industry export produce price \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security cooperation assistance state regional sign include mission agreement region issue discuss delegation \n",
+      "3\t2.63158\tcommunity woman people child work youth young family leader live change violence issue life peace leadership girl group encourage good \n",
+      "4\t2.63158\tgovernment people provincial province national western executive guadalcanal premier add continue issue work good plan current speak week yesterday member \n",
+      "5\t2.63158\tvillage family home leave man time find night late people body report call happen morning life death area house relative \n",
+      "6\t2.63158\twater travel disaster ship boat affect passenger service supply area island flight vessel week clean people honiara source damage time \n",
+      "7\t2.63158\tteam good play time game start competition player match final lead week goal sport today place half point yesterday stage \n",
+      "8\t2.63158\tsupport program work training provide service australian include management programme information train participant skill important conduct knowledge awareness workshop opportunity \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote day yesterday act process party office group number motion political registration today confidence \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy resource challenge support policy partner growth strategy opportunity sustainable region impact global investment \n",
+      "11\t2.63158\tcompany land business pay money log payment issue worker landowner mining operation local receive operate process owner claim give sign \n",
+      "12\t2.63158\tproject fund development work rural infrastructure service area build support road building facility complete funding provide access improve site community \n",
+      "13\t2.63158\tevent country year day people tourism culture local island ceremony today traditional world church visit celebration time hold great celebrate \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form add high receive parent number start award scholarship job complete learn \n",
+      "15\t2.63158\tcovid health country case medical hospital service test vaccine emergency response people clinic risk patient care nurse measure number positive \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high matter victim public prosecution face allegedly yesterday order trial hear lawyer evidence \n",
+      "17\t2.63158\tpolice officer rsipf force public vehicle operation investigation medium report suspect law incident arrest continue commissioner station involve information security \n",
+      "18\t2.63158\tissue medium report statement decision concern question public call state opposition raise claim action leader deal add corruption interest matter \n",
       "\n"
      ]
     },
@@ -7554,35 +6918,61 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<950> LL/token: -8.2152\n",
-      "<960> LL/token: -8.21571\n",
-      "<970> LL/token: -8.21584\n",
-      "<980> LL/token: -8.2147\n",
-      "<990> LL/token: -8.21498\n",
-      "\n",
-      "0\t2.63158\tcountry visit island meeting leader official support meet government region regional security cooperation include sign issue state agreement discuss assistance \n",
-      "1\t2.63158\tgovernment project development fund support work infrastructure rural budget build plan year building funding ministry complete road area construction improve \n",
-      "2\t2.63158\twoman community training program support youth work young child programme train participant important awareness skill family activity violence knowledge role \n",
-      "3\t2.63158\tcourt case charge accuse year allege man public victim high prosecution matter allegedly face yesterday hear order trial evidence represent \n",
-      "4\t2.63158\twork business service local country opportunity tourism year provide australian worker job good islander continue time add experience support offer \n",
-      "5\t2.63158\tcovid country case border test vaccine public continue number measure record remain risk flight week people follow total positive travel \n",
-      "6\t2.63158\tdevelopment economic policy country sector develop key ensure national economy resource system growth plan strategy management challenge address support impact \n",
-      "7\t2.63158\tfamily vehicle man leave home night time late body yesterday village morning road find death call happen day incident drive \n",
-      "8\t2.63158\tissue people report medium concern call add raise statement question action state deal address claim thing situation information good fact \n",
-      "9\t2.63158\tstudent year school education week study teacher form staff receive add high parent child award start scholarship complete number learn \n",
-      "10\t2.63158\tprovincial province election member people national western executive premier guadalcanal candidate vote general constituency day yesterday week process chief office \n",
-      "11\t2.63158\tmarket food increase percent local product fishery year agriculture sell area export farmer produce high island price country resource fish \n",
-      "12\t2.63158\twater people island area disaster ship boat community affect travel report village clean damage live sea vessel supply resident source \n",
-      "13\t2.63158\tcompany land pay log money payment issue process landowner mining operation claim reveal accord receive letter operate document sign license \n",
-      "14\t2.63158\tpolice officer rsipf force public operation investigation law medium continue report suspect community commissioner ramsi arrest station member security information \n",
-      "15\t2.63158\tgovernment parliament member public decision leader political bill group opposition current minister power national corruption interest cabinet motion confidence change \n",
-      "16\t2.63158\tpeople event year country church day today culture ceremony nation traditional world peace speak live celebration life island great celebrate \n",
-      "17\t2.63158\tteam play good time game competition final player match start goal today lead sport place half stage week yesterday performance \n",
-      "18\t2.63158\thealth service medical support provide people hospital care equipment include child supply receive clinic patient team nurse facility staff work \n",
-      "\n",
-      "<1000> LL/token: -8.21491\n",
-      "\n",
-      "Total time: 2 minutes 10 seconds\n"
+      "<900> LL/token: -8.20496\n",
+      "<910> LL/token: -8.20633\n",
+      "<920> LL/token: -8.20601\n",
+      "<930> LL/token: -8.20701\n",
+      "<940> LL/token: -8.20774\n",
+      "\n",
+      "0\t2.63158\tgovernment public policy budget system process ministry bill current consultation review parliament service ensure financial propose year cabinet committee reform \n",
+      "1\t2.63158\tmarket increase food percent island local high year product fishery country agriculture farmer export produce industry sell area price report \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security assistance cooperation sign regional state include mission region support agreement issue discuss \n",
+      "3\t2.63158\tcommunity woman people child work young youth family leader live change violence life peace leadership issue group encourage girl speak \n",
+      "4\t2.63158\tgovernment people provincial province national western executive guadalcanal premier add issue continue work plan good current week yesterday speak forward \n",
+      "5\t2.63158\tfamily village home leave find man night time late people body call report happen morning area death day life early \n",
+      "6\t2.63158\twater travel disaster ship boat passenger affect supply service island flight people area vessel clean week honiara resident damage source \n",
+      "7\t2.63158\tteam good play time game competition start player match final goal lead week sport today place half yesterday year performance \n",
+      "8\t2.63158\tsupport program work training provide service australian management include programme information train participant skill important conduct knowledge opportunity workshop assist \n",
+      "9\t2.63158\tmember election parliament general candidate constituency vote yesterday day process party office act motion number registration political today chief confidence \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy policy challenge resource support growth strategy partner achieve sustainable region opportunity global impact \n",
+      "11\t2.63158\tcompany land business pay money log issue payment worker landowner mining operation local process operate receive owner claim dollar give \n",
+      "12\t2.63158\tproject fund development work rural infrastructure support service area build road building provide facility funding complete access site improve year \n",
+      "13\t2.63158\tevent year country day tourism people culture local island today world ceremony time traditional church visit celebration great nation hold \n",
+      "14\t2.63158\tstudent school year education week study teacher form staff add high receive start parent number award job scholarship continue complete \n",
+      "15\t2.63158\tcovid health country case medical hospital test vaccine service emergency response people clinic patient care risk nurse measure positive virus \n",
+      "16\t2.63158\tcourt case charge accuse year allege man high victim matter prosecution public allegedly face yesterday order trial hear count lawyer \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation report medium suspect law arrest incident continue commissioner station involve information act \n",
+      "18\t2.63158\tissue medium statement decision concern report question public call state opposition action raise claim leader add deal corruption interest matter \n",
+      "\n",
+      "<950> LL/token: -8.2084\n",
+      "<960> LL/token: -8.20682\n",
+      "<970> LL/token: -8.20798\n",
+      "<980> LL/token: -8.20662\n",
+      "<990> LL/token: -8.20745\n",
+      "\n",
+      "0\t2.63158\tgovernment public policy budget process system ministry bill ensure current consultation review year service financial parliament cabinet reform propose committee \n",
+      "1\t2.63158\tmarket increase food percent year island local high product fishery country agriculture export farmer sell industry area produce price report \n",
+      "2\t2.63158\tcountry visit island meeting leader official meet security cooperation assistance state sign regional include mission region issue agreement discuss support \n",
+      "3\t2.63158\tcommunity woman people child work young youth family leader live change violence issue leadership life peace group girl encourage address \n",
+      "4\t2.63158\tgovernment people provincial province national western executive guadalcanal premier add issue continue work plan good speak current week address yesterday \n",
+      "5\t2.63158\tfamily village home leave time man find people night late body report call morning happen death life day area early \n",
+      "6\t2.63158\twater travel disaster ship boat passenger affect service supply area people flight island vessel clean honiara time week source damage \n",
+      "7\t2.63158\tteam good play time game competition start player match final week lead today goal place sport half yesterday performance point \n",
+      "8\t2.63158\tsupport program work training provide service australian include management programme information train participant important skill conduct opportunity knowledge workshop assist \n",
+      "9\t2.63158\tmember election parliament general candidate yesterday vote constituency day process party office act group motion number registration today political chief \n",
+      "10\t2.63158\tdevelopment country economic sector develop key economy challenge resource policy growth support strategy partner opportunity global achieve sustainable region impact \n",
+      "11\t2.63158\tcompany land business pay money log issue payment worker landowner operation mining local operate process receive claim owner give accord \n",
+      "12\t2.63158\tproject fund development work rural infrastructure area support build road service building facility provide funding complete access site improve year \n",
+      "13\t2.63158\tevent country year day people tourism local culture island today world traditional ceremony celebration visit great time church celebrate hold \n",
+      "14\t2.63158\tstudent school year education week study teacher staff form high receive add parent number start job scholarship award continue complete \n",
+      "15\t2.63158\tcovid health country medical case hospital service test vaccine emergency response clinic people care patient risk nurse positive measure continue \n",
+      "16\t2.63158\tcourt case charge accuse year allege man victim high matter prosecution public allegedly face yesterday order trial hear lawyer count \n",
+      "17\t2.63158\tpolice officer rsipf force public operation vehicle investigation report medium suspect law incident arrest commissioner continue station involve information act \n",
+      "18\t2.63158\tissue medium statement decision concern report question public call state action raise claim add opposition leader deal corruption interest matter \n",
+      "\n",
+      "<1000> LL/token: -8.20744\n",
+      "\n",
+      "Total time: 2 minutes 8 seconds\n"
      ]
     }
    ],
@@ -7600,54 +6990,52 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 77,
    "id": "fafab941",
-   "metadata": {
-    "scrolled": true
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "[(0,\n",
-       "  '0.030*\"business\" + 0.023*\"country\" + 0.022*\"market\" + 0.022*\"increase\" + 0.015*\"year\" + 0.015*\"tourism\" + 0.014*\"percent\" + 0.013*\"economy\" + 0.012*\"economic\" + 0.012*\"industry\"'),\n",
+       "  '0.040*\"court\" + 0.030*\"case\" + 0.026*\"charge\" + 0.025*\"man\" + 0.025*\"accuse\" + 0.021*\"year\" + 0.019*\"allege\" + 0.017*\"victim\" + 0.014*\"matter\" + 0.014*\"prosecution\"'),\n",
        " (1,\n",
-       "  '0.052*\"government\" + 0.030*\"land\" + 0.024*\"parliament\" + 0.019*\"decision\" + 0.018*\"member\" + 0.018*\"issue\" + 0.015*\"group\" + 0.015*\"meeting\" + 0.013*\"bill\" + 0.012*\"minister\"'),\n",
+       "  '0.032*\"water\" + 0.025*\"people\" + 0.024*\"area\" + 0.019*\"island\" + 0.014*\"disaster\" + 0.012*\"village\" + 0.012*\"affect\" + 0.011*\"live\" + 0.011*\"report\" + 0.009*\"find\"'),\n",
        " (2,\n",
-       "  '0.032*\"development\" + 0.026*\"country\" + 0.021*\"policy\" + 0.014*\"develop\" + 0.013*\"region\" + 0.012*\"regional\" + 0.012*\"economic\" + 0.011*\"resource\" + 0.010*\"key\" + 0.010*\"plan\"'),\n",
+       "  '0.023*\"travel\" + 0.020*\"road\" + 0.017*\"vehicle\" + 0.014*\"honiara\" + 0.013*\"week\" + 0.013*\"time\" + 0.012*\"ship\" + 0.012*\"boat\" + 0.012*\"day\" + 0.011*\"yesterday\"'),\n",
        " (3,\n",
-       "  '0.031*\"water\" + 0.022*\"island\" + 0.022*\"area\" + 0.018*\"people\" + 0.017*\"food\" + 0.017*\"community\" + 0.014*\"disaster\" + 0.011*\"affect\" + 0.009*\"supply\" + 0.008*\"environment\"'),\n",
+       "  '0.023*\"issue\" + 0.022*\"medium\" + 0.019*\"decision\" + 0.018*\"leader\" + 0.018*\"statement\" + 0.015*\"concern\" + 0.015*\"government\" + 0.014*\"call\" + 0.014*\"state\" + 0.013*\"public\"'),\n",
        " (4,\n",
-       "  '0.026*\"family\" + 0.026*\"people\" + 0.019*\"time\" + 0.017*\"home\" + 0.015*\"leave\" + 0.015*\"man\" + 0.013*\"day\" + 0.013*\"village\" + 0.012*\"late\" + 0.012*\"life\"'),\n",
+       "  '0.226*\"government\" + 0.075*\"provincial\" + 0.061*\"province\" + 0.041*\"national\" + 0.033*\"people\" + 0.022*\"western\" + 0.019*\"executive\" + 0.017*\"issue\" + 0.016*\"premier\" + 0.014*\"guadalcanal\"'),\n",
        " (5,\n",
-       "  '0.055*\"woman\" + 0.044*\"community\" + 0.032*\"training\" + 0.024*\"program\" + 0.020*\"work\" + 0.018*\"youth\" + 0.018*\"child\" + 0.016*\"people\" + 0.016*\"young\" + 0.012*\"opportunity\"'),\n",
+       "  '0.116*\"police\" + 0.065*\"officer\" + 0.027*\"rsipf\" + 0.021*\"force\" + 0.019*\"report\" + 0.016*\"operation\" + 0.015*\"investigation\" + 0.014*\"security\" + 0.014*\"medium\" + 0.013*\"incident\"'),\n",
        " (6,\n",
-       "  '0.043*\"covid\" + 0.042*\"health\" + 0.027*\"country\" + 0.021*\"case\" + 0.020*\"medical\" + 0.013*\"hospital\" + 0.012*\"people\" + 0.010*\"emergency\" + 0.010*\"test\" + 0.010*\"vaccine\"'),\n",
+       "  '0.039*\"company\" + 0.036*\"land\" + 0.027*\"issue\" + 0.015*\"log\" + 0.011*\"sign\" + 0.011*\"order\" + 0.010*\"operation\" + 0.010*\"landowner\" + 0.010*\"business\" + 0.010*\"process\"'),\n",
        " (7,\n",
-       "  '0.121*\"police\" + 0.060*\"officer\" + 0.027*\"rsipf\" + 0.022*\"force\" + 0.016*\"vehicle\" + 0.015*\"investigation\" + 0.014*\"operation\" + 0.014*\"community\" + 0.014*\"report\" + 0.013*\"incident\"'),\n",
+       "  '0.036*\"year\" + 0.028*\"government\" + 0.023*\"public\" + 0.021*\"pay\" + 0.019*\"money\" + 0.019*\"budget\" + 0.018*\"report\" + 0.018*\"fund\" + 0.017*\"service\" + 0.016*\"financial\"'),\n",
        " (8,\n",
-       "  '0.040*\"public\" + 0.030*\"issue\" + 0.030*\"report\" + 0.025*\"medium\" + 0.019*\"statement\" + 0.019*\"concern\" + 0.014*\"raise\" + 0.014*\"call\" + 0.013*\"question\" + 0.012*\"add\"'),\n",
+       "  '0.046*\"team\" + 0.017*\"good\" + 0.016*\"play\" + 0.016*\"time\" + 0.014*\"game\" + 0.011*\"start\" + 0.010*\"competition\" + 0.010*\"player\" + 0.010*\"match\" + 0.010*\"final\"'),\n",
        " (9,\n",
-       "  '0.095*\"support\" + 0.058*\"work\" + 0.043*\"service\" + 0.042*\"provide\" + 0.026*\"continue\" + 0.025*\"assistance\" + 0.021*\"australian\" + 0.017*\"government\" + 0.016*\"program\" + 0.016*\"ensure\"'),\n",
+       "  '0.056*\"country\" + 0.039*\"visit\" + 0.034*\"island\" + 0.020*\"official\" + 0.016*\"event\" + 0.015*\"tourism\" + 0.013*\"include\" + 0.013*\"meet\" + 0.012*\"local\" + 0.012*\"culture\"'),\n",
        " (10,\n",
-       "  '0.040*\"company\" + 0.018*\"travel\" + 0.017*\"operation\" + 0.016*\"log\" + 0.013*\"operate\" + 0.012*\"ship\" + 0.011*\"worker\" + 0.011*\"local\" + 0.011*\"passenger\" + 0.011*\"boat\"'),\n",
+       "  '0.042*\"covid\" + 0.042*\"health\" + 0.021*\"country\" + 0.021*\"case\" + 0.020*\"medical\" + 0.013*\"hospital\" + 0.011*\"people\" + 0.010*\"emergency\" + 0.010*\"test\" + 0.010*\"vaccine\"'),\n",
        " (11,\n",
-       "  '0.052*\"member\" + 0.040*\"election\" + 0.019*\"day\" + 0.018*\"general\" + 0.018*\"week\" + 0.016*\"constituency\" + 0.015*\"people\" + 0.015*\"yesterday\" + 0.015*\"process\" + 0.014*\"today\"'),\n",
+       "  '0.071*\"project\" + 0.053*\"support\" + 0.036*\"development\" + 0.033*\"work\" + 0.026*\"provide\" + 0.024*\"service\" + 0.019*\"infrastructure\" + 0.017*\"rural\" + 0.017*\"fund\" + 0.017*\"build\"'),\n",
        " (12,\n",
-       "  '0.078*\"project\" + 0.036*\"fund\" + 0.033*\"development\" + 0.026*\"work\" + 0.021*\"infrastructure\" + 0.019*\"rural\" + 0.018*\"build\" + 0.017*\"area\" + 0.017*\"road\" + 0.016*\"building\"'),\n",
+       "  '0.058*\"student\" + 0.052*\"school\" + 0.037*\"training\" + 0.029*\"year\" + 0.028*\"education\" + 0.017*\"program\" + 0.017*\"staff\" + 0.016*\"study\" + 0.015*\"week\" + 0.015*\"teacher\"'),\n",
        " (13,\n",
-       "  '0.063*\"country\" + 0.033*\"visit\" + 0.029*\"leader\" + 0.027*\"people\" + 0.020*\"island\" + 0.018*\"nation\" + 0.013*\"official\" + 0.012*\"church\" + 0.011*\"peace\" + 0.010*\"culture\"'),\n",
+       "  '0.030*\"business\" + 0.023*\"country\" + 0.021*\"increase\" + 0.016*\"economic\" + 0.015*\"market\" + 0.015*\"economy\" + 0.014*\"local\" + 0.013*\"sector\" + 0.011*\"industry\" + 0.011*\"percent\"'),\n",
        " (14,\n",
-       "  '0.061*\"student\" + 0.056*\"year\" + 0.056*\"school\" + 0.029*\"education\" + 0.018*\"week\" + 0.017*\"study\" + 0.016*\"teacher\" + 0.015*\"staff\" + 0.013*\"receive\" + 0.013*\"form\"'),\n",
+       "  '0.064*\"people\" + 0.031*\"year\" + 0.019*\"work\" + 0.018*\"time\" + 0.017*\"country\" + 0.016*\"today\" + 0.015*\"good\" + 0.013*\"family\" + 0.013*\"serve\" + 0.012*\"church\"'),\n",
        " (15,\n",
-       "  '0.205*\"government\" + 0.076*\"provincial\" + 0.063*\"province\" + 0.058*\"people\" + 0.039*\"national\" + 0.024*\"western\" + 0.020*\"budget\" + 0.017*\"executive\" + 0.016*\"guadalcanal\" + 0.016*\"premier\"'),\n",
+       "  '0.063*\"community\" + 0.059*\"woman\" + 0.033*\"child\" + 0.022*\"people\" + 0.020*\"young\" + 0.020*\"work\" + 0.020*\"youth\" + 0.017*\"family\" + 0.016*\"support\" + 0.013*\"activity\"'),\n",
        " (16,\n",
-       "  '0.041*\"team\" + 0.019*\"event\" + 0.016*\"good\" + 0.016*\"play\" + 0.014*\"time\" + 0.013*\"game\" + 0.010*\"host\" + 0.010*\"competition\" + 0.009*\"player\" + 0.009*\"match\"'),\n",
+       "  '0.030*\"development\" + 0.023*\"country\" + 0.021*\"policy\" + 0.013*\"develop\" + 0.012*\"support\" + 0.012*\"regional\" + 0.011*\"region\" + 0.011*\"ensure\" + 0.010*\"partner\" + 0.010*\"key\"'),\n",
        " (17,\n",
-       "  '0.042*\"court\" + 0.032*\"case\" + 0.028*\"charge\" + 0.026*\"accuse\" + 0.022*\"year\" + 0.020*\"allege\" + 0.018*\"man\" + 0.016*\"high\" + 0.015*\"victim\" + 0.014*\"matter\"')]"
+       "  '0.053*\"member\" + 0.037*\"parliament\" + 0.037*\"election\" + 0.016*\"constituency\" + 0.015*\"bill\" + 0.014*\"process\" + 0.014*\"general\" + 0.013*\"candidate\" + 0.013*\"vote\" + 0.012*\"yesterday\"')]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7659,88 +7047,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "dc4beb73",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[17], line 7\u001b[0m\n\u001b[1;32m      5\u001b[0m     topics_df \u001b[38;5;241m=\u001b[39m temp_df\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m----> 7\u001b[0m     topics_df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconcat\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mtopics_df\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemp_df\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/reshape/concat.py:385\u001b[0m, in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[1;32m    370\u001b[0m     copy \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m    372\u001b[0m op \u001b[38;5;241m=\u001b[39m _Concatenator(\n\u001b[1;32m    373\u001b[0m     objs,\n\u001b[1;32m    374\u001b[0m     axis\u001b[38;5;241m=\u001b[39maxis,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    382\u001b[0m     sort\u001b[38;5;241m=\u001b[39msort,\n\u001b[1;32m    383\u001b[0m )\n\u001b[0;32m--> 385\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/reshape/concat.py:616\u001b[0m, in \u001b[0;36m_Concatenator.get_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    612\u001b[0m             indexers[ax] \u001b[38;5;241m=\u001b[39m obj_labels\u001b[38;5;241m.\u001b[39mget_indexer(new_labels)\n\u001b[1;32m    614\u001b[0m     mgrs_indexers\u001b[38;5;241m.\u001b[39mappend((obj\u001b[38;5;241m.\u001b[39m_mgr, indexers))\n\u001b[0;32m--> 616\u001b[0m new_data \u001b[38;5;241m=\u001b[39m \u001b[43mconcatenate_managers\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    617\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmgrs_indexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnew_axes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconcat_axis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbm_axis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\n\u001b[1;32m    618\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    619\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m using_copy_on_write():\n\u001b[1;32m    620\u001b[0m     new_data\u001b[38;5;241m.\u001b[39m_consolidate_inplace()\n",
-      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/internals/concat.py:204\u001b[0m, in \u001b[0;36mconcatenate_managers\u001b[0;34m(mgrs_indexers, axes, concat_axis, copy)\u001b[0m\n\u001b[1;32m    197\u001b[0m \u001b[38;5;66;03m# Assertions disabled for performance\u001b[39;00m\n\u001b[1;32m    198\u001b[0m \u001b[38;5;66;03m# for tup in mgrs_indexers:\u001b[39;00m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;66;03m#    # caller is responsible for ensuring this\u001b[39;00m\n\u001b[1;32m    200\u001b[0m \u001b[38;5;66;03m#    indexers = tup[1]\u001b[39;00m\n\u001b[1;32m    201\u001b[0m \u001b[38;5;66;03m#    assert concat_axis not in indexers\u001b[39;00m\n\u001b[1;32m    203\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m concat_axis \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 204\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_concat_managers_axis0\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmgrs_indexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    206\u001b[0m mgrs_indexers \u001b[38;5;241m=\u001b[39m _maybe_reindex_columns_na_proxy(axes, mgrs_indexers)\n\u001b[1;32m    208\u001b[0m concat_plans \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m    209\u001b[0m     _get_mgr_concatenation_plan(mgr, indexers) \u001b[38;5;28;01mfor\u001b[39;00m mgr, indexers \u001b[38;5;129;01min\u001b[39;00m mgrs_indexers\n\u001b[1;32m    210\u001b[0m ]\n",
-      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/internals/concat.py:279\u001b[0m, in \u001b[0;36m_concat_managers_axis0\u001b[0;34m(mgrs_indexers, axes, copy)\u001b[0m\n\u001b[1;32m    277\u001b[0m     nb \u001b[38;5;241m=\u001b[39m blk\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[1;32m    278\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m copy:\n\u001b[0;32m--> 279\u001b[0m     nb \u001b[38;5;241m=\u001b[39m \u001b[43mblk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    280\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    281\u001b[0m     \u001b[38;5;66;03m# by slicing instead of copy(deep=False), we get a new array\u001b[39;00m\n\u001b[1;32m    282\u001b[0m     \u001b[38;5;66;03m#  object, see test_concat_copy\u001b[39;00m\n\u001b[1;32m    283\u001b[0m     nb \u001b[38;5;241m=\u001b[39m blk\u001b[38;5;241m.\u001b[39mgetitem_block(\u001b[38;5;28mslice\u001b[39m(\u001b[38;5;28;01mNone\u001b[39;00m))\n",
-      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/internals/blocks.py:544\u001b[0m, in \u001b[0;36mBlock.copy\u001b[0;34m(self, deep)\u001b[0m\n\u001b[1;32m    542\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    543\u001b[0m     refs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrefs\n\u001b[0;32m--> 544\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mtype\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mplacement\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr_locs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mndim\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mndim\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrefs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrefs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "topics_df = pd.DataFrame()\n",
-    "for idx, val in enumerate(best_model.load_document_topics()):\n",
-    "    temp_df = pd.DataFrame(val)\n",
-    "    if topics_df.empty:\n",
-    "        topics_df = temp_df\n",
-    "    else:\n",
-    "        topics_df = pd.concat([topics_df, temp_df], axis=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "ebfdb072",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'4.3.2'"
-      ]
-     },
-     "execution_count": 33,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gensim.__version__"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "ca03e3f4",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "AttributeError",
-     "evalue": "module 'gensim.models.wrappers' has no attribute 'load'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[32], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m train_mlt_path \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mgetcwd() \u001b[38;5;241m+\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/../mallet/mallet-2.0.8/bin/mallet\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 3\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[43mgensim\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodels\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwrappers\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m(train_mlt_path)\n",
-      "\u001b[0;31mAttributeError\u001b[0m: module 'gensim.models.wrappers' has no attribute 'load'"
-     ]
-    }
-   ],
-   "source": [
-    "train_mlt_path = os.getcwd() + \"/../mallet/mallet-2.0.8/bin/mallet\"\n",
-    "\n",
-    "model = gensim.models.wrappers.load(train_mlt_path)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "ffb8815f",
+   "execution_count": 80,
+   "id": "c185f69b",
    "metadata": {},
    "outputs": [
     {
@@ -7762,10 +7070,10 @@
        "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v1.0.0.css\">\n",
        "\n",
        "\n",
-       "<div id=\"ldavis_el69268128585287042000397029\" style=\"background-color:white;\"></div>\n",
+       "<div id=\"ldavis_el60482131347821289757232211\" style=\"background-color:white;\"></div>\n",
        "<script type=\"text/javascript\">\n",
        "\n",
-       "var ldavis_el69268128585287042000397029_data = {\"mdsDat\": {\"x\": [0.29377434204075586, -0.1212555127994404, 0.11909764414280039, 0.14190763830089595, -0.07891816137965776, 0.18312551113045275, -0.021654341122003855, 0.055311227371756304, 0.21387724659650434, -0.17605512483244712, 0.16176879624828183, -0.2306252904461349, -0.13532640042725205, -0.039640073159733294, -0.116957416343996, 0.015613502309657084, -0.10354881530331399, -0.16049477232712492], \"y\": [-0.07642058766228496, -0.18357867446422985, 0.13484197282227972, -0.05244556945435437, -0.3033648532394916, 0.041209313392685326, 0.1201659482884569, 0.1682044213942428, -0.04418281306716741, 0.15754451564860192, 0.029756635838605425, -0.0035793987546654635, 0.033193898253088244, 0.14062727385151286, -0.009555075410257567, -0.20102500913219126, 0.0846522286351565, -0.03604422693998739], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [6.853911345041522, 5.987341646053567, 5.96371245119363, 5.760843963092389, 5.757193043106981, 5.7312455769677095, 5.688995211395058, 5.642909859159671, 5.538362913046379, 5.500333867664995, 5.493444643458552, 5.342855708585761, 5.301090953657514, 5.290757830574561, 5.249907087441409, 5.184044748702134, 4.872654459232968, 4.8403946916252085]}, \"tinfo\": {\"Term\": [\"government\", \"police\", \"support\", \"country\", \"project\", \"provincial\", \"work\", \"people\", \"province\", \"officer\", \"woman\", \"student\", \"member\", \"school\", \"development\", \"year\", \"community\", \"public\", \"covid\", \"health\", \"service\", \"court\", \"case\", \"provide\", \"team\", \"company\", \"national\", \"election\", \"fund\", \"issue\", \"climate_change_adaptation\", \"inefficient\", \"synergy\", \"framework\", \"collaborative\", \"strategic\", \"multi_lateral\", \"accelerate\", \"gentlemen\", \"ratify\", \"robust\", \"solomone\", \"formulation\", \"qiqo\", \"input\", \"bracket\", \"ministrie\", \"integration\", \"financial_inclusion\", \"bottleneck\", \"climate_change_disaster\", \"logs_felled\", \"sopahge\", \"supervised\", \"concurrent\", \"institutional\", \"rapidly_change\", \"socioeconomic\", \"downscaling\", \"modality\", \"sustainable\", \"strategy\", \"coordination\", \"spc\", \"ict\", \"ffa\", \"align\", \"ambitious\", \"equitable\", \"linkage\", \"millennium\", \"cop\", \"virtual\", \"paris_agreement\", \"facilitation\", \"leverage\", \"developed\", \"mechanism\", \"integrate\", \"convention\", \"regional\", \"objective\", \"transition\", \"policy\", \"comprehensive\", \"implementation\", \"mou\", \"key\", \"conference\", \"develop\", \"reform\", \"region\", \"stakeholder\", \"adopt\", \"global\", \"strengthen\", \"resource\", \"development\", \"priority\", \"forum\", \"economic\", \"climate\", \"focus\", \"review\", \"sector\", \"management\", \"system\", \"partner\", \"trade\", \"implement\", \"achieve\", \"country\", \"address\", \"level\", \"plan\", \"ensure\", \"include\", \"national\", \"meeting\", \"insensitive\", \"expressed_disappointment\", \"audit\", \"journalist\", \"counterfeit\", \"currency_note\", \"jcsg\", \"unsubstantiate\", \"jeopardize\", \"backlash\", \"freelance\", \"coward\", \"lash\", \"jeopardise\", \"ineffectiveness\", \"irresponsible\", \"lacking\", \"nonsense\", \"civilized\", \"betrayal\", \"revelation\", \"implying\", \"article\", \"corrupt\", \"dismay\", \"vested_interest\", \"common_sense\", \"contradicting\", \"pff\", \"refute\", \"corruption\", \"newspaper\", \"mislead\", \"criticism\", \"truth\", \"publicly\", \"facebook\", \"misleading\", \"frustration\", \"label\", \"unacceptable\", \"journalism\", \"critic\", \"accusation\", \"servant\", \"ethical\", \"rumor\", \"editor\", \"sore\", \"misconduct\", \"tsi\", \"perceive\", \"tarnish\", \"criticise\", \"rumour\", \"concern\", \"concerned\", \"verify\", \"question\", \"undermine\", \"comment\", \"wrong\", \"raise\", \"medium\", \"public\", \"fact\", \"transparency\", \"statement\", \"report\", \"publish\", \"action\", \"issue\", \"true\", \"simply\", \"responsible\", \"call\", \"claim\", \"law\", \"deal\", \"information\", \"citizen\", \"state\", \"press\", \"practice\", \"add\", \"individual\", \"social\", \"recent\", \"clear\", \"lack\", \"good\", \"decision\", \"matter\", \"thing\", \"commodity\", \"farmer\", \"peanutfish\", \"price\", \"seized\", \"retail\", \"vendor\", \"tourism\", \"cocoa\", \"cattle\", \"estimation\", \"vice_president\", \"sivb\", \"visitor_arrival\", \"surplus\", \"competitiveness\", \"inflation\", \"monetary\", \"complicit\", \"coin\", \"inputte\", \"earning\", \"incentive\", \"inland_revenue\", \"inland_revenue_division\", \"product\", \"upwards\", \"livestock\", \"production\", \"proxy\", \"market\", \"industry\", \"tax\", \"income\", \"sicci\", \"loan\", \"cent\", \"debt\", \"import\", \"agricultural\", \"tobacco\", \"soltuna\", \"consumer\", \"banking\", \"kava\", \"dolphin\", \"cbsi\", \"producer\", \"exporter\", \"enterprise\", \"taxis\", \"tuna\", \"farm\", \"percent\", \"economy\", \"revenue\", \"agriculture\", \"business\", \"sell\", \"increase\", \"investment\", \"growth\", \"rate\", \"marketing\", \"produce\", \"grow\", \"export\", \"financial\", \"sector\", \"economic\", \"country\", \"local\", \"cost\", \"year\", \"benefit\", \"high\", \"small\", \"money\", \"good\", \"peace\", \"ritual\", \"delegation\", \"celebration\", \"atrocity\", \"enemy\", \"ambassador\", \"credence\", \"diplomat\", \"greater_height\", \"found\", \"dignitary\", \"persuasion\", \"bilateral\", \"commemoration\", \"consular\", \"diplomatic\", \"overvalue\", \"credential\", \"follower\", \"war\", \"diplomatic_mission\", \"external_trade_mfaet\", \"christian\", \"paid_courtesy\", \"pastor_te\", \"pastor_ted\", \"wilson\", \"religion\", \"religious\", \"msg\", \"summit\", \"unity\", \"tradition\", \"friendship\", \"sovereignty\", \"invitation\", \"sovereign\", \"embassy\", \"diplomatic_relation\", \"spiritual\", \"ally\", \"legacy\", \"historical\", \"melanesian_spearhead_group\", \"excellency\", \"harmony\", \"visit\", \"cultural\", \"nation\", \"traditional\", \"culture\", \"church\", \"melanesian\", \"relationship\", \"independence\", \"honour\", \"celebrate\", \"mission\", \"ceremony\", \"leader\", \"country\", \"cooperation\", \"history\", \"tie\", \"official\", \"reconciliation\", \"island\", \"invite\", \"people\", \"share\", \"islander\", \"today\", \"attend\", \"world\", \"event\", \"state\", \"speak\", \"hold\", \"meet\", \"year\", \"present\", \"ratifie\", \"reintroduce\", \"systematise\", \"blesse\", \"enhancing\", \"somali_pirates\", \"unbudgeted\", \"parliamentary_opposition\", \"attorney_generals_chamber\", \"anti_corruption_watchdog\", \"dr_sikua\", \"cabinet\", \"tanda\", \"amendment\", \"mps\", \"yorkvision\", \"pab\", \"administering\", \"contentious\", \"statutory_body\", \"masite\", \"bsip\", \"constitutional_office\", \"rupokete\", \"th_edf\", \"polity\", \"alsopasse\", \"british_empire_kbe\", \"yelp\", \"sda_church\", \"bill\", \"opposition\", \"motion\", \"appointment\", \"debate\", \"resolution\", \"tribe\", \"constitution\", \"resign\", \"consult\", \"tribal\", \"switch\", \"constitutional\", \"sack\", \"insider\", \"resignation\", \"entitlement\", \"clause\", \"customary\", \"ripel\", \"pmo\", \"trustee\", \"union\", \"caucus\", \"second_reade\", \"backbencher\", \"attorney_general_chamber\", \"allegiance\", \"dispute\", \"land\", \"sikua\", \"deliberate\", \"appoint\", \"decision\", \"parliament\", \"letter\", \"confidence\", \"propose\", \"political\", \"minister\", \"position\", \"meeting\", \"resolve\", \"group\", \"payment\", \"agree\", \"committee\", \"government\", \"consultation\", \"power\", \"member\", \"issue\", \"interest\", \"agreement\", \"leader\", \"process\", \"current\", \"sign\", \"state\", \"change\", \"give\", \"counselling\", \"discriminatory\", \"youth\", \"juvanile\", \"gender\", \"skill\", \"empower\", \"trainer\", \"women\", \"deaf\", \"falls_annually\", \"volunteer\", \"aspire\", \"participant\", \"empowerment\", \"skilled_workforce\", \"equipped\", \"siwiba\", \"overheard\", \"facilitator\", \"savings_club\", \"savings_clubs\", \"bible_translation\", \"sitag\", \"pifp\", \"impairment\", \"disability\", \"achieving_gender_equality\", \"sticker\", \"promoting_gender_equality\", \"woman\", \"training\", \"knowledge\", \"aptc\", \"advocacy\", \"disabilitie\", \"gender_equality\", \"gender_based\", \"discrimination\", \"gender_base\", \"instructor\", \"peacebuilde\", \"theory\", \"violence\", \"activism\", \"networking\", \"weeklong\", \"train\", \"mindset\", \"awareness\", \"demonstration\", \"workshop\", \"coordinator\", \"young\", \"participation\", \"program\", \"society\", \"community\", \"workplace\", \"learn\", \"girl\", \"child\", \"programme\", \"session\", \"encourage\", \"aim\", \"launch\", \"role\", \"opportunity\", \"participate\", \"activity\", \"change\", \"work\", \"leadership\", \"experience\", \"family\", \"people\", \"group\", \"important\", \"day\", \"dengue_fever\", \"leprosy\", \"mosquito\", \"postnatal\", \"malnourish\", \"thermometer\", \"tuberculosis\", \"voluntary_blood_donation\", \"nrh\", \"syringe\", \"valve\", \"pill\", \"hypertension\", \"detainee\", \"alertness\", \"antibody\", \"covid\", \"consecutive_negative_test\", \"covax\", \"crowding\", \"pregnant_mother\", \"workflow\", \"delta\", \"mandatory_quarantine\", \"swab_test\", \"restocin\", \"coronaviru\", \"antiviral\", \"chengs_quarantine_station\", \"kaohsiung_medical_university\", \"health\", \"medical\", \"hospital\", \"test\", \"vaccine\", \"emergency\", \"clinic\", \"patient\", \"nurse\", \"virus\", \"vaccination\", \"transmission\", \"dose\", \"lockdown\", \"vaccinate\", \"outbreak\", \"testing\", \"preparedness\", \"infection\", \"quarantine\", \"medicine\", \"unicef\", \"symptom\", \"isolation\", \"malaria\", \"detect\", \"laboratory\", \"measle\", \"mhm\", \"doctor\", \"treatment\", \"spread\", \"disease\", \"drug\", \"care\", \"measure\", \"prevent\", \"border\", \"risk\", \"case\", \"pandemic\", \"positive\", \"country\", \"record\", \"response\", \"people\", \"situation\", \"number\", \"include\", \"service\", \"week\", \"team\", \"disaster\", \"animal\", \"ofcf\", \"peanut_fish\", \"sandfish\", \"specie\", \"tank\", \"pump\", \"mile\", \"clean\", \"cleanliness\", \"meteorological\", \"meteorological_service\", \"monsoon\", \"weather\", \"coral_sea\", \"heavy_rain\", \"heavy_rain_alert\", \"rainfall\", \"coastal\", \"gale_force_wind\", \"guste\", \"knot\", \"tropical_depression\", \"sikaiana\", \"water\", \"succumbing\", \"norway\", \"landslide\", \"tropical_disturbance_watch\", \"waste\", \"flood\", \"conservation\", \"tree\", \"plant\", \"relief\", \"ndmo\", \"plastic\", \"earthquake\", \"rain\", \"river\", \"garden\", \"rubbish\", \"reef\", \"toilet\", \"fish\", \"beach\", \"soil\", \"pest\", \"pollution\", \"turtle\", \"survival\", \"fishing\", \"flooding\", \"food\", \"natural\", \"damage\", \"drinking\", \"sanitation\", \"sea\", \"marine\", \"environmental\", \"affect\", \"environment\", \"resident\", \"supply\", \"area\", \"island\", \"destroy\", \"human\", \"community\", \"live\", \"assessment\", \"impact\", \"world\", \"people\", \"small\", \"report\", \"village\", \"problem\", \"source\", \"local\", \"experience\", \"australian\", \"mccully\", \"bmobile\", \"longstanding\", \"tremendously\", \"brazier\", \"bushfire\", \"siicac\", \"icalrm\", \"donation\", \"dedication\", \"aid\", \"deployable\", \"kangava\", \"commendation\", \"windspeed\", \"healthyorganic\", \"invaluable\", \"testament\", \"vilified\", \"commended\", \"postal_corporation\", \"sione\", \"upu\", \"tireless\", \"murray_mccully\", \"deepest_sympathy\", \"pht\", \"usembassy\", \"tremendous\", \"assistance\", \"render\", \"generous\", \"sincerely\", \"bemobile\", \"appreciative\", \"generosity\", \"culmination\", \"patrol_boat_outpost\", \"hearten\", \"looks_forward\", \"laud\", \"support\", \"remotely\", \"sincere_appreciation\", \"humanitarian\", \"donate\", \"commend\", \"thankful\", \"delivering\", \"timely\", \"willingly\", \"acknowledge\", \"provider\", \"greatly\", \"deliver\", \"grateful\", \"delivery\", \"provide\", \"service\", \"appreciation\", \"continuous\", \"ongoing\", \"closely\", \"commitment\", \"effort\", \"work\", \"assist\", \"partnership\", \"contribution\", \"pleased\", \"equipment\", \"continue\", \"achievement\", \"partner\", \"ensure\", \"program\", \"success\", \"congratulate\", \"challenge\", \"contribute\", \"include\", \"important\", \"great\", \"government\", \"island\", \"strong\", \"response\", \"good\", \"serve\", \"eld\", \"shout\", \"relative\", \"funeral\", \"grandchild\", \"stone\", \"tear\", \"archdiocese\", \"rush\", \"son\", \"hang\", \"cloth\", \"shoe\", \"prey\", \"decease\", \"neck\", \"skull\", \"viciously\", \"clothe\", \"fifty\", \"joke\", \"sadness\", \"lazy\", \"deceased\", \"retaliated\", \"stomach\", \"overpower\", \"impaired\", \"vitally\", \"neighbourhood\", \"mother\", \"walk\", \"miss\", \"brother\", \"crocodile\", \"sleep\", \"stab\", \"wound\", \"reports_reache\", \"tragic\", \"bury\", \"sudden\", \"marry\", \"tragedy\", \"morgue\", \"burial\", \"suddenly\", \"drift\", \"condolence\", \"cry\", \"body\", \"die\", \"night\", \"throw\", \"shop\", \"dead\", \"hit\", \"door\", \"kill\", \"evening\", \"home\", \"search\", \"family\", \"late\", \"survive\", \"morning\", \"village\", \"death\", \"leave\", \"attack\", \"life\", \"happen\", \"fall\", \"lose\", \"find\", \"man\", \"time\", \"people\", \"live\", \"day\", \"call\", \"child\", \"house\", \"year\", \"early\", \"thing\", \"yesterday\", \"long\", \"bahomea\", \"tina_hydro_project\", \"gravel\", \"traffic_light\", \"software\", \"ringgi\", \"walk_long_distance\", \"beneficiary\", \"reconstruct\", \"reliability\", \"bridge\", \"culvert\", \"pipeline\", \"cdf\", \"install\", \"smartphone\", \"generator\", \"desalination_plant\", \"dalgro\", \"fencing\", \"bide\", \"progressing\", \"oceanic_cable\", \"transmitter\", \"wireless\", \"feraladoa\", \"housing_estate\", \"geotechnical\", \"spoke_highly\", \"enumerator\", \"project\", \"fund\", \"infrastructure\", \"funding\", \"construction\", \"contractor\", \"upgrade\", \"maintenance\", \"complex\", \"construct\", \"repair\", \"mid\", \"engineer\", \"deteriorate\", \"cable\", \"installation\", \"solar\", \"renovation\", \"tower\", \"developer\", \"refurbishment\", \"rehabilitate\", \"mrd\", \"siip\", \"accessibility\", \"building\", \"phase\", \"rural\", \"internet\", \"completion\", \"road\", \"housing\", \"facility\", \"improvement\", \"build\", \"complete\", \"design\", \"site\", \"access\", \"contract\", \"development\", \"ministry\", \"improve\", \"area\", \"work\", \"plan\", \"benefit\", \"cost\", \"service\", \"provide\", \"sign\", \"include\", \"implement\", \"expect\", \"year\", \"defilement\", \"rape\", \"acquit\", \"charge\", \"court\", \"defendant\", \"guilty\", \"magistrate\", \"accuse\", \"adjourn\", \"bail_application\", \"prosecution\", \"bail\", \"lawyer\", \"representing\", \"faces_count\", \"indecent_assault\", \"indecently_assaulte\", \"allegedly\", \"assault\", \"juvenile\", \"remand\", \"pre_trial_conference\", \"separate_occasion\", \"allege\", \"trial\", \"palmer\", \"pubic\", \"appearing\", \"refund\", \"offence\", \"sentence\", \"hearing\", \"murder\", \"imprisonment\", \"client\", \"complainant\", \"plea\", \"prosecute\", \"prison\", \"warrant\", \"prosecutor\", \"convict\", \"jail\", \"count\", \"file\", \"victim\", \"evidence\", \"hear\", \"steal\", \"case\", \"matter\", \"man\", \"money\", \"custody\", \"represent\", \"face\", \"high\", \"appeal\", \"order\", \"witness\", \"year\", \"public\", \"yesterday\", \"date\", \"relation\", \"month\", \"time\", \"passenger\", \"simsa\", \"vessel\", \"crew\", \"license\", \"overload\", \"flight\", \"scheduled\", \"rennell\", \"log\", \"plane\", \"company\", \"cancel\", \"cancellation\", \"ports_authority\", \"barile\", \"gukuna\", \"fare\", \"exemption\", \"permit\", \"fishing_vessel\", \"aircraft\", \"cargo\", \"freighter\", \"livery\", \"operate\", \"undercarriage\", \"hostage\", \"pirate\", \"bus\", \"ship\", \"mining\", \"airline\", \"port\", \"shipping\", \"immigration\", \"licence\", \"mine\", \"foreigner\", \"passport\", \"clearance\", \"carrier\", \"inspection\", \"route\", \"operating\", \"owner\", \"boat\", \"travel\", \"employee\", \"board\", \"landowner\", \"comply\", \"worker\", \"ban\", \"operation\", \"hotel\", \"approval\", \"requirement\", \"trip\", \"local\", \"director\", \"pay\", \"return\", \"business\", \"confirm\", \"arrive\", \"follow\", \"week\", \"carry\", \"source\", \"month\", \"club\", \"artefact\", \"dance\", \"music\", \"icon\", \"sport\", \"tournament\", \"entertainer\", \"organizer\", \"shaggy\", \"singer\", \"solbrew\", \"winner\", \"logo_photo_courtesy\", \"tessie\", \"athlete\", \"coach\", \"competition\", \"medal\", \"netball\", \"soccer\", \"cjb\", \"score\", \"concert\", \"artist\", \"musician\", \"birthday\", \"timer\", \"whop\", \"player\", \"game\", \"match\", \"football\", \"compete\", \"finish\", \"festival\", \"talent\", \"pool\", \"warrior\", \"futsal\", \"marist\", \"rugby\", \"song\", \"championship\", \"band\", \"ball\", \"fan\", \"art\", \"round\", \"play\", \"win\", \"minute\", \"team\", \"feature\", \"half\", \"event\", \"performance\", \"final\", \"host\", \"goal\", \"stage\", \"chance\", \"draw\", \"good\", \"big\", \"preparation\", \"time\", \"point\", \"place\", \"start\", \"lead\", \"hold\", \"today\", \"open\", \"group\", \"local\", \"set\", \"week\", \"year\", \"force\", \"police\", \"station\", \"headd\", \"peochakuri\", \"cannabis\", \"forensic\", \"suspect\", \"cathnews\", \"commander\", \"rioting\", \"roadblock\", \"vehicle\", \"cone\", \"sergeant\", \"traffic\", \"patrol\", \"rock_throwing\", \"peacefulness\", \"edmund_sikua\", \"rsipf\", \"inmate\", \"rove_correctional\", \"tetere\", \"alcohol\", \"brake\", \"careless_drive\", \"traffic_accident\", \"foot_path\", \"intelligence\", \"ramsi\", \"driver\", \"accident\", \"raid\", \"constable\", \"policing\", \"australian_federal\", \"pedestrian\", \"crime_prevention\", \"ramsi_special_coordinator\", \"liaison\", \"detective\", \"siaf\", \"anti_social\", \"apprehend\", \"disturbance\", \"officer\", \"investigation\", \"loot\", \"commissioner\", \"correctional\", \"crime\", \"investigate\", \"headquarters\", \"incident\", \"arrest\", \"unit\", \"weapon\", \"supervise\", \"security\", \"operation\", \"law\", \"involve\", \"duty\", \"drive\", \"medium\", \"appeal\", \"report\", \"information\", \"continue\", \"community\", \"public\", \"act\", \"conduct\", \"area\", \"order\", \"member\", \"province\", \"provincial\", \"leitongo\", \"malaitan\", \"seriously_consider\", \"assembly\", \"savagely\", \"ngalito\", \"vertically\", \"renbel\", \"deflate\", \"microdinero\", \"turned_blind\", \"recurrent_expenditure\", \"fsma\", \"draft_federal_constitution\", \"recurrent\", \"remain_unsolve\", \"attenuate\", \"institutional_strengthening_silas_tausinga\", \"stanley_dick_pirione\", \"boil_drinke\", \"george_hemming\", \"hem\", \"wamberal\", \"dvct\", \"institutional_strengthening_mpgi\", \"mpgi\", \"pgsp\", \"choiseul\", \"budget\", \"premier\", \"mpa\", \"mpg\", \"pcdf\", \"institutional_strengthene\", \"cip\", \"second_appointe\", \"malaita\", \"western\", \"suidani\", \"seleso\", \"federal\", \"sade\", \"successive_government\", \"statehood\", \"pirione\", \"redirection_policy\", \"premiers_conference\", \"guadalcanal\", \"siapu\", \"premi\", \"government\", \"executive\", \"national\", \"redirect\", \"auki\", \"people\", \"assure\", \"secretary\", \"ward\", \"address\", \"plan\", \"current\", \"ministry\", \"add\", \"capital\", \"issue\", \"speak\", \"forward\", \"urge\", \"term\", \"allocate\", \"policy\", \"call\", \"continue\", \"year\", \"good\", \"yesterday\", \"ensure\", \"time\", \"week\", \"education\", \"wiki\", \"talemaot\", \"retirement\", \"secondary\", \"tit\", \"brother_george\", \"san_isidro_care\", \"photo_courtesy\", \"exam\", \"principal\", \"panatina_campus\", \"tomperry\", \"university\", \"mutilate\", \"baggage_allowance\", \"excellence\", \"enrol\", \"tuition\", \"awardee\", \"gpa\", \"vice_president_ishmael_nori\", \"mower\", \"computer\", \"expel\", \"riotarau\", \"tertiary_institution\", \"informing\", \"yun_jong_kang\", \"sibc_stringer_gabriel_riotarau\", \"student\", \"school\", \"study\", \"teacher\", \"parent\", \"scholarship\", \"class\", \"graduate\", \"allowance\", \"academic\", \"primary\", \"mehrd\", \"campus\", \"classroom\", \"tertiary\", \"teaching\", \"recruitment\", \"semester\", \"graduation\", \"dormitory\", \"college\", \"library\", \"faculty\", \"recruit\", \"fee\", \"grade\", \"examination\", \"applicant\", \"award\", \"human_resource\", \"staff\", \"form\", \"year\", \"teach\", \"book\", \"week\", \"receive\", \"offer\", \"pay\", \"high\", \"learn\", \"number\", \"start\", \"add\", \"child\", \"complete\", \"time\", \"give\", \"result\", \"month\", \"sirrrfc\", \"aro\", \"registration\", \"voter\", \"voter_registration\", \"tonly\", \"watt_solar\", \"dudley_gani_report\", \"martin_sopage\", \"intensifie\", \"election\", \"proclamation\", \"vella\", \"gordon_darcy_lilo\", \"petition\", \"voting\", \"biometric_voter_registration\", \"ninth\", \"polling\", \"biometric_voters_registration\", \"electoral\", \"bronwyn\", \"trauma_counselle\", \"observer\", \"clay_forau_soalaoi\", \"fataleka\", \"electorate\", \"eligible_voter\", \"sonomavore\", \"haununu\", \"candidate\", \"vote\", \"elect\", \"nomination\", \"seat\", \"poll\", \"nominate\", \"cast\", \"siec\", \"polling_station\", \"political_partie\", \"counting\", \"general\", \"census\", \"electoral_commission\", \"ballot\", \"omission\", \"pap\", \"list\", \"contest\", \"register\", \"sibc_news_understand\", \"constituency\", \"member\", \"commission\", \"announcement\", \"tomorrow\", \"chief\", \"campaign\", \"supporter\", \"announce\", \"period\", \"process\", \"day\", \"exercise\", \"official\", \"party\", \"today\", \"week\", \"confirm\", \"yesterday\", \"number\", \"act\", \"parliament\", \"office\", \"date\", \"expect\", \"people\", \"follow\", \"national\", \"hold\", \"result\", \"year\"], \"Freq\": [68491.0, 29888.0, 26544.0, 39384.0, 20278.0, 18639.0, 28623.0, 43882.0, 15410.0, 16734.0, 14981.0, 14092.0, 19513.0, 12795.0, 20044.0, 35914.0, 22772.0, 19151.0, 11468.0, 11328.0, 16770.0, 10668.0, 13568.0, 15981.0, 12630.0, 9873.0, 16526.0, 9190.0, 9268.0, 20047.0, 157.61807378089142, 26.269678963481905, 39.929912024492495, 1456.391001735437, 133.44996913448807, 1499.4732752355471, 22.0665303293248, 284.7633199641438, 12.609445902471315, 132.39918197594878, 369.87707980582525, 10.507871585392762, 171.27830684190204, 1.050787158539276, 301.5759145007723, 12.609445902471315, 117.68816175639894, 292.1188300739188, 113.48501312224182, 24.16810464640335, 81.96139836606353, 1.050787158539276, 1.050787158539276, 1.050787158539276, 17.863381695167696, 252.1889180494263, 17.863381695167696, 45.18384781718888, 5.253935792696381, 50.43778360988526, 2869.699729970763, 3081.958735995697, 680.910078733451, 679.8592915749117, 284.7633199641438, 243.78262078111206, 477.0573699768314, 237.47789782987644, 173.3798811589806, 167.07515820774492, 166.02437104920563, 150.26256367111648, 236.42711067133715, 138.70390492718445, 136.6023306101059, 121.89131039055603, 114.5358002807811, 905.7785306608561, 412.95935330593557, 472.8542213426743, 3996.143563924867, 1434.324471406112, 414.0101404644748, 6778.627959736871, 563.221916977052, 2336.9506405913503, 861.6454700022065, 3373.0267789110767, 1847.2838247120474, 4614.006413145962, 1936.600733187886, 4183.183678144858, 2501.9242244820166, 664.0974841968225, 2448.3340793965135, 2475.6545455185346, 3575.828700509157, 10381.777126368048, 2304.376238676633, 1129.596195429722, 3950.9597161076786, 1011.908033673323, 2180.383353968998, 1633.9740315285744, 3131.3457324470432, 3031.5209523858116, 3156.5646242519856, 2472.5021840429167, 1731.697237272727, 2125.742421724956, 2050.085746310128, 8542.899598924316, 3129.244158129964, 2610.155301811562, 3198.5961105935567, 2673.2025313239187, 3105.0760534835613, 2702.624571763018, 2201.399097139784, 85.48047415953619, 56.98698277302412, 694.802828424948, 1393.9892709093592, 53.69927222842657, 5.479517574329242, 3.2877105445975454, 10.959035148658485, 28.49349138651206, 20.82216678245112, 15.342649208121879, 14.24674569325603, 92.05589524873128, 18.630359752719425, 16.438552722987726, 250.9619049042793, 12.054938663524332, 78.90505307034108, 9.863131633792635, 9.863131633792635, 299.1816595583766, 4.383614059463393, 831.790767783179, 440.5532129760711, 40.548430050036394, 13.150842178390182, 21.91807029731697, 9.863131633792635, 17.534456237853572, 139.17974638796275, 2489.892785775208, 787.954627188545, 451.5122481247296, 393.4293618368396, 462.47128327338805, 301.37346658810833, 383.566230203047, 279.4553962907913, 275.071782231328, 246.5782908448159, 246.5782908448159, 242.1946767853525, 231.23564163669403, 230.13973812182817, 1147.4109800645433, 191.7831151015235, 179.72817643799914, 176.44046589340158, 257.5373259934744, 162.19372020014558, 160.00191317041387, 160.00191317041387, 156.7142026258163, 146.85107099202366, 327.6751509448887, 5343.625538485877, 1042.2042426374219, 368.2235809949251, 3681.139906434385, 452.6081516395954, 1863.0359752719423, 781.37920609935, 3993.472408171152, 7183.647539945637, 11219.860185196556, 1987.968975966649, 681.6519862465577, 5367.735415812926, 8529.417056200899, 897.5449786751299, 3358.9442730638257, 8545.855608923886, 986.3131633792636, 781.37920609935, 1997.8321076004418, 3962.7871097549078, 2466.878811963025, 3209.90139504207, 2338.6581007237205, 2954.5558760783274, 1718.3767113096503, 3303.0531938056674, 949.0524438738248, 1421.3868587810055, 3475.1100456396052, 1331.522770562006, 1504.67552591081, 1658.1020179920288, 1365.495779522847, 1223.0283225902867, 2138.1077575032705, 1639.4716582393091, 1529.8813067527244, 1374.263007641774, 249.87718801581386, 2094.365378500966, 2.191905158033455, 1916.8210607002563, 2.191905158033455, 195.07955906497747, 763.878947574659, 4124.069554839945, 974.3018427458707, 247.6852828577804, 35.07048252853528, 5.4797628950836375, 201.65527453907785, 66.85310732002037, 106.30740016462256, 51.509771213786195, 219.1905158033455, 155.6252662203753, 4.38381031606691, 131.5143094820073, 5.4797628950836375, 156.72121879939203, 241.10956738368003, 93.15596921642184, 46.03000831870255, 2985.3748252415653, 35.07048252853528, 412.07816971028956, 1415.9707320896118, 6.575715474100364, 6295.151613872083, 3395.2610897938216, 1431.3140681958462, 1262.53737102727, 897.5851622146997, 850.4592013169805, 968.8220798507871, 704.6975083077558, 1056.4982861721253, 542.4965266132801, 482.21913476736006, 390.15911812995495, 374.81578202372077, 454.8203202919419, 339.7452994951855, 338.6493469161688, 482.21913476736006, 302.48291180861673, 280.56386022828224, 507.42604408474483, 259.7407612269644, 957.8625540606198, 1065.2659068042592, 3876.384271982165, 3691.1682861283384, 1687.7669716857604, 2316.8437520413618, 8314.992216999912, 2203.960636402639, 6204.187549813694, 2893.31480860416, 2540.4180781607743, 1698.7264974759275, 632.3646380926517, 1725.029359372329, 2099.8451413960497, 1837.912475011052, 2534.938315265691, 3156.343427568175, 3509.2401580115616, 6479.271647146893, 3174.9746214114593, 2005.593219600611, 4281.886726218354, 1966.138926756009, 2408.903768678767, 1801.7460399034999, 1698.7264974759275, 1809.417707956617, 2916.190147564351, 33.2237760288478, 2545.369937693985, 1985.9244187566123, 22.506428922767867, 165.04714543363104, 801.6575635347793, 47.156327266751724, 289.36837186415835, 8.573877684863948, 287.2249024429423, 190.7687784882229, 11.789081816687931, 1393.2551237903917, 216.4904115428147, 58.94540908343966, 685.910214789116, 1.0717347106079935, 143.61245122147116, 123.24949171991929, 489.78276274785316, 24.649898343983857, 18.219490080335895, 311.8748007869262, 25.721633054591848, 5.358673553039969, 3.215204131823981, 2.143469421215987, 99.67132808654341, 286.15316773233434, 1395.398593211608, 1297.8707345462803, 756.6447056892437, 437.2677619280614, 676.264602393644, 397.6135776355657, 489.78276274785316, 420.12000655833356, 465.13286440386923, 256.1445958353105, 230.42296278071865, 199.34265617308682, 192.91224790943886, 461.9176602720453, 180.05143138214294, 176.83622725031898, 175.76449253971097, 8872.89166912358, 1246.4274684370966, 4853.8865043436035, 2332.0947302829945, 2667.547694703296, 3270.934336775597, 711.6318478437079, 2074.878399737076, 964.5612395471944, 775.9359304801875, 1474.7069617965994, 2423.1921806846735, 2498.2136104272336, 7871.891449415714, 17228.1354730235, 2218.490850958547, 1320.3771634690484, 621.6061321526364, 3488.4964830290196, 816.6618494832912, 5476.564371206848, 865.9616461712588, 7214.918071813014, 1974.1353369399244, 1674.0496179696863, 2550.728611247025, 1798.3708444002136, 1671.9061485484701, 1820.8772733229814, 2012.7177865218123, 1754.4297212652857, 1824.0924774548055, 1675.1213526802942, 1515.432880799703, 1429.6941039510637, 1.0763220754640792, 65.65564660330882, 1.0763220754640792, 1.0763220754640792, 1.0763220754640792, 1.0763220754640792, 17.221153207425267, 89.33473226351856, 8.610576603712634, 8.610576603712634, 79.64783358434185, 2314.09246224777, 1.0763220754640792, 519.8635624491502, 76.41886735794962, 1.0763220754640792, 2.1526441509281584, 4.305288301856317, 39.82391679217093, 2.1526441509281584, 1.0763220754640792, 2.1526441509281584, 17.221153207425267, 1.0763220754640792, 1.0763220754640792, 2.1526441509281584, 1.0763220754640792, 1.0763220754640792, 2.1526441509281584, 1.0763220754640792, 3510.9626101638264, 3197.7528862037793, 2182.7811690411527, 1823.28959583615, 1360.471103386596, 824.4627098054847, 728.6700450891816, 716.8305022590768, 687.7698062215466, 561.8401233922493, 532.7794273547192, 528.4741390528628, 494.03183263801236, 486.49757810976377, 484.3449339588356, 419.7656094309909, 344.4230641485053, 319.66765641283155, 302.44650320540626, 242.1724669794178, 228.18027999838478, 223.87499169652847, 209.88280471549544, 200.19590603631875, 190.50900735714202, 150.6850905649711, 145.30348018765068, 144.22715811218663, 1065.5588547094385, 8134.842246357511, 587.6718532033872, 414.3839990536705, 1336.7920177263861, 5063.019042983028, 6389.047839954774, 1576.811840554876, 2136.499319796197, 2258.123714323638, 2940.5119101678642, 3234.347836769558, 2216.147153380539, 4087.8712426125726, 911.644797918075, 4148.145278838561, 1982.5852630048337, 1743.6417622518084, 1450.8821577255787, 13993.263303108493, 1545.5985003664177, 1677.9861156484994, 4900.494409587953, 4828.38083053186, 2117.1255224378438, 1724.267964893455, 2896.382705073837, 2346.382124511693, 2219.3761196069313, 1908.3190397978124, 2183.8574911166165, 1729.6495752707754, 1670.451861120251, 139.65832745011002, 27.491796742147642, 4973.815866589352, 2.199343739371811, 971.0102609326547, 2876.741611098329, 962.2128859751674, 272.7186236821046, 58.282609093352995, 75.87735900832749, 13.196062436230868, 1012.7977919807191, 203.43929589189256, 2958.1173294550863, 438.7690760046763, 5.498359348429528, 43.98687478743622, 153.9540617560268, 2.199343739371811, 202.33962402220664, 2.199343739371811, 10.996718696859055, 5.498359348429528, 12.096390566544962, 1.0996718696859056, 58.282609093352995, 757.673918213589, 14.295734305916772, 26.392124872461736, 27.491796742147642, 14979.730208861407, 8732.494317175777, 2644.710846594603, 338.69893586325895, 323.3035296876563, 266.12059246398917, 255.1238737671301, 247.42617067932878, 227.63207702498246, 200.14028028283482, 199.0406084131489, 183.64520223754621, 136.3593118410523, 2598.524628067795, 117.66489005639191, 116.56521818670599, 112.16653070796238, 3090.077953817395, 190.24323345566168, 2612.8203623737118, 382.68581065069515, 1888.1366002507, 870.9401207912373, 4271.125541860058, 1121.6653070796237, 6557.343358937055, 1240.4298690057014, 11884.153895695581, 293.61238920613675, 2351.098457388466, 1768.2723664549362, 4758.280180130914, 2807.462283308117, 982.0069796295137, 2594.1259405890514, 1915.6283969928477, 1962.9142873893416, 2167.45325515092, 3242.932343703736, 1614.3183046989095, 2771.173111608482, 2435.7731913542807, 5531.349504520105, 1750.677616539962, 1983.8080529133738, 2444.5705663117683, 4272.225213729744, 2363.1948479550115, 2271.922082771081, 2028.8945995704958, 16.300965286111797, 90.19867458315194, 65.20386114444719, 16.300965286111797, 16.300965286111797, 16.300965286111797, 32.601930572223594, 16.300965286111797, 171.70350101371093, 16.300965286111797, 16.300965286111797, 16.300965286111797, 32.601930572223594, 16.300965286111797, 16.300965286111797, 16.300965286111797, 11468.272444289187, 16.300965286111797, 65.20386114444719, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 32.601930572223594, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 11328.084142828626, 5489.0783773433795, 3453.631178617553, 2760.2967884482646, 2743.995823162153, 2768.9906366008577, 2202.803775663241, 2176.7222312054623, 2063.7022052217535, 1840.922346311559, 1544.2447781043245, 1405.143207662837, 1146.5012251231965, 1033.4811991394881, 942.1957935372619, 891.1194356407783, 849.8236569159617, 785.7065267905887, 765.0586374281804, 996.532344490968, 709.6353554554004, 540.1053164798376, 529.2380062890963, 525.977813231874, 495.54934469779863, 447.7331798585374, 418.3914423435362, 409.69759419094316, 369.48854648520074, 1736.5961684804436, 1344.2862705946864, 1573.5865156193256, 1185.623541809865, 1195.404120981532, 2147.3804936904608, 2168.0283830528692, 1235.6131686872743, 2076.742977450643, 2406.0224762301013, 5615.139175555977, 1521.423426703768, 1822.447918987299, 7134.389140221598, 1772.4582921098897, 2069.1358603171243, 3211.2901613640242, 1690.9534656793305, 1838.7488842734108, 2075.656246431569, 2011.5391163061959, 1968.069875543231, 1863.7436977121156, 3621.338394770209, 343.19145402745363, 5.571289838108013, 3.342773902864808, 2.228515935243206, 667.44052260534, 326.4775845131296, 225.08010945956377, 177.16701685183483, 2128.2327181572614, 77.9980577335122, 62.39844618680975, 49.027350575350525, 5.571289838108013, 1046.2882315966851, 24.513675287675262, 64.62696212205296, 17.828127481945646, 190.53811246329406, 662.9834907348537, 21.170901384810453, 7.799805773351219, 145.96779375842996, 22.285159352432053, 33.42773902864808, 8353.591983259155, 1.114257967621603, 4.457031870486412, 215.05178775096934, 15.599611546702437, 1320.3956916315992, 1374.9943320450577, 1130.9718371359268, 1047.4024895643065, 1339.3380770811666, 1007.2892027299289, 724.2676789540418, 572.7285953575038, 559.3574997460446, 549.3291780374502, 472.44537827155955, 533.7295664907476, 422.30376972858744, 422.30376972858744, 408.9326741171282, 1699.2434006229441, 366.5908713475073, 359.9053235417777, 320.90629467502157, 311.9922309340488, 311.9922309340488, 309.76371499880554, 1626.81663272754, 455.7315087572355, 4522.773090576086, 693.068455860637, 1946.60866943494, 511.4444071383157, 993.9181071184697, 1576.6750241845677, 707.5538094397177, 1187.7989934846285, 2995.125416966868, 2245.229804757529, 1428.4787144908946, 2394.5403724188245, 5793.027173664713, 5799.712721470442, 941.5479826402543, 959.3761101222, 4472.631482033114, 2191.7454223116924, 1322.6242075668424, 1740.4709454249435, 1854.125258122347, 4709.968429136515, 1713.728754202025, 2241.8870308546648, 1557.7326387350006, 1317.0529177287344, 1397.27949139749, 1514.2765779977583, 1360.508978465977, 5506.862243655394, 51.434652428050384, 55.90723090005476, 93.92414791209201, 46.962073956046005, 23.481036978023003, 23.481036978023003, 55.90723090005476, 1.1181446180010954, 1067.828110191046, 389.11432706438114, 1799.0946903637623, 7.827012326007668, 1.1181446180010954, 52.55279704605148, 1.1181446180010954, 1.1181446180010954, 110.69631718210843, 106.22373871010406, 2.236289236002191, 71.56125555207011, 2.236289236002191, 3.3544338540032856, 3.3544338540032856, 40.25320624803943, 48.0802185740471, 10.063301562009858, 4.472578472004382, 4.472578472004382, 229.21964669022455, 6632.833873982498, 613.8613952826013, 228.10150207222344, 152.06766804814896, 98.39672638409638, 95.0422925300931, 77.15197864207558, 71.56125555207011, 58.14352013605696, 45.84392933804491, 44.72578472004381, 44.72578472004381, 24894.371775176383, 42.48949548404162, 41.37135086604053, 594.8529367765827, 1016.3934577629957, 873.2709466588555, 282.89058835427716, 95.0422925300931, 810.6548480507942, 71.56125555207011, 3285.108887687218, 325.38008383831874, 525.5279704605148, 3441.6491342073714, 609.388816810597, 1628.0185638095948, 10943.28137637672, 11111.003069076885, 646.2875892046332, 956.0136483909365, 1900.8458506018621, 1567.6387544375357, 2624.285418448571, 3394.6870602513254, 15127.378536936818, 3006.6908778049456, 2822.197015834765, 1281.3937322292552, 648.5238784406354, 1678.335071619644, 6720.049154186583, 1047.7015070670263, 2462.154448838412, 4127.071785042042, 4191.924172886106, 1002.9757223469825, 943.7140575929244, 2183.7364389561394, 1387.6174709393592, 2946.311068432886, 2320.150082352273, 1621.3096961015883, 4454.688158116363, 2638.821298482585, 1489.368631177459, 1570.993188291539, 1886.3099705678478, 1517.3222466274863, 114.3167111583206, 166.99205845676244, 1795.4448164277412, 223.02966196574312, 77.33189284239334, 346.3123896855006, 160.26754603568475, 3.362256210538841, 448.3008280718455, 544.6855061072922, 138.97325670227207, 67.24512421077682, 89.66016561436909, 24.656545543951502, 763.2321597923169, 218.54665368502464, 16.811281052694206, 5.603760350898068, 288.0332820361607, 6.724512421077682, 98.62618217580601, 54.91685143880107, 40.347074526466095, 1644.1432869534933, 7.8452644912572955, 65.0036200704176, 12.328272771975751, 15.690528982514591, 3.362256210538841, 39.226322456286475, 1629.5735100411582, 1300.0724014083519, 1648.6262952342115, 731.8511018272877, 392.26322456286476, 325.01810035208797, 249.92771165005382, 240.96169508861695, 235.35793473771886, 206.2183809130489, 186.04484364981587, 186.04484364981587, 172.5958188076605, 154.6637856847867, 151.30152947424784, 149.06002533388863, 145.69776912334976, 144.57701705317018, 357.5199103872967, 244.32395129915577, 2707.7370015539464, 1515.2567988828375, 3101.1209781869907, 480.80263810705424, 1530.9473278653522, 499.85542330010765, 1250.7593103204488, 659.0022172656128, 1162.2198967762592, 838.322548494351, 4416.883908577857, 1167.8236571271575, 6809.689578411332, 3215.437689345312, 565.9797954407048, 2514.9676454830533, 3266.9922845735737, 1994.9386849197124, 3930.4775101199048, 1278.7781120749391, 3121.294515450224, 2595.661794535985, 1108.423797407638, 1746.1317253398379, 3032.7551019060343, 3878.922914891643, 4969.414679176407, 6689.769106902114, 2456.688537833713, 3431.742838889977, 2547.469455518262, 2408.49619881599, 1554.4831213391242, 2739.1180595189758, 1685.611113550139, 1543.2756006373281, 1620.6074934797214, 1545.517104777687, 11.078757279478804, 186.1231222952439, 103.03244269915287, 11.078757279478804, 110.78757279478803, 5.539378639739402, 18.833887375113964, 285.83193781055314, 23.265390286905486, 72.01192231661221, 1015.9220425282061, 46.53078057381097, 144.02384463322443, 44.315029117915216, 161.74985628039053, 23.265390286905486, 161.74985628039053, 18.833887375113964, 34.34414756638429, 46.53078057381097, 5.539378639739402, 137.37659026553715, 18.833887375113964, 22.157514558957608, 23.265390286905486, 5.539378639739402, 11.078757279478804, 22.157514558957608, 5.539378639739402, 75.33554950045585, 20278.557324358, 9261.841085644279, 5439.669824224093, 3444.38563818996, 2605.7237121334147, 1184.319153176284, 1343.8532580007789, 983.7936464177178, 789.9153940268386, 719.0113474381743, 760.002749372246, 567.2323727093147, 466.41568146605766, 380.001374686123, 370.030493134592, 357.8438601271653, 321.28396110488535, 307.98945236951073, 294.69494363413617, 232.6539028690549, 189.44674947908754, 182.79949511140026, 167.28923492012996, 160.64198055244267, 146.23959608912023, 4269.753055511131, 1360.4713939199971, 4990.980154405201, 560.5851183416274, 967.1755104984996, 4279.723937062661, 496.3283261206504, 3433.306880910481, 1327.2351220815606, 4564.447999145267, 3630.5087604852038, 1524.4370016562834, 2543.682671368333, 3077.678772239212, 1577.6150365977817, 8545.045489662001, 2587.9977004862485, 3015.6377314741303, 4510.16208847582, 6688.245769621353, 3062.168512047941, 1926.5958909013639, 1625.2536928995405, 2602.400084949571, 2415.1690869263794, 1670.6765977454036, 2317.676022866966, 1525.5448773842313, 1570.9677822300944, 1699.4813666720484, 49.277621540136636, 1208.9443151180185, 212.44130175081125, 7053.270229778223, 10668.057534311356, 1228.6553637340735, 233.2474086233134, 1115.8643633199829, 6542.973082273697, 1253.8417036323654, 67.8936118997438, 3623.547770584714, 804.8678184888983, 2221.8732023319385, 144.54768985106745, 42.70727200145175, 15.33081559026473, 38.32703897566183, 2915.0450786631936, 525.6279630947907, 181.7796705702818, 616.5177983799317, 176.30437928804437, 21.901165128949614, 4944.188027860375, 2456.215669211699, 455.54423468215197, 7.665407795132365, 5.475291282237404, 127.02675774790777, 2018.192366632707, 1649.157734209906, 966.9364404431254, 1202.3739655793338, 813.6282845404781, 801.5826437195559, 614.3276818670367, 588.0462837122972, 566.1451185833475, 484.01574934978646, 471.9701085288642, 420.5023704758326, 413.93202093714774, 384.36544801306576, 2148.504299149957, 1387.438810918958, 3862.2704704902644, 2075.135395967976, 2456.215669211699, 970.2216152124679, 7953.408116578053, 3631.213178379846, 4629.906308259949, 3231.5169147765155, 941.7501005448335, 2237.204017922203, 2893.1439135342443, 3971.776296135012, 1867.0743272429547, 2722.3148255284373, 1644.777501184116, 5461.055524903587, 3358.543672524423, 2631.424990243296, 1756.473443341759, 1575.7888310279247, 2029.1429491971817, 1953.5839295023056, 2651.9356769565347, 117.36225974616154, 2206.1847865744785, 1058.517304249034, 1551.6644918362704, 115.10529321258151, 2314.51918018632, 60.9380964066608, 291.1486828318238, 3897.781203492711, 426.5666748466256, 9873.10010114584, 529.258652124517, 185.0712557535624, 36.11146453728047, 4.513933067160059, 1.1284832667900146, 199.7415382218326, 405.1254927776153, 753.8268222157299, 75.60837887493099, 845.233966825721, 712.0729413444993, 11.284832667900147, 3.3854498003700444, 3173.294946213521, 2.2569665335800293, 12.413315934690162, 16.92724900185022, 1170.2371476612454, 3002.8939729282292, 2249.0671507124994, 1294.370307008147, 1329.3532882786374, 1060.774270782614, 1155.566865192975, 982.9089253741029, 538.2865182588371, 496.5326373876065, 415.28184217872547, 409.63942584477536, 375.7849278410749, 358.8576788392247, 356.60071230564466, 348.70132943811456, 2298.7204144512602, 2638.3938777550543, 4598.56931216931, 1260.5158090044463, 1669.0267515824319, 2080.923143960787, 698.5311421430191, 2811.0518175739267, 950.1829106371924, 4328.861811406497, 740.2850230142496, 1041.5900552471837, 1319.1969388775271, 1175.8795639951954, 2777.197319570226, 1913.907620475865, 1931.9633527445053, 1883.4385722725347, 2320.1615965202705, 1755.9199631252632, 1452.357964358749, 1889.0809886064849, 1866.5113232706844, 1496.3688117635597, 1526.83785996689, 1347.4090205472776, 907.1075004962996, 38.765277798987164, 354.42539701931116, 791.9192464650235, 47.62591272446994, 2018.0096042787031, 1106.4717863196622, 14.398531753909516, 140.66257944203912, 13.29095238822417, 97.46698418031058, 222.62345250275484, 479.5818653417555, 22.151587313706948, 1.1075793656853476, 1024.5109132589464, 1034.4791275501145, 2427.8139695822815, 223.7310318684402, 40.980436530357856, 530.5305161632815, 1.1075793656853476, 1025.6184926246317, 231.48408742823764, 538.2835717230789, 147.30805563615124, 120.72615085970288, 26.58190477644834, 8.860634925482781, 2343.637937790195, 3365.933692317771, 2323.7015092078586, 1046.6625005726535, 729.894801986644, 723.249325792532, 722.1417464268466, 513.9168256780011, 454.10753993099246, 412.01952403494926, 394.2982541839837, 392.083095452613, 390.9755160869277, 384.33003989281553, 367.71634940753535, 450.7848018339364, 341.13444463108704, 310.1222223918973, 980.2077386315326, 677.8385717994327, 3949.6280180339486, 1518.4913103546114, 1339.0634531135852, 10241.786394492408, 872.7725401600537, 1758.8360327083317, 4676.200081923537, 1660.261469162336, 2109.9386916305866, 2518.63547756848, 2096.6477392423626, 1790.9558343132069, 1120.8703180735718, 941.4424608325453, 4108.0118673269535, 1826.398374015138, 1281.469326097947, 3455.6476209382845, 1500.7700405036458, 2055.6673027120046, 2027.9778185698715, 1811.9998422612287, 1886.2076597621467, 1861.8409137170693, 1512.9534135261847, 1618.1734532662927, 1589.3763897584736, 1382.2590483753138, 1558.364167519284, 1594.9142865869003, 5347.873160228449, 29888.47689468549, 2748.4525833565026, 1.0799420759750502, 5.399710379875252, 25.918609823401205, 260.2660403099871, 3204.188139417974, 1.0799420759750502, 670.6440291805062, 74.51600324227846, 50.75727757082736, 3957.9877084485593, 16.199131139625756, 166.31107970015776, 1511.9189063650704, 421.1774096302696, 34.55814643120161, 3.2398262279251506, 4.319768303900201, 6719.399596716763, 316.4230282606897, 42.11774096302696, 119.87357043323058, 816.436209437138, 15.119189063650705, 78.83577154617868, 37.79797265912676, 9.719478683775453, 267.8256348418125, 2929.882852120312, 1685.7895805970536, 815.356267361163, 272.1454031457127, 210.5887048151348, 207.34887858720964, 195.4695157514841, 174.95061630795814, 174.95061630795814, 167.3910217761328, 154.4317168644322, 137.1526436488314, 136.07270157285635, 128.513107041031, 209.50876273915975, 361.78059545164183, 14862.162849568642, 3730.1199304178235, 446.01607737769575, 2814.329049990981, 1079.94207597505, 1438.4828451987669, 1531.3578637326214, 479.49428173292233, 3329.46142023108, 3040.0369438697667, 1902.8579378680386, 359.6207112996917, 573.4492423427517, 3307.862578711579, 3415.8567863090843, 2833.768007358532, 2240.879807648229, 1286.2110124862847, 1239.7735032193577, 2955.8014619437126, 1403.9246987675654, 3393.1780027136083, 2013.012029617494, 2844.5674281182824, 3410.4570759292087, 3068.115437845118, 1880.1791542725625, 1806.7430931062593, 2190.1225300774017, 1751.6660472315316, 1803.503266878334, 15410.310834740585, 18639.4470025374, 4.477138534207026, 280.94044302149086, 34.69782364010445, 1299.4894595535893, 1.1192846335517566, 4.477138534207026, 4.477138534207026, 313.39969739449185, 1.1192846335517566, 1.1192846335517566, 13.431415602621078, 48.12923924272553, 1.1192846335517566, 101.85490165320984, 81.70777824927822, 7.834992434862296, 2.238569267103513, 10.073561701965808, 7.834992434862296, 1.1192846335517566, 2.238569267103513, 6.715707801310539, 1.1192846335517566, 6.715707801310539, 85.06563214993349, 156.69984869724593, 82.82706288282998, 297.7297125247672, 4846.5024632791055, 3963.3868874067703, 735.3700042435041, 373.8410676062867, 288.7754354563532, 283.17901228859444, 259.6740349840075, 199.23266477221267, 179.08554136828104, 5806.848678866512, 160.05770259790117, 155.58056406369417, 294.37185862411195, 87.304201417037, 78.34992434862296, 68.27636264665715, 62.67993947889837, 60.44137021179485, 59.3220855782431, 4011.5161266494956, 126.47916359134848, 97.37776311900281, 50043.21596609904, 4050.6910888238067, 9650.472110483246, 130.9563021255555, 1174.1295805957925, 14284.310493387517, 1237.9288047082428, 937.960522916372, 421.9703068490122, 2649.3467276170077, 2979.535694514776, 2382.9569848316896, 1794.2132675834657, 3791.0170538397992, 810.3620746914718, 3280.623260940198, 1620.7241493829436, 1280.4616207832094, 1130.477479887274, 1217.781681304311, 646.9465181929153, 1427.0879077784896, 1459.5471621514905, 1802.048260018328, 2520.6289947585556, 1519.9885323632852, 1230.0938122733803, 1178.6067191299996, 1245.763797143105, 1216.6623966707593, 6743.031267689849, 4.612196489527941, 4.612196489527941, 184.48785958111762, 1203.7832837667925, 9.224392979055882, 8.071343856673895, 13.83658946858382, 14.989638590965807, 420.86292966942455, 1060.8051925914262, 11.530491223819851, 3.459147367145955, 940.8880838636999, 2.3060982447639704, 2.3060982447639704, 114.15186311581652, 215.62018588543123, 47.27501401766139, 38.05062103860551, 12.683540346201836, 3.459147367145955, 2.3060982447639704, 382.8123086308191, 54.1933087519533, 4.612196489527941, 55.34635787433528, 4.612196489527941, 2.3060982447639704, 11.530491223819851, 14091.41332463024, 12795.38611107289, 3839.6535775320103, 3568.687033772244, 2351.067160536868, 1835.6542028321203, 1558.922413460444, 1443.6175012222454, 1233.762560948724, 985.8569996365974, 1497.8108099741987, 794.4508453211878, 787.5325505868959, 729.8800944677967, 420.86292966942455, 386.27145599796506, 551.1574804985889, 321.7007051445739, 313.6293612879, 236.37507008830696, 224.84457886448712, 199.47749817208344, 198.32444904970146, 756.4002242825823, 1761.8590589996734, 405.87329107845875, 492.3519752571077, 636.4831155548558, 2137.7530728962006, 590.3611506595764, 3379.5869777015982, 2886.081953322109, 12944.129447860165, 774.849010240694, 795.6038944435697, 4137.140251106563, 3087.8655497389564, 1463.2193363027393, 1852.9499396678502, 2539.014167485131, 1407.872978428404, 1964.795704538903, 1904.8371501750396, 2587.4422306251745, 1733.0328309401236, 1367.5162591450344, 1643.0949993943289, 1396.3424872045841, 1330.6186872288108, 1251.058297784454, 1.1258959039289123, 9.007167231431298, 2212.3854512203125, 1932.0373711420136, 372.67154420046995, 1.1258959039289123, 4.503583615715649, 15.762542655004772, 5.629479519644561, 13.510750847146948, 9190.688263771712, 85.56808869859734, 210.54253403470662, 75.43502556323712, 800.5119876934566, 471.7503837462142, 110.3377985850334, 56.29479519644562, 404.1966295104795, 16.888438558933682, 1910.645348967364, 1.1258959039289123, 3.377687711786737, 481.88344688157446, 20.26612627072042, 137.3593002793273, 147.4923634146875, 41.658148445369754, 1.1258959039289123, 78.81271327502387, 3262.846329585988, 3149.1308432891674, 1619.038309849776, 861.3103665056179, 1075.2305882521114, 453.7360492833517, 446.98067385977816, 445.8547779558492, 415.4555885497686, 408.70021312619514, 380.5528155279723, 360.2866892572519, 4099.38698620517, 224.05328488185356, 209.41663813077767, 208.29074222684875, 171.13617739719467, 136.23340437539838, 2144.831696984578, 1136.0289670642724, 2427.4315688707347, 744.2171924970111, 3751.485151891136, 11946.881436589689, 821.904009868106, 853.4290951781155, 1428.7619020857896, 2998.260792162693, 1543.6032842865388, 743.0912965930821, 1822.8254684609087, 1843.0915947316294, 3366.4287527474476, 4313.307207951663, 1174.3094277978555, 2830.5023024772854, 1656.19287467943, 3267.3499132017037, 4021.7001688340742, 2416.1726098314457, 3471.1370718128364, 2739.304734259044, 2225.8962020674594, 2652.6107496565173, 2431.9351524864505, 1720.368941203378, 2152.71296831208, 3500.410365314988, 2286.694580879621, 2514.1255534732613, 2051.382336958478, 1986.0803745306014, 1970.3178318755963], \"Total\": [68491.0, 29888.0, 26544.0, 39384.0, 20278.0, 18639.0, 28623.0, 43882.0, 15410.0, 16734.0, 14981.0, 14092.0, 19513.0, 12795.0, 20044.0, 35914.0, 22772.0, 19151.0, 11468.0, 11328.0, 16770.0, 10668.0, 13568.0, 15981.0, 12630.0, 9873.0, 16526.0, 9190.0, 9268.0, 20047.0, 157.61807378089142, 26.269678963481905, 39.929912024492495, 1456.391001735437, 133.44996913448807, 1499.4732752355471, 22.0665303293248, 284.7633199641438, 12.609445902471315, 132.39918197594878, 369.87707980582525, 10.507871585392762, 171.27830684190204, 1.050787158539276, 301.5759145007723, 12.609445902471315, 117.68816175639894, 292.1188300739188, 113.48501312224182, 24.16810464640335, 81.96139836606353, 1.050787158539276, 1.050787158539276, 1.050787158539276, 17.863381695167696, 252.1889180494263, 17.863381695167696, 45.18384781718888, 5.253935792696381, 50.43778360988526, 2873.042503873628, 3088.5179446619773, 680.910078733451, 679.8592915749117, 284.7633199641438, 243.78262078111206, 480.41522387748665, 237.47789782987644, 173.3798811589806, 167.07515820774492, 166.02437104920563, 150.26256367111648, 237.58015979371913, 138.70390492718445, 136.6023306101059, 121.89131039055603, 114.5358002807811, 932.0802150176364, 419.557384524051, 488.6529870777345, 4569.521634100143, 1619.3319252466306, 441.9963322823263, 8685.75551317234, 620.3602019474457, 2880.9176230137596, 997.3038740532176, 4418.916582326428, 2341.9312402241158, 6466.598623170305, 2510.28039941024, 5937.177284046764, 3435.7194425337466, 767.515413814217, 3479.7874784241744, 3536.048456845551, 5479.302176327088, 20044.56001564176, 3634.136866496023, 1509.7546242324115, 7460.19987411924, 1335.0428442835878, 3718.3389432953186, 2564.7125806002186, 6287.689160015218, 6169.113405526715, 6927.5812347436495, 4934.656632881329, 2937.2450251269765, 4093.404729362131, 3926.4870665301937, 39384.69585931631, 8111.817857631679, 6601.078868263428, 10010.178964135655, 10437.704249642122, 17690.690415380734, 16526.372470096172, 7087.712699155312, 85.48047415953619, 56.98698277302412, 694.802828424948, 1393.9892709093592, 53.69927222842657, 5.479517574329242, 3.2877105445975454, 10.959035148658485, 28.49349138651206, 20.82216678245112, 15.342649208121879, 14.24674569325603, 92.05589524873128, 18.630359752719425, 16.438552722987726, 250.9619049042793, 12.054938663524332, 78.90505307034108, 9.863131633792635, 9.863131633792635, 299.1816595583766, 4.383614059463393, 831.790767783179, 440.5532129760711, 40.548430050036394, 13.150842178390182, 21.91807029731697, 9.863131633792635, 17.534456237853572, 139.17974638796275, 2494.2730188009978, 790.211593722125, 451.5122481247296, 393.4293618368396, 463.59203534356766, 301.37346658810833, 384.6843748210481, 279.4553962907913, 275.071782231328, 246.5782908448159, 246.5782908448159, 242.1946767853525, 231.23564163669403, 230.13973812182817, 1168.2170869370455, 191.7831151015235, 179.72817643799914, 176.44046589340158, 258.6658092602644, 162.19372020014558, 160.00191317041387, 160.00191317041387, 156.7142026258163, 146.85107099202366, 332.1787345606043, 6099.319614990694, 1137.9073197951266, 382.7089345740059, 4389.37872716754, 477.98025294608686, 2165.4824784773486, 866.5571653322261, 5046.68099116074, 10142.736859626399, 19151.641756983754, 2678.812060685301, 787.8565980044143, 8762.717488212451, 16150.297627818165, 1132.8572225962725, 5677.669402784317, 20047.59856113667, 1368.9503922253953, 1018.6652856567989, 3640.7232679596955, 9290.818281104739, 4915.332301591392, 7142.088071452117, 4665.977822150397, 6969.901492421438, 3273.757519978757, 10377.41608963135, 1421.4660437948714, 3110.5297255161086, 18856.608625356217, 2908.353360654525, 4039.8616116133385, 5168.7044198083095, 3300.788990357363, 2572.5384993898847, 13885.74224893631, 6704.69004496171, 6298.834516984105, 4677.004200439873, 249.87718801581386, 2094.365378500966, 2.191905158033455, 1916.8210607002563, 2.191905158033455, 195.07955906497747, 763.878947574659, 4124.069554839945, 974.3018427458707, 247.6852828577804, 35.07048252853528, 5.4797628950836375, 201.65527453907785, 66.85310732002037, 106.30740016462256, 51.509771213786195, 219.1905158033455, 155.6252662203753, 4.38381031606691, 131.5143094820073, 5.4797628950836375, 156.72121879939203, 241.10956738368003, 93.15596921642184, 46.03000831870255, 2985.3748252415653, 35.07048252853528, 412.07816971028956, 1415.9707320896118, 6.575715474100364, 6297.367365327978, 3396.375347761443, 1432.3903902713103, 1263.66585429406, 897.5851622146997, 850.4592013169805, 971.128178095551, 704.6975083077558, 1063.01867228657, 542.4965266132801, 482.21913476736006, 390.15911812995495, 374.81578202372077, 455.9462161958708, 339.7452994951855, 338.6493469161688, 484.42261764791124, 302.48291180861673, 280.56386022828224, 510.8114938851149, 259.7407612269644, 984.1322330241017, 1110.950483476745, 4224.138198085883, 4030.5725383365248, 1797.4568657738325, 2591.099200420113, 10635.153813520183, 2544.839471446379, 8060.736373323053, 3681.4051775086173, 3243.39468722355, 2119.291401857612, 669.596618811866, 2313.417497294364, 3149.8649254925176, 2656.006094877631, 4468.61075459387, 6287.689160015218, 7460.19987411924, 39384.69585931631, 10730.294882763585, 4527.067388446382, 35914.43470351105, 5211.729109943841, 12235.918305747866, 4727.428812470709, 6147.854294620041, 13885.74224893631, 2916.190147564351, 33.2237760288478, 2545.369937693985, 1985.9244187566123, 22.506428922767867, 165.04714543363104, 801.6575635347793, 47.156327266751724, 289.36837186415835, 8.573877684863948, 287.2249024429423, 190.7687784882229, 11.789081816687931, 1393.2551237903917, 216.4904115428147, 58.94540908343966, 685.910214789116, 1.0717347106079935, 143.61245122147116, 123.24949171991929, 489.78276274785316, 24.649898343983857, 18.219490080335895, 311.8748007869262, 25.721633054591848, 5.358673553039969, 3.215204131823981, 2.143469421215987, 99.67132808654341, 286.15316773233434, 1395.398593211608, 1297.8707345462803, 758.8348222021386, 437.2677619280614, 679.6190362476474, 397.6135776355657, 490.8694937669273, 421.2159591373503, 467.348615859765, 256.1445958353105, 230.42296278071865, 199.34265617308682, 192.91224790943886, 466.1208089062024, 180.05143138214294, 176.83622725031898, 175.76449253971097, 9452.852850566456, 1282.7166401367315, 5139.324656547479, 2447.977558915641, 2842.5452344815812, 3516.0311810685785, 744.8592288142682, 2287.325877157284, 1042.0564289806082, 827.9921606673988, 1675.1919996901415, 2909.166114873446, 3064.9143859182823, 12339.198652055686, 39384.69585931631, 3238.8051819001844, 1750.1179573549632, 692.4912115564987, 7994.617444371315, 1033.8612637200506, 17078.612972656745, 1131.1391460642565, 43882.891841647914, 4828.033842995447, 3879.0145664087154, 10670.793411800298, 5373.873740346436, 5340.123228967189, 7019.421493347324, 10377.41608963135, 7012.143409351901, 8873.981382510483, 7616.79507486042, 35914.43470351105, 4192.449624829518, 1.0763220754640792, 65.65564660330882, 1.0763220754640792, 1.0763220754640792, 1.0763220754640792, 1.0763220754640792, 17.221153207425267, 89.33473226351856, 8.610576603712634, 8.610576603712634, 79.64783358434185, 2314.09246224777, 1.0763220754640792, 519.8635624491502, 76.41886735794962, 1.0763220754640792, 2.1526441509281584, 4.305288301856317, 39.82391679217093, 2.1526441509281584, 1.0763220754640792, 2.1526441509281584, 17.221153207425267, 1.0763220754640792, 1.0763220754640792, 2.1526441509281584, 1.0763220754640792, 1.0763220754640792, 2.1526441509281584, 1.0763220754640792, 3510.9626101638264, 3209.8078248673037, 2182.7811690411527, 1823.28959583615, 1360.471103386596, 824.4627098054847, 728.6700450891816, 716.8305022590768, 687.7698062215466, 561.8401233922493, 532.7794273547192, 528.4741390528628, 494.03183263801236, 486.49757810976377, 484.3449339588356, 419.7656094309909, 344.4230641485053, 319.66765641283155, 302.44650320540626, 242.1724669794178, 228.18027999838478, 223.87499169652847, 209.88280471549544, 200.19590603631875, 190.50900735714202, 150.6850905649711, 145.30348018765068, 144.22715811218663, 1096.220485889968, 8804.511284898093, 630.733838596754, 439.00826099180915, 1547.3345517610928, 6704.69004496171, 9041.658589611292, 1924.2859683660909, 2721.6379164803047, 2985.8016924213857, 4132.3630205048485, 4638.766535148231, 3138.6873215034493, 7087.712699155312, 1102.801334308758, 9191.974873622243, 3437.0431495771672, 2912.5527036294993, 2336.382556705463, 68491.16742732389, 2593.233297430076, 3295.22485790748, 19513.018090534904, 20047.59856113667, 5058.236093199934, 3829.2200613528967, 12339.198652055686, 8486.629446165629, 7654.85042225632, 5228.642035762374, 10377.41608963135, 6180.242479641594, 9749.304536672687, 139.65832745011002, 27.491796742147642, 4973.815866589352, 2.199343739371811, 971.0102609326547, 2876.741611098329, 962.2128859751674, 272.7186236821046, 58.282609093352995, 75.87735900832749, 13.196062436230868, 1012.7977919807191, 203.43929589189256, 2958.1173294550863, 438.7690760046763, 5.498359348429528, 43.98687478743622, 153.9540617560268, 2.199343739371811, 202.33962402220664, 2.199343739371811, 10.996718696859055, 5.498359348429528, 12.096390566544962, 1.0996718696859056, 58.282609093352995, 757.673918213589, 14.295734305916772, 26.392124872461736, 27.491796742147642, 14981.97538939889, 8733.601896541462, 2644.710846594603, 338.69893586325895, 323.3035296876563, 266.12059246398917, 255.1238737671301, 247.42617067932878, 227.63207702498246, 200.14028028283482, 199.0406084131489, 183.64520223754621, 136.3593118410523, 2679.5584863079503, 117.66489005639191, 116.56521818670599, 112.16653070796238, 3204.158628482986, 191.33918603467842, 2859.7316064210204, 397.22169068470936, 2217.032980873493, 987.9372073915056, 5917.079922458268, 1409.978271316734, 10749.267531823161, 1632.9740455737922, 22772.85154489446, 314.260278568545, 3758.9714358168703, 2796.765562444865, 9686.60246769669, 5098.642266707811, 1376.0744907588785, 4809.15436389156, 3381.5594500343786, 3758.6795654179928, 4432.787817212084, 8029.900750759552, 3028.7165523054405, 7496.607549684287, 6180.242479641594, 28623.29772014822, 3971.7604655916375, 5377.238415302352, 9254.2601447231, 43882.891841647914, 9191.974873622243, 10820.627034492987, 13668.606733891778, 16.300965286111797, 90.19867458315194, 65.20386114444719, 16.300965286111797, 16.300965286111797, 16.300965286111797, 32.601930572223594, 16.300965286111797, 171.70350101371093, 16.300965286111797, 16.300965286111797, 16.300965286111797, 32.601930572223594, 16.300965286111797, 16.300965286111797, 16.300965286111797, 11468.272444289187, 16.300965286111797, 65.20386114444719, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 32.601930572223594, 16.300965286111797, 16.300965286111797, 16.300965286111797, 16.300965286111797, 11328.084142828626, 5489.0783773433795, 3454.7271311965696, 2760.2967884482646, 2743.995823162153, 2770.0903084705437, 2202.803775663241, 2176.7222312054623, 2063.7022052217535, 1842.041630945111, 1544.2447781043245, 1405.143207662837, 1146.5012251231965, 1033.4811991394881, 942.1957935372619, 891.1194356407783, 849.8236569159617, 785.7065267905887, 765.0586374281804, 999.9177942913379, 709.6353554554004, 540.1053164798376, 529.2380062890963, 525.977813231874, 495.54934469779863, 447.7331798585374, 418.3914423435362, 409.69759419094316, 369.48854648520074, 1775.82249093673, 1429.463427928337, 1800.8951410141326, 1320.448755892079, 1342.2762433141388, 2877.800694025403, 3093.1404782078284, 1561.091921326672, 3171.804242489344, 3917.707254156122, 13568.54729213403, 2229.6972892553704, 3204.827977761152, 39384.69585931631, 3144.2341884053803, 5053.221204469704, 43882.891841647914, 5375.471453043595, 8969.168594125425, 17690.690415380734, 16770.997717456183, 16047.451127417407, 12630.381941128398, 3621.338394770209, 343.19145402745363, 5.571289838108013, 3.342773902864808, 2.228515935243206, 667.44052260534, 326.4775845131296, 225.08010945956377, 177.16701685183483, 2128.2327181572614, 77.9980577335122, 62.39844618680975, 49.027350575350525, 5.571289838108013, 1046.2882315966851, 24.513675287675262, 64.62696212205296, 17.828127481945646, 190.53811246329406, 662.9834907348537, 21.170901384810453, 7.799805773351219, 145.96779375842996, 22.285159352432053, 33.42773902864808, 8353.591983259155, 1.114257967621603, 4.457031870486412, 215.05178775096934, 15.599611546702437, 1320.3956916315992, 1377.23062128106, 1130.9718371359268, 1047.4024895643065, 1343.7544180850068, 1008.4084873634806, 724.2676789540418, 572.7285953575038, 559.3574997460446, 549.3291780374502, 472.44537827155955, 534.8374422186955, 422.30376972858744, 422.30376972858744, 408.9326741171282, 1724.5074064836942, 366.5908713475073, 359.9053235417777, 320.90629467502157, 311.9922309340488, 311.9922309340488, 309.76371499880554, 1664.0790204141088, 457.96779799323764, 4971.017695393928, 727.744432092433, 2191.1744125608916, 537.7258052930553, 1146.8049575752773, 1949.0745022252727, 783.1621883146487, 1550.3205631806788, 5013.283549099903, 3576.3355206444176, 2003.0652647614177, 4148.609351125135, 14067.339729836338, 17078.612972656745, 1251.5073198839846, 1311.5375055806762, 22772.85154489446, 6876.993685511649, 2557.2620911174463, 4411.463077385793, 5340.123228967189, 43882.891841647914, 4727.428812470709, 16150.297627818165, 5094.710442302337, 4004.8479646942833, 5840.072389715464, 10730.294882763585, 5377.238415302352, 5506.862243655394, 51.434652428050384, 55.90723090005476, 93.92414791209201, 46.962073956046005, 23.481036978023003, 23.481036978023003, 55.90723090005476, 1.1181446180010954, 1067.828110191046, 389.11432706438114, 1799.0946903637623, 7.827012326007668, 1.1181446180010954, 52.55279704605148, 1.1181446180010954, 1.1181446180010954, 110.69631718210843, 106.22373871010406, 2.236289236002191, 71.56125555207011, 2.236289236002191, 3.3544338540032856, 3.3544338540032856, 40.25320624803943, 48.0802185740471, 10.063301562009858, 4.472578472004382, 4.472578472004382, 229.21964669022455, 6776.466170087179, 613.8613952826013, 228.10150207222344, 152.06766804814896, 98.39672638409638, 95.0422925300931, 77.15197864207558, 71.56125555207011, 58.14352013605696, 45.84392933804491, 44.72578472004381, 44.72578472004381, 26544.993158030404, 42.48949548404162, 41.37135086604053, 613.79532222615, 1089.2044360409618, 946.6823857290576, 298.58111733679175, 97.2021766820432, 906.2764794778683, 72.64798657114423, 4034.2514504022056, 353.9715524501523, 590.7318316049619, 4387.025673818355, 697.3428365917586, 2004.6303073985305, 15981.401820178482, 16770.997717456183, 764.1784073715124, 1211.3171550401519, 2621.8762310763154, 2124.575156755449, 3821.736061479696, 5210.117374349041, 28623.29772014822, 4599.205912845167, 4359.842226542432, 1838.2342449521245, 811.3380451963815, 2628.4412791722602, 15329.21253249494, 1478.4059663298867, 4934.656632881329, 10437.704249642122, 10749.267531823161, 1447.8445739450233, 1311.3636947127884, 6297.594175576902, 3034.3982461166556, 17690.690415380734, 10820.627034492987, 4456.048711758764, 68491.16742732389, 17078.612972656745, 3890.405184600555, 5053.221204469704, 13885.74224893631, 4704.194012231896, 114.3167111583206, 166.99205845676244, 1795.4448164277412, 223.02966196574312, 77.33189284239334, 346.3123896855006, 160.26754603568475, 3.362256210538841, 448.3008280718455, 544.6855061072922, 138.97325670227207, 67.24512421077682, 89.66016561436909, 24.656545543951502, 763.2321597923169, 218.54665368502464, 16.811281052694206, 5.603760350898068, 288.0332820361607, 6.724512421077682, 98.62618217580601, 54.91685143880107, 40.347074526466095, 1644.1432869534933, 7.8452644912572955, 65.0036200704176, 12.328272771975751, 15.690528982514591, 3.362256210538841, 39.226322456286475, 1629.5735100411582, 1300.0724014083519, 1655.2717714283235, 731.8511018272877, 392.26322456286476, 325.01810035208797, 249.92771165005382, 240.96169508861695, 235.35793473771886, 206.2183809130489, 186.04484364981587, 186.04484364981587, 172.5958188076605, 154.6637856847867, 151.30152947424784, 149.06002533388863, 145.69776912334976, 144.57701705317018, 361.8396786911969, 246.56252056625928, 2888.115797890673, 1591.432211951082, 3333.440447638358, 496.13345369731894, 1701.3832828319048, 525.4833565554045, 1386.6644664786377, 711.9436298857913, 1312.6447224051756, 931.3592152119203, 5593.4549921301395, 1333.0547947513403, 9254.2601447231, 4303.902212156063, 630.5642343057442, 3542.4206126546064, 5094.710442302337, 2955.648070666089, 6839.4814375944325, 1722.0330831078961, 5313.843456785151, 4339.343374046462, 1522.6778617729192, 2908.1062759377037, 6276.092962625772, 8955.925242605263, 18858.11137963216, 43882.891841647914, 6876.993685511649, 13668.606733891778, 9290.818281104739, 9686.60246769669, 3326.190299864029, 35914.43470351105, 7158.081622778825, 4677.004200439873, 13043.37534398756, 5599.261688631932, 11.078757279478804, 186.1231222952439, 103.03244269915287, 11.078757279478804, 110.78757279478803, 5.539378639739402, 18.833887375113964, 285.83193781055314, 23.265390286905486, 72.01192231661221, 1015.9220425282061, 46.53078057381097, 144.02384463322443, 44.315029117915216, 161.74985628039053, 23.265390286905486, 161.74985628039053, 18.833887375113964, 34.34414756638429, 46.53078057381097, 5.539378639739402, 137.37659026553715, 18.833887375113964, 22.157514558957608, 23.265390286905486, 5.539378639739402, 11.078757279478804, 22.157514558957608, 5.539378639739402, 75.33554950045585, 20278.557324358, 9268.510252255484, 5439.669824224093, 3444.38563818996, 2605.7237121334147, 1184.319153176284, 1346.094762141138, 983.7936464177178, 789.9153940268386, 719.0113474381743, 761.1235014424255, 568.339952075, 466.41568146605766, 380.001374686123, 370.030493134592, 357.8438601271653, 321.28396110488535, 307.98945236951073, 294.69494363413617, 232.6539028690549, 189.44674947908754, 182.79949511140026, 167.28923492012996, 160.64198055244267, 146.23959608912023, 4538.190201158781, 1442.6617949068077, 5519.2974828916995, 586.8416863420812, 1037.5115069638007, 5305.668909238959, 531.3595476420803, 4349.38518612943, 1585.1928968119464, 6700.6812307408, 5749.923341389391, 2055.33174984771, 3872.081382651064, 5194.697524876558, 2279.2928179609726, 20044.56001564176, 5711.4062152195265, 7154.050620700902, 14067.339729836338, 28623.29772014822, 10010.178964135655, 5211.729109943841, 4527.067388446382, 16770.997717456183, 15981.401820178482, 5228.642035762374, 17690.690415380734, 4093.404729362131, 7250.294059553089, 35914.43470351105, 49.277621540136636, 1208.9443151180185, 212.44130175081125, 7053.270229778223, 10668.057534311356, 1228.6553637340735, 233.2474086233134, 1115.8643633199829, 6542.973082273697, 1253.8417036323654, 67.8936118997438, 3623.547770584714, 804.8678184888983, 2221.8732023319385, 144.54768985106745, 42.70727200145175, 15.33081559026473, 38.32703897566183, 2915.0450786631936, 525.6279630947907, 181.7796705702818, 616.5177983799317, 176.30437928804437, 21.901165128949614, 4944.188027860375, 2456.215669211699, 455.54423468215197, 7.665407795132365, 5.475291282237404, 127.02675774790777, 2020.444158440565, 1649.157734209906, 968.0361123128114, 1206.8569738600522, 813.6282845404781, 801.5826437195559, 614.3276818670367, 588.0462837122972, 566.1451185833475, 484.01574934978646, 471.9701085288642, 420.5023704758326, 413.93202093714774, 384.36544801306576, 2398.453189822176, 1512.4132562550674, 4599.72533266845, 2364.551059806818, 3171.7578418177136, 1081.4556490378982, 13568.54729213403, 6298.834516984105, 8955.925242605263, 6147.854294620041, 1131.8199059164424, 4331.22275683878, 6700.074052517033, 12235.918305747866, 3409.927852718077, 6837.297072391345, 2897.922819751148, 35914.43470351105, 19151.641756983754, 13043.37534398756, 3846.1107647301405, 2827.2897983222765, 9763.804694837552, 18858.11137963216, 2651.9356769565347, 117.36225974616154, 2206.1847865744785, 1058.517304249034, 1551.6644918362704, 115.10529321258151, 2314.51918018632, 60.9380964066608, 291.1486828318238, 3897.781203492711, 426.5666748466256, 9873.10010114584, 529.258652124517, 185.0712557535624, 36.11146453728047, 4.513933067160059, 1.1284832667900146, 199.7415382218326, 405.1254927776153, 753.8268222157299, 75.60837887493099, 845.233966825721, 712.0729413444993, 11.284832667900147, 3.3854498003700444, 3173.294946213521, 2.2569665335800293, 12.413315934690162, 16.92724900185022, 1170.2371476612454, 3002.8939729282292, 2249.0671507124994, 1294.370307008147, 1330.5063374010194, 1060.774270782614, 1156.64680726895, 984.0296774442825, 538.2865182588371, 496.5326373876065, 415.28184217872547, 409.63942584477536, 375.7849278410749, 358.8576788392247, 356.60071230564466, 348.70132943811456, 2433.7131739481415, 2934.24673046874, 5499.638435663306, 1373.3774609015072, 1870.8016523005751, 2576.0312986742633, 759.3295209551803, 3979.7664745512416, 1109.1559212444424, 7744.7185977155805, 831.0659406987984, 1407.0522645536544, 2075.7710551316745, 1842.912307750215, 10730.294882763585, 5850.151844200431, 6117.796096919211, 5960.782636417611, 10635.153813520183, 6750.836000684291, 3661.1599046208876, 11073.03442811366, 16047.451127417407, 4941.017204750151, 5840.072389715464, 9763.804694837552, 907.1075004962996, 38.765277798987164, 354.42539701931116, 791.9192464650235, 47.62591272446994, 2018.0096042787031, 1106.4717863196622, 14.398531753909516, 140.66257944203912, 13.29095238822417, 97.46698418031058, 222.62345250275484, 479.5818653417555, 22.151587313706948, 1.1075793656853476, 1024.5109132589464, 1034.4791275501145, 2427.8139695822815, 223.7310318684402, 40.980436530357856, 530.5305161632815, 1.1075793656853476, 1025.6184926246317, 231.48408742823764, 538.2835717230789, 147.30805563615124, 120.72615085970288, 26.58190477644834, 8.860634925482781, 2343.637937790195, 3367.033364187457, 2323.7015092078586, 1046.6625005726535, 729.894801986644, 723.249325792532, 722.1417464268466, 513.9168256780011, 454.10753993099246, 412.01952403494926, 394.2982541839837, 392.083095452613, 390.9755160869277, 384.33003989281553, 367.71634940753535, 451.8798600903839, 341.13444463108704, 310.1222223918973, 1020.4969289372416, 695.7745764925857, 4437.514990447551, 1624.3255253239292, 1426.4573150964322, 12630.381941128398, 944.2260669407245, 2040.3876770777226, 7019.421493347324, 2115.1292888986163, 2930.21928436275, 3678.252434446329, 3031.848310342318, 2679.5181454239937, 1462.7653736003592, 1155.8818263045252, 13885.74224893631, 3564.0060066644937, 2099.963725903567, 18858.11137963216, 3605.3718844183413, 8513.489926552327, 8302.906839319141, 7236.10781427949, 8873.981382510483, 10670.793411800298, 6548.807501988019, 9191.974873622243, 10730.294882763585, 6057.963453821597, 16047.451127417407, 35914.43470351105, 5347.873160228449, 29888.47689468549, 2748.4525833565026, 1.0799420759750502, 5.399710379875252, 25.918609823401205, 260.2660403099871, 3204.188139417974, 1.0799420759750502, 670.6440291805062, 74.51600324227846, 50.75727757082736, 3957.9877084485593, 16.199131139625756, 166.31107970015776, 1511.9189063650704, 421.1774096302696, 34.55814643120161, 3.2398262279251506, 4.319768303900201, 6719.399596716763, 316.4230282606897, 42.11774096302696, 119.87357043323058, 816.436209437138, 15.119189063650705, 78.83577154617868, 37.79797265912676, 9.719478683775453, 267.8256348418125, 2932.1214213874155, 1686.9088652306054, 820.960027712061, 272.1454031457127, 210.5887048151348, 207.34887858720964, 195.4695157514841, 174.95061630795814, 174.95061630795814, 167.3910217761328, 154.4317168644322, 137.1526436488314, 136.07270157285635, 128.513107041031, 210.6047153181765, 368.69889018593375, 16734.527737802422, 4151.717359150103, 464.9800025813181, 3220.2155463253785, 1179.5923773117709, 1600.5071960550858, 1907.2527693316074, 530.1595974097233, 4828.537258808337, 4610.350483615454, 2717.3401382927805, 392.47245899311616, 685.2637041428612, 5991.326981436962, 7744.7185977155805, 7142.088071452117, 5352.000635894054, 2524.428579301026, 2398.727190219525, 10142.736859626399, 3409.927852718077, 16150.297627818165, 6969.901492421438, 15329.21253249494, 22772.85154489446, 19151.641756983754, 6264.5110895621365, 6164.751753986247, 14067.339729836338, 6837.297072391345, 19513.018090534904, 15410.310834740585, 18639.4470025374, 4.477138534207026, 280.94044302149086, 34.69782364010445, 1299.4894595535893, 1.1192846335517566, 4.477138534207026, 4.477138534207026, 313.39969739449185, 1.1192846335517566, 1.1192846335517566, 13.431415602621078, 48.12923924272553, 1.1192846335517566, 101.85490165320984, 81.70777824927822, 7.834992434862296, 2.238569267103513, 10.073561701965808, 7.834992434862296, 1.1192846335517566, 2.238569267103513, 6.715707801310539, 1.1192846335517566, 6.715707801310539, 85.06563214993349, 156.69984869724593, 82.82706288282998, 297.7297125247672, 4849.961610646252, 3963.3868874067703, 736.46590775837, 373.8410676062867, 288.7754354563532, 283.17901228859444, 259.6740349840075, 199.23266477221267, 179.08554136828104, 6020.78620864986, 160.05770259790117, 155.58056406369417, 296.601229821958, 87.304201417037, 78.34992434862296, 68.27636264665715, 62.67993947889837, 60.44137021179485, 59.3220855782431, 4256.990572859265, 127.60505949527739, 98.4959077370039, 68491.16742732389, 5106.563044854069, 16526.372470096172, 140.92718367708645, 1854.4930884600742, 43882.891841647914, 2488.7739023880426, 1747.807164120396, 636.0566957491993, 8111.817857631679, 10010.178964135655, 7654.85042225632, 5711.4062152195265, 18856.608625356217, 1917.196682247832, 20047.59856113667, 7012.143409351901, 4693.3354344357485, 4065.58171991672, 5269.030691071741, 1553.0590178256039, 8685.75551317234, 9290.818281104739, 15329.21253249494, 35914.43470351105, 13885.74224893631, 13043.37534398756, 10437.704249642122, 18858.11137963216, 16047.451127417407, 6743.031267689849, 4.612196489527941, 4.612196489527941, 184.48785958111762, 1203.7832837667925, 9.224392979055882, 8.071343856673895, 13.83658946858382, 14.989638590965807, 420.86292966942455, 1060.8051925914262, 11.530491223819851, 3.459147367145955, 940.8880838636999, 2.3060982447639704, 2.3060982447639704, 114.15186311581652, 215.62018588543123, 47.27501401766139, 38.05062103860551, 12.683540346201836, 3.459147367145955, 2.3060982447639704, 382.8123086308191, 54.1933087519533, 4.612196489527941, 55.34635787433528, 4.612196489527941, 2.3060982447639704, 11.530491223819851, 14092.485059340848, 12795.38611107289, 3839.6535775320103, 3568.687033772244, 2351.067160536868, 1835.6542028321203, 1558.922413460444, 1443.6175012222454, 1233.762560948724, 985.8569996365974, 1505.1663200839737, 794.4508453211878, 787.5325505868959, 729.8800944677967, 420.86292966942455, 386.27145599796506, 553.2590548156675, 321.7007051445739, 313.6293612879, 236.37507008830696, 224.84457886448712, 199.47749817208344, 198.32444904970146, 782.792349155044, 1899.534017548055, 419.0247220266595, 517.6163172039082, 691.9713786047655, 2703.7636629796193, 643.9512957450795, 5058.195257923413, 4650.916272437709, 35914.43470351105, 962.8928999569839, 1067.894787059741, 16047.451127417407, 10046.770003384041, 3437.387440250528, 6117.796096919211, 12235.918305747866, 3758.9714358168703, 8969.168594125425, 8302.906839319141, 18856.608625356217, 9686.60246769669, 5749.923341389391, 18858.11137963216, 9749.304536672687, 7392.034117044458, 9763.804694837552, 1.1258959039289123, 9.007167231431298, 2212.3854512203125, 1932.0373711420136, 372.67154420046995, 1.1258959039289123, 4.503583615715649, 15.762542655004772, 5.629479519644561, 13.510750847146948, 9190.688263771712, 85.56808869859734, 210.54253403470662, 75.43502556323712, 800.5119876934566, 471.7503837462142, 110.3377985850334, 56.29479519644562, 404.1966295104795, 16.888438558933682, 1910.645348967364, 1.1258959039289123, 3.377687711786737, 481.88344688157446, 20.26612627072042, 137.3593002793273, 147.4923634146875, 41.658148445369754, 1.1258959039289123, 78.81271327502387, 3262.846329585988, 3150.238422654853, 1622.3961637504312, 861.3103665056179, 1079.6108212779013, 453.7360492833517, 446.98067385977816, 445.8547779558492, 415.4555885497686, 408.70021312619514, 380.5528155279723, 360.2866892572519, 4221.499359965193, 224.05328488185356, 209.41663813077767, 208.29074222684875, 171.13617739719467, 136.23340437539838, 2306.900318938805, 1199.1609909083372, 2820.14374571366, 860.6751538575916, 5201.681662303411, 19513.018090534904, 978.4220643492749, 1034.2578347485119, 1987.062750799385, 5532.755453853626, 2366.5600652560406, 922.4983054874972, 3467.5018381225755, 3534.193382717188, 8486.629446165629, 13668.606733891778, 1910.9616919139091, 7994.617444371315, 3496.6795428415126, 10670.793411800298, 16047.451127417407, 6750.836000684291, 13043.37534398756, 8969.168594125425, 6264.5110895621365, 9041.658589611292, 8260.371485939366, 3846.1107647301405, 7250.294059553089, 43882.891841647914, 11073.03442811366, 16526.372470096172, 8873.981382510483, 7392.034117044458, 35914.43470351105], \"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\"], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -7.6256, -9.4174, -8.9987, -5.4021, -7.7921, -5.3729, -9.5917, -7.0341, -10.1514, -7.8, -6.7726, -10.3337, -7.5425, -12.6363, -6.9768, -10.1514, -7.9178, -7.0086, -7.9541, -9.5008, -8.2796, -12.6363, -12.6363, -12.6363, -9.8031, -7.1556, -9.8031, -8.8751, -11.0268, -8.7651, -4.7238, -4.6525, -6.1624, -6.1639, -7.0341, -7.1895, -6.5182, -7.2157, -7.5303, -7.5674, -7.5737, -7.6734, -7.2202, -7.7535, -7.7687, -7.8827, -7.9449, -5.877, -6.6625, -6.527, -4.3927, -5.4174, -6.6599, -3.8643, -6.3521, -4.9292, -5.927, -4.5622, -5.1643, -4.249, -5.1171, -4.347, -4.861, -6.1874, -4.8826, -4.8715, -4.5039, -3.438, -4.9432, -5.6562, -4.4041, -5.7662, -4.9985, -5.287, -4.6366, -4.669, -4.6286, -4.8728, -5.2289, -5.0239, -5.0602, -3.6329, -4.6373, -4.8186, -4.6153, -4.7948, -4.645, -4.7838, -4.989, -8.1023, -8.5078, -6.007, -5.3107, -8.5672, -10.8496, -11.3604, -10.1565, -9.201, -9.5146, -9.82, -9.8941, -8.0282, -9.6258, -9.751, -7.0253, -10.0612, -8.1824, -10.2618, -10.2618, -6.8496, -11.0728, -5.8271, -6.4626, -8.8481, -9.9741, -9.4633, -10.2618, -9.6865, -7.6149, -4.7306, -5.8812, -6.438, -6.5757, -6.414, -6.8423, -6.6011, -6.9178, -6.9336, -7.043, -7.043, -7.0609, -7.1072, -7.1119, -5.5054, -7.2943, -7.3592, -7.3777, -6.9995, -7.4618, -7.4754, -7.4754, -7.4962, -7.5612, -6.7586, -3.967, -5.6015, -6.6419, -4.3397, -6.4356, -5.0207, -5.8896, -4.2582, -3.6711, -3.2252, -4.9558, -6.0261, -3.9625, -3.4994, -5.751, -4.4313, -3.4974, -5.6567, -5.8896, -4.9508, -4.2659, -4.7399, -4.4766, -4.7933, -4.5595, -5.1015, -4.448, -5.6952, -5.2912, -4.3973, -5.3566, -5.2343, -5.1372, -5.3314, -5.4415, -4.883, -5.1485, -5.2177, -5.325, -7.0257, -4.8997, -11.7619, -4.9883, -11.7619, -7.2733, -5.9083, -4.2221, -5.665, -7.0345, -8.9893, -10.8456, -7.2401, -8.3442, -7.8803, -8.6049, -7.1567, -7.4992, -11.0688, -7.6676, -10.8456, -7.4922, -7.0614, -8.0124, -8.7174, -4.5452, -8.9893, -6.5255, -5.2911, -10.6633, -3.7991, -4.4165, -5.2803, -5.4058, -5.747, -5.8009, -5.6706, -5.9889, -5.584, -6.2505, -6.3683, -6.5801, -6.6202, -6.4268, -6.7185, -6.7217, -6.3683, -6.8347, -6.9099, -6.3173, -6.987, -5.682, -5.5757, -4.284, -4.333, -5.1155, -4.7987, -3.5209, -4.8487, -3.8137, -4.5765, -4.7066, -5.109, -6.0972, -5.0937, -4.8971, -5.0303, -4.7088, -4.4895, -4.3835, -3.7703, -4.4836, -4.943, -4.1845, -4.9629, -4.7598, -5.0502, -5.109, -5.0459, -4.534, -9.0088, -4.67, -4.9182, -9.3983, -7.4058, -5.8254, -8.6586, -6.8444, -10.3634, -6.8518, -7.261, -10.0449, -5.2727, -7.1345, -8.4355, -5.9813, -12.4428, -7.545, -7.6979, -6.3181, -9.3073, -9.6096, -6.7695, -9.2647, -10.8334, -11.3442, -11.7496, -7.9102, -6.8555, -5.2711, -5.3436, -5.8832, -6.4315, -5.9955, -6.5266, -6.3181, -6.4715, -6.3697, -6.9663, -7.0722, -7.217, -7.2498, -6.3767, -7.3188, -7.3368, -7.3429, -3.4213, -5.384, -4.0245, -4.7575, -4.6232, -4.4192, -5.9445, -4.8744, -5.6404, -5.858, -5.2159, -4.7192, -4.6887, -3.541, -2.7578, -4.8075, -5.3264, -6.0798, -4.3548, -5.8068, -3.9038, -5.7482, -3.6282, -4.9242, -5.0891, -4.6679, -5.0174, -5.0904, -5.005, -4.9048, -5.0422, -5.0032, -5.0884, -5.1886, -5.2469, -12.4379, -8.327, -12.4379, -12.4379, -12.4379, -12.4379, -9.6653, -8.019, -10.3584, -10.3584, -8.1338, -4.7647, -12.4379, -6.2579, -8.1752, -12.4379, -11.7447, -11.0516, -8.827, -11.7447, -12.4379, -11.7447, -9.6653, -12.4379, -12.4379, -11.7447, -12.4379, -12.4379, -11.7447, -12.4379, -4.3478, -4.4412, -4.8231, -5.003, -5.2958, -5.7967, -5.9202, -5.9366, -5.978, -6.1802, -6.2333, -6.2414, -6.3088, -6.3242, -6.3286, -6.4717, -6.6696, -6.7442, -6.7995, -7.0218, -7.0813, -7.1003, -7.1649, -7.2121, -7.2617, -7.4962, -7.5326, -7.54, -5.5402, -3.5075, -6.1353, -6.4846, -5.3134, -3.9817, -3.7491, -5.1483, -4.8445, -4.7891, -4.5251, -4.4299, -4.8079, -4.1957, -5.6962, -4.181, -4.9193, -5.0477, -5.2315, -2.9651, -5.1683, -5.0861, -4.0143, -4.0292, -4.8536, -5.0589, -4.5402, -4.7508, -4.8065, -4.9575, -4.8226, -5.0558, -5.0906, -7.5677, -9.193, -3.995, -11.7188, -5.6286, -4.5425, -5.6377, -6.8985, -8.4416, -8.1778, -9.927, -5.5864, -7.1916, -4.5146, -6.4229, -10.8025, -8.723, -7.4703, -11.7188, -7.197, -11.7188, -10.1093, -10.8025, -10.014, -12.4119, -8.4416, -5.8767, -9.847, -9.2339, -9.193, -2.8925, -3.4321, -4.6266, -6.6818, -6.7283, -6.923, -6.9652, -6.9958, -7.0792, -7.2079, -7.2134, -7.2939, -7.5916, -4.6442, -7.7391, -7.7485, -7.7869, -4.471, -7.2586, -4.6387, -6.5597, -4.9636, -5.7373, -4.1473, -5.4843, -3.7186, -5.3837, -3.124, -6.8247, -4.7443, -5.0292, -4.0393, -4.5669, -5.6173, -4.6459, -4.9491, -4.9247, -4.8256, -4.4227, -5.1203, -4.5799, -4.7089, -3.8887, -5.0392, -4.9141, -4.7053, -4.147, -4.7391, -4.7785, -4.8917, -9.7083, -7.9975, -8.322, -9.7083, -9.7083, -9.7083, -9.0151, -9.7083, -7.3538, -9.7083, -9.7083, -9.7083, -9.0151, -9.7083, -9.7083, -9.7083, -3.1522, -9.7083, -8.322, -9.7083, -9.7083, -9.7083, -9.7083, -9.7083, -9.7083, -9.0151, -9.7083, -9.7083, -9.7083, -9.7083, -3.1645, -3.889, -4.3523, -4.5764, -4.5823, -4.5733, -4.802, -4.8139, -4.8673, -4.9815, -5.1572, -5.2516, -5.455, -5.5588, -5.6513, -5.707, -5.7545, -5.8329, -5.8596, -5.5952, -5.9348, -6.2078, -6.2281, -6.2343, -6.2939, -6.3953, -6.4631, -6.4841, -6.5874, -5.0398, -5.2959, -5.1384, -5.4215, -5.4133, -4.8275, -4.8179, -5.3802, -4.861, -4.7138, -3.8663, -5.1721, -4.9916, -3.6268, -5.0194, -4.8646, -4.4251, -5.0665, -4.9827, -4.8615, -4.8929, -4.9147, -4.9692, -4.2968, -6.6531, -10.7738, -11.2846, -11.6901, -5.9879, -6.703, -7.0749, -7.3143, -4.8283, -8.1347, -8.3578, -8.599, -10.7738, -5.5384, -9.2922, -8.3228, -9.6106, -7.2415, -5.9946, -9.4388, -10.4373, -7.508, -9.3875, -8.982, -3.4609, -12.3832, -10.9969, -7.1205, -9.7441, -5.3057, -5.2652, -5.4606, -5.5373, -5.2915, -5.5764, -5.9062, -6.141, -6.1646, -6.1827, -6.3335, -6.2115, -6.4457, -6.4457, -6.4778, -5.0534, -6.5871, -6.6055, -6.7202, -6.7484, -6.7484, -6.7556, -5.097, -6.3695, -4.0745, -5.9503, -4.9175, -6.2541, -5.5897, -5.1283, -5.9296, -5.4115, -4.4866, -4.7748, -5.227, -4.7104, -3.827, -3.8258, -5.6439, -5.6251, -4.0857, -4.7989, -5.304, -5.0295, -4.9662, -4.0339, -5.045, -4.7763, -5.1404, -5.3082, -5.2491, -5.1687, -5.2758, -3.8589, -8.5324, -8.449, -7.9302, -8.6233, -9.3165, -9.3165, -8.449, -12.361, -5.4993, -6.5088, -4.9776, -10.4151, -12.361, -8.5109, -12.361, -12.361, -7.7659, -7.8071, -11.6679, -8.2021, -11.6679, -11.2624, -11.2624, -8.7775, -8.5998, -10.1638, -10.9747, -10.9747, -7.038, -3.6729, -6.0529, -7.0429, -7.4484, -7.8837, -7.9184, -8.1269, -8.2021, -8.4098, -8.6474, -8.6721, -8.6721, -2.3503, -8.7234, -8.7501, -6.0844, -5.5487, -5.7004, -6.8276, -7.9184, -5.7748, -8.2021, -4.3755, -6.6877, -6.2083, -4.329, -6.0602, -5.0776, -3.1722, -3.157, -6.0014, -5.6099, -4.9226, -5.1154, -4.6001, -4.3427, -2.8484, -4.4641, -4.5274, -5.317, -5.998, -5.0471, -3.6598, -5.5183, -4.6639, -4.1474, -4.1318, -5.562, -5.6229, -4.7839, -5.2373, -4.4844, -4.7233, -5.0817, -4.071, -4.5946, -5.1666, -5.1132, -4.9303, -5.148, -7.7268, -7.3478, -4.9728, -7.0585, -8.1177, -6.6185, -7.389, -11.2532, -6.3603, -6.1656, -7.5315, -8.2575, -7.9698, -9.2608, -5.8282, -7.0788, -9.6437, -10.7424, -6.8027, -10.56, -7.8745, -8.46, -8.7683, -5.0608, -10.4059, -8.2914, -9.9539, -9.7127, -11.2532, -8.7964, -5.0697, -5.2956, -5.0581, -5.8702, -6.4939, -6.6819, -6.9446, -6.9812, -7.0047, -7.1369, -7.2398, -7.2398, -7.3148, -7.4245, -7.4465, -7.4614, -7.4843, -7.492, -6.5866, -6.9673, -4.5619, -5.1425, -4.4263, -6.2903, -5.1322, -6.2515, -5.3343, -5.9751, -5.4077, -5.7344, -4.0726, -5.4029, -3.6397, -4.3901, -6.1272, -4.6358, -4.3742, -4.8674, -4.1893, -5.3121, -4.4198, -4.6042, -5.4551, -5.0006, -4.4486, -4.2025, -3.9547, -3.6575, -4.6592, -4.325, -4.6229, -4.679, -5.1169, -4.5504, -5.0359, -5.1241, -5.0752, -5.1227, -10.0595, -7.2381, -7.8295, -10.0595, -7.7569, -10.7527, -9.5289, -6.8091, -9.3176, -8.1877, -5.541, -8.6244, -7.4946, -8.6732, -7.3785, -9.3176, -7.3785, -9.5289, -8.9281, -8.6244, -10.7527, -7.5418, -9.5289, -9.3664, -9.3176, -10.7527, -10.0595, -9.3664, -10.7527, -8.1426, -2.5472, -3.3309, -3.8631, -4.32, -4.5991, -5.3876, -5.2612, -5.5731, -5.7926, -5.8867, -5.8312, -6.1238, -6.3195, -6.5244, -6.551, -6.5844, -6.6922, -6.7345, -6.7786, -7.015, -7.2204, -7.2562, -7.3448, -7.3854, -7.4793, -4.1052, -5.249, -3.9492, -6.1356, -5.5902, -4.1029, -6.2573, -4.3233, -5.2737, -4.0385, -4.2674, -5.1352, -4.6232, -4.4326, -5.1009, -3.4114, -4.6059, -4.453, -4.0505, -3.6564, -4.4377, -4.901, -5.0711, -4.6004, -4.675, -5.0436, -4.7162, -5.1344, -5.1051, -5.0265, -8.5393, -5.3392, -7.0781, -3.5755, -3.1617, -5.3231, -6.9846, -5.4194, -3.6506, -5.3028, -8.2188, -4.2415, -5.7461, -4.7306, -7.4631, -8.6824, -9.7069, -8.7906, -4.4591, -6.1722, -7.234, -6.0127, -7.2645, -9.3502, -3.9308, -4.6304, -6.3153, -10.4, -10.7365, -7.5923, -4.8268, -5.0287, -5.5626, -5.3447, -5.7352, -5.7502, -6.0162, -6.0599, -6.0979, -6.2546, -6.2798, -6.3953, -6.411, -6.4852, -4.7642, -5.2015, -4.1777, -4.799, -4.6304, -5.5592, -3.4554, -4.2394, -3.9965, -4.356, -5.589, -4.7238, -4.4666, -4.1498, -4.9046, -4.5275, -5.0314, -3.8313, -4.3175, -4.5615, -4.9657, -5.0742, -4.8214, -4.8593, -4.5459, -7.6636, -4.7299, -5.4643, -5.0818, -7.6831, -4.6819, -8.319, -6.7551, -4.1607, -6.3731, -3.2313, -6.1574, -7.2082, -8.8423, -10.9217, -12.308, -7.1319, -6.4247, -5.8037, -8.1033, -5.6893, -5.8607, -10.0054, -11.2094, -4.3664, -11.6149, -9.9101, -9.6, -5.3639, -4.4216, -4.7106, -5.2631, -5.2365, -5.4621, -5.3766, -5.5384, -6.1405, -6.2212, -6.3999, -6.4136, -6.4999, -6.546, -6.5523, -6.5747, -4.6888, -4.551, -3.9954, -5.2896, -5.0089, -4.7883, -5.8799, -4.4876, -5.5722, -4.0558, -5.8219, -5.4804, -5.2441, -5.3591, -4.4997, -4.872, -4.8626, -4.888, -4.6795, -4.9582, -5.148, -4.8851, -4.8971, -5.1181, -5.0979, -5.223, -5.6167, -8.7694, -6.5564, -5.7525, -8.5636, -4.8171, -5.418, -9.7598, -7.4806, -9.8399, -7.8474, -7.0215, -6.254, -9.329, -12.3248, -5.495, -5.4853, -4.6322, -7.0165, -8.7139, -6.1531, -12.3248, -5.4939, -6.9824, -6.1386, -7.4344, -7.6334, -9.1467, -10.2453, -4.6675, -4.3055, -4.676, -5.4736, -5.834, -5.8432, -5.8447, -6.1849, -6.3086, -6.4059, -6.4498, -6.4555, -6.4583, -6.4754, -6.5196, -6.316, -6.5947, -6.69, -5.5392, -5.908, -4.1456, -5.1015, -5.2272, -3.1927, -5.6553, -4.9545, -3.9767, -5.0122, -4.7725, -4.5955, -4.7789, -4.9364, -5.4051, -5.5795, -4.1063, -4.9168, -5.2712, -4.2792, -5.1132, -4.7986, -4.8122, -4.9248, -4.8846, -4.8976, -5.1051, -5.0379, -5.0559, -5.1955, -5.0756, -5.0524, -3.8347, -2.114, -4.5004, -12.3423, -10.7329, -9.1642, -6.8575, -4.347, -12.3423, -5.911, -8.1082, -8.4921, -4.1357, -9.6342, -7.3053, -5.0981, -6.3761, -8.8766, -11.2437, -10.956, -3.6064, -6.6621, -8.6787, -7.6328, -5.7142, -9.7032, -8.0518, -8.7869, -10.1451, -6.8289, -4.4365, -4.9892, -5.7156, -6.8129, -7.0693, -7.0848, -7.1438, -7.2547, -7.2547, -7.2989, -7.3794, -7.4981, -7.506, -7.5632, -7.0744, -6.5282, -2.8126, -4.195, -6.3188, -4.4767, -5.4345, -5.1479, -5.0853, -6.2465, -4.3086, -4.3996, -4.8681, -6.5341, -6.0675, -4.3151, -4.283, -4.4698, -4.7046, -5.2597, -5.2965, -4.4277, -5.1722, -4.2897, -4.8118, -4.466, -4.2846, -4.3904, -4.8801, -4.9199, -4.7275, -4.9509, -4.9217, -2.7638, -2.5735, -10.9076, -6.7684, -8.8599, -5.2368, -12.2939, -10.9076, -10.9076, -6.6591, -12.2939, -12.2939, -9.809, -8.5327, -12.2939, -7.783, -8.0034, -10.348, -11.6007, -10.0967, -10.348, -12.2939, -11.6007, -10.5021, -12.2939, -10.5021, -7.9631, -7.3522, -7.9898, -6.7104, -3.9206, -4.1217, -5.8062, -6.4827, -6.7409, -6.7605, -6.8471, -7.1121, -7.2187, -3.7398, -7.331, -7.3594, -6.7217, -7.9372, -8.0454, -8.183, -8.2685, -8.3049, -8.3236, -4.1096, -7.5665, -7.828, -1.5859, -4.0999, -3.2318, -7.5317, -5.3383, -2.8397, -5.2854, -5.5629, -6.3616, -4.5245, -4.407, -4.6305, -4.9142, -4.1662, -5.7091, -4.3108, -5.0159, -5.2516, -5.3762, -5.3018, -5.9343, -5.1432, -5.1207, -4.9099, -4.5743, -5.0801, -5.2917, -5.3345, -5.2791, -5.3027, -3.5284, -10.8159, -10.8159, -7.127, -5.2514, -10.1228, -10.2563, -9.7173, -9.6373, -6.3023, -5.3778, -9.8996, -11.1036, -5.4978, -11.5091, -11.5091, -7.6071, -6.9711, -8.4886, -8.7057, -9.8043, -11.1036, -11.5091, -6.3971, -8.3521, -10.8159, -8.331, -10.8159, -11.5091, -9.8996, -2.7913, -2.8878, -4.0915, -4.1647, -4.582, -4.8295, -4.9929, -5.0697, -5.2268, -5.4511, -5.0329, -5.667, -5.6757, -5.7517, -6.3023, -6.3881, -6.0326, -6.571, -6.5964, -6.8792, -6.9292, -7.0489, -7.0547, -5.7161, -4.8705, -6.3386, -6.1454, -5.8887, -4.6771, -5.9639, -4.2191, -4.377, -2.8762, -5.692, -5.6655, -4.0169, -4.3094, -5.0562, -4.8201, -4.5051, -5.0948, -4.7615, -4.7925, -4.4862, -4.887, -5.1239, -4.9403, -5.103, -5.1512, -5.2129, -12.2194, -10.14, -4.6362, -4.7717, -6.4173, -12.2194, -10.8331, -9.5803, -10.61, -9.7345, -3.212, -7.8887, -6.9883, -8.0147, -5.6527, -6.1815, -7.6344, -8.3074, -6.3361, -9.5114, -4.7828, -12.2194, -11.1208, -6.1603, -9.329, -7.4154, -7.3442, -8.6085, -12.2194, -7.9709, -4.2476, -4.2831, -4.9484, -5.5795, -5.3577, -6.2205, -6.2355, -6.238, -6.3086, -6.325, -6.3964, -6.4511, -4.0194, -6.9261, -6.9937, -6.999, -7.1955, -7.4236, -4.6672, -5.3027, -4.5434, -5.7256, -4.1081, -2.9498, -5.6264, -5.5887, -5.0734, -4.3322, -4.9961, -5.7272, -4.8298, -4.8188, -4.2164, -3.9685, -5.2695, -4.3898, -4.9257, -4.2462, -4.0385, -4.548, -4.1857, -4.4225, -4.6301, -4.4547, -4.5415, -4.8877, -4.6635, -4.1773, -4.6031, -4.5083, -4.7117, -4.7441, -4.752], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6792, 2.6782, 2.6804, 2.6804, 2.6804, 2.6804, 2.6733, 2.6804, 2.6804, 2.6804, 2.6804, 2.6804, 2.6755, 2.6804, 2.6804, 2.6804, 2.6804, 2.6517, 2.6645, 2.6475, 2.5463, 2.559, 2.6149, 2.4324, 2.5837, 2.4711, 2.5341, 2.4103, 2.4431, 2.3428, 2.4209, 2.3302, 2.3632, 2.5356, 2.3288, 2.3238, 2.2536, 2.0224, 2.2248, 2.3903, 2.0447, 2.4032, 2.1466, 2.2295, 1.9832, 1.9699, 1.8943, 1.9893, 2.152, 2.0251, 2.0305, 1.1521, 1.7278, 1.7525, 1.5395, 1.3182, 0.9404, 0.8696, 1.5111, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8138, 2.8127, 2.8155, 2.8155, 2.8131, 2.8155, 2.8126, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.7976, 2.8155, 2.8155, 2.8155, 2.8112, 2.8155, 2.8155, 2.8155, 2.8155, 2.8155, 2.8019, 2.6832, 2.7277, 2.7769, 2.6396, 2.761, 2.6651, 2.7121, 2.5815, 2.4706, 2.2808, 2.5173, 2.6707, 2.3254, 2.1771, 2.5827, 2.2906, 1.9629, 2.4877, 2.5503, 2.2154, 1.9634, 2.1261, 2.0158, 2.1248, 1.9573, 2.171, 1.6707, 2.4115, 2.0324, 1.1243, 2.0343, 1.8279, 1.6786, 1.9329, 2.072, 0.9446, 1.4071, 1.4003, 1.5908, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8195, 2.8191, 2.8191, 2.8187, 2.8186, 2.8195, 2.8195, 2.8171, 2.8195, 2.8133, 2.8195, 2.8195, 2.8195, 2.8195, 2.817, 2.8195, 2.8195, 2.8149, 2.8195, 2.8195, 2.8128, 2.8195, 2.7924, 2.7775, 2.7336, 2.7315, 2.7565, 2.7076, 2.5734, 2.6757, 2.5577, 2.5786, 2.5752, 2.5983, 2.7623, 2.526, 2.414, 2.4513, 2.2526, 2.1303, 2.0653, 1.0147, 1.6017, 2.0053, 0.6927, 1.8446, 1.1943, 1.8549, 1.5333, 0.7816, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8541, 2.8512, 2.8541, 2.8491, 2.8541, 2.8519, 2.8515, 2.8493, 2.8541, 2.8541, 2.8541, 2.8541, 2.845, 2.8541, 2.8541, 2.8541, 2.7908, 2.8254, 2.7969, 2.8056, 2.7905, 2.7818, 2.8085, 2.7566, 2.7768, 2.7892, 2.7266, 2.6713, 2.6496, 2.4046, 2.0273, 2.4757, 2.5723, 2.7461, 2.0248, 2.6183, 1.7167, 2.5869, 1.0487, 1.9598, 2.0138, 1.423, 1.7594, 1.6928, 1.5047, 1.2139, 1.4686, 1.272, 1.3396, -0.3114, 1.7783, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.851, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8547, 2.8264, 2.7756, 2.784, 2.797, 2.7085, 2.5739, 2.5075, 2.6556, 2.6127, 2.5754, 2.5145, 2.4941, 2.5067, 2.3044, 2.6644, 2.0591, 2.3045, 2.3417, 2.3783, 1.2666, 2.3372, 2.1798, 1.473, 1.4311, 1.9838, 2.0569, 1.4054, 1.5691, 1.6166, 1.8468, 1.2962, 1.5813, 1.0906, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8591, 2.8591, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8592, 2.8285, 2.8592, 2.8592, 2.8592, 2.823, 2.8535, 2.7689, 2.822, 2.6987, 2.7332, 2.5333, 2.6305, 2.365, 2.5843, 2.2089, 2.7913, 2.39, 2.4008, 2.1484, 2.2625, 2.5218, 2.242, 2.2909, 2.2096, 2.1438, 1.9525, 2.23, 1.8641, 1.9281, 1.2154, 2.04, 1.8621, 1.528, 0.5298, 1.5009, 1.2984, 0.9516, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8663, 2.8666, 2.8666, 2.8662, 2.8666, 2.8666, 2.8666, 2.866, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8632, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8666, 2.8443, 2.8052, 2.7317, 2.7589, 2.7508, 2.5739, 2.5113, 2.6328, 2.4431, 2.3791, 1.9843, 2.4844, 2.3022, 1.1582, 2.2934, 1.9737, 0.2518, 1.7101, 1.2819, 0.7239, 0.7459, 0.7681, 0.9531, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8731, 2.8748, 2.8748, 2.8715, 2.8737, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8727, 2.8748, 2.8748, 2.8748, 2.86, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8748, 2.8521, 2.8699, 2.7803, 2.8259, 2.7564, 2.8247, 2.7317, 2.6627, 2.7732, 2.6084, 2.3597, 2.4092, 2.5367, 2.3252, 1.9876, 1.7948, 2.5902, 2.5621, 1.2472, 1.7313, 2.2155, 1.9447, 1.8169, 0.6429, 1.8601, 0.9001, 1.6898, 1.7627, 1.4446, 0.9166, 1.5005, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.872, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8935, 2.8293, 2.8935, 2.8935, 2.8621, 2.8243, 2.8128, 2.8395, 2.871, 2.782, 2.8784, 2.6881, 2.8092, 2.7765, 2.6508, 2.7587, 2.6854, 2.5148, 2.4818, 2.7259, 2.6568, 2.5719, 2.5895, 2.5176, 2.4651, 2.2558, 2.4684, 2.4586, 2.5326, 2.6695, 2.4449, 2.0688, 2.5491, 2.1982, 1.9656, 1.9518, 2.5264, 2.5645, 1.8343, 2.111, 1.101, 1.3536, 1.8824, 0.1607, 1.026, 1.9333, 1.7252, 0.8972, 1.762, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.8963, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.9004, 2.8884, 2.8912, 2.8359, 2.8513, 2.8281, 2.869, 2.7948, 2.8504, 2.7972, 2.8231, 2.7786, 2.7951, 2.6642, 2.768, 2.5936, 2.6088, 2.7923, 2.5578, 2.456, 2.5073, 2.3464, 2.6028, 2.3683, 2.3865, 2.5828, 2.3903, 2.1731, 2.0636, 1.5667, 1.0194, 1.871, 1.5183, 1.6064, 1.5086, 2.1397, 0.3269, 1.4542, 1.7916, 0.8149, 1.6131, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9009, 2.9016, 2.9016, 2.9016, 2.9016, 2.8999, 2.9016, 2.9016, 2.9016, 2.9001, 2.8997, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.9016, 2.8406, 2.843, 2.801, 2.8558, 2.8314, 2.6867, 2.8334, 2.6651, 2.724, 2.5177, 2.4418, 2.6028, 2.4814, 2.3782, 2.5337, 2.049, 2.11, 2.0377, 1.7641, 1.4477, 1.7171, 1.9065, 1.8772, 1.0384, 1.012, 1.7607, 0.8691, 1.9146, 1.3723, -0.1492, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9283, 2.9294, 2.9283, 2.9257, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.9294, 2.8194, 2.8432, 2.7547, 2.7988, 2.6737, 2.8209, 2.3953, 2.3786, 2.2696, 2.2863, 2.7456, 2.2688, 2.0896, 1.8042, 2.3271, 2.0085, 2.363, 1.0459, 1.1885, 1.3287, 2.1457, 2.3448, 1.3583, 0.6621, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9364, 2.9373, 2.9363, 2.9361, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.9373, 2.8802, 2.831, 2.7583, 2.8515, 2.8231, 2.7238, 2.8538, 2.5896, 2.7826, 2.3556, 2.8216, 2.6365, 2.4839, 2.4879, 1.5856, 1.8199, 1.7846, 1.7852, 1.4147, 1.5906, 2.0127, 1.1688, 0.7858, 1.7427, 1.5957, 0.9568, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9389, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9392, 2.9368, 2.9392, 2.9392, 2.8989, 2.9131, 2.8227, 2.8718, 2.876, 2.7296, 2.8605, 2.7907, 2.533, 2.6971, 2.6108, 2.5605, 2.5704, 2.5363, 2.673, 2.734, 1.7213, 2.2707, 2.4453, 1.2423, 2.0628, 1.5182, 1.5296, 1.5546, 1.3907, 1.1933, 1.474, 1.2022, 1.0295, 1.4616, 0.6073, -0.1751, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.9462, 2.9463, 2.9401, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.947, 2.9417, 2.928, 2.8283, 2.8399, 2.9053, 2.8122, 2.8587, 2.8402, 2.7275, 2.8465, 2.5752, 2.5305, 2.5907, 2.8595, 2.7688, 2.3529, 2.1284, 2.0226, 2.0764, 2.2726, 2.287, 1.714, 2.0595, 1.3868, 1.705, 1.2626, 1.0482, 1.1156, 1.7434, 1.7196, 1.0871, 1.5851, 0.5656, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9589, 2.9596, 2.9581, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9234, 2.9596, 2.9596, 2.952, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9596, 2.9002, 2.9507, 2.9482, 2.6458, 2.7279, 2.4216, 2.8862, 2.5025, 1.8372, 2.2612, 2.3372, 2.5492, 1.8406, 1.7477, 1.7926, 1.8017, 1.3554, 2.0984, 1.1495, 1.4948, 1.6607, 1.6797, 1.4948, 2.0839, 1.1535, 1.1087, 0.8187, 0.303, 0.7474, 0.5984, 0.7785, 0.2424, 0.3801, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0166, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0177, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 3.0215, 2.9872, 2.9463, 2.9896, 2.9715, 2.9379, 2.7866, 2.9346, 2.6183, 2.5444, 2.001, 2.8043, 2.7272, 1.666, 1.8418, 2.1675, 1.8271, 1.4489, 2.0395, 1.5031, 1.5493, 1.0353, 1.3007, 1.5853, 0.5812, 1.0782, 1.3068, 0.9668, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0278, 3.0261, 3.0282, 3.0241, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 2.9988, 3.0282, 3.0282, 3.0282, 3.0282, 3.0282, 2.9553, 2.9741, 2.8782, 2.8828, 2.7013, 2.5376, 2.8539, 2.836, 2.6983, 2.4155, 2.6009, 2.8119, 2.3851, 2.3771, 2.1035, 1.8748, 2.5412, 1.9899, 2.2809, 1.8446, 1.6443, 2.0007, 1.7044, 1.8421, 1.9934, 1.8019, 1.8054, 2.2237, 1.8139, 0.4995, 1.4508, 1.1451, 1.5636, 1.7139, 0.1252]}, \"token.table\": {\"Topic\": [17, 1, 1, 3, 6, 8, 9, 11, 11, 10, 15, 2, 12, 1, 6, 9, 14, 1, 6, 9, 14, 6, 4, 9, 12, 2, 5, 12, 13, 15, 18, 1, 2, 5, 8, 6, 1, 3, 6, 8, 11, 13, 15, 2, 3, 4, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 18, 1, 2, 6, 7, 16, 17, 12, 5, 1, 8, 10, 12, 17, 18, 6, 7, 8, 16, 17, 1, 4, 5, 12, 13, 14, 1, 5, 11, 13, 3, 1, 3, 9, 1, 6, 9, 11, 13, 13, 15, 7, 1, 16, 12, 12, 5, 11, 12, 16, 17, 4, 5, 4, 1, 5, 8, 3, 7, 9, 17, 18, 3, 9, 18, 5, 15, 7, 7, 5, 10, 12, 15, 12, 12, 13, 17, 5, 18, 5, 4, 9, 9, 3, 15, 5, 11, 13, 6, 10, 1, 8, 10, 11, 15, 18, 12, 15, 4, 7, 10, 13, 14, 14, 16, 17, 14, 2, 14, 6, 12, 16, 1, 7, 8, 11, 17, 8, 9, 11, 13, 15, 9, 15, 4, 7, 9, 16, 14, 4, 10, 12, 14, 4, 5, 6, 10, 12, 15, 17, 16, 5, 5, 2, 15, 16, 9, 15, 9, 11, 14, 17, 17, 6, 7, 8, 18, 5, 2, 17, 11, 12, 12, 14, 18, 3, 13, 18, 12, 14, 3, 18, 13, 8, 9, 11, 1, 3, 5, 6, 11, 2, 6, 11, 2, 3, 4, 6, 8, 10, 11, 14, 17, 4, 5, 18, 18, 14, 5, 9, 5, 9, 13, 17, 10, 12, 13, 1, 2, 5, 10, 16, 3, 12, 13, 14, 17, 7, 15, 1, 1, 15, 9, 11, 5, 18, 10, 17, 5, 16, 17, 1, 4, 6, 9, 11, 4, 10, 11, 10, 10, 13, 9, 3, 13, 5, 11, 2, 5, 8, 10, 12, 15, 16, 17, 6, 14, 18, 17, 13, 13, 18, 15, 3, 4, 8, 11, 15, 16, 6, 7, 9, 10, 15, 13, 13, 2, 7, 8, 10, 11, 13, 15, 16, 18, 7, 12, 18, 15, 3, 5, 2, 3, 14, 11, 4, 10, 14, 4, 18, 3, 17, 4, 6, 9, 11, 1, 3, 4, 6, 9, 14, 17, 14, 6, 7, 14, 17, 1, 3, 5, 6, 8, 17, 18, 12, 7, 5, 8, 9, 10, 12, 13, 15, 16, 18, 6, 7, 10, 17, 16, 4, 4, 6, 10, 16, 2, 4, 6, 7, 15, 18, 2, 14, 2, 5, 12, 13, 17, 17, 5, 18, 8, 8, 2, 5, 7, 8, 13, 13, 12, 1, 8, 1, 1, 7, 7, 9, 15, 16, 10, 10, 14, 14, 8, 3, 3, 1, 17, 15, 4, 4, 9, 15, 9, 9, 2, 5, 3, 9, 18, 9, 15, 1, 4, 9, 5, 7, 8, 11, 16, 3, 2, 6, 7, 8, 11, 15, 13, 14, 14, 3, 12, 11, 12, 15, 17, 18, 11, 17, 11, 3, 13, 18, 1, 7, 9, 17, 2, 7, 8, 16, 2, 17, 14, 1, 10, 15, 6, 7, 8, 12, 15, 18, 15, 1, 7, 15, 5, 6, 14, 15, 7, 10, 12, 13, 15, 17, 18, 4, 9, 14, 18, 7, 8, 15, 11, 12, 18, 5, 5, 5, 11, 11, 4, 5, 1, 5, 3, 5, 14, 18, 2, 3, 4, 7, 8, 9, 13, 14, 15, 16, 17, 2, 8, 9, 13, 16, 18, 5, 11, 13, 11, 2, 1, 2, 3, 6, 8, 9, 1, 3, 4, 9, 1, 13, 12, 1, 4, 1, 6, 8, 1, 8, 7, 12, 15, 2, 2, 12, 3, 11, 13, 17, 18, 6, 12, 18, 2, 18, 1, 3, 4, 7, 12, 7, 7, 2, 4, 4, 13, 1, 12, 15, 15, 2, 2, 2, 10, 7, 10, 16, 9, 4, 6, 4, 14, 11, 2, 2, 3, 5, 7, 8, 11, 16, 18, 12, 15, 5, 11, 8, 12, 15, 14, 7, 12, 17, 18, 4, 6, 7, 8, 10, 12, 13, 14, 17, 18, 8, 10, 6, 2, 5, 15, 7, 10, 18, 5, 3, 10, 10, 2, 5, 6, 9, 9, 12, 12, 16, 4, 5, 16, 5, 9, 11, 12, 9, 15, 1, 9, 11, 7, 6, 9, 7, 9, 11, 1, 6, 11, 2, 8, 15, 7, 7, 15, 11, 1, 3, 6, 11, 1, 11, 1, 4, 11, 16, 7, 10, 14, 4, 4, 4, 4, 4, 1, 6, 7, 8, 9, 12, 13, 17, 6, 6, 8, 6, 6, 7, 8, 2, 5, 12, 15, 17, 7, 10, 3, 7, 9, 9, 6, 10, 14, 17, 17, 7, 1, 5, 16, 1, 14, 18, 10, 8, 12, 1, 3, 6, 10, 12, 14, 15, 15, 16, 7, 15, 18, 2, 9, 12, 15, 18, 16, 5, 7, 8, 10, 12, 13, 14, 15, 17, 18, 3, 8, 1, 3, 1, 3, 2, 15, 17, 1, 7, 8, 9, 14, 10, 16, 18, 18, 18, 18, 18, 18, 4, 11, 6, 7, 3, 12, 13, 6, 6, 4, 6, 7, 9, 16, 17, 18, 4, 11, 5, 17, 1, 2, 7, 9, 11, 13, 15, 16, 3, 13, 14, 5, 11, 1, 6, 8, 1, 8, 7, 9, 11, 13, 6, 1, 3, 2, 10, 14, 4, 6, 14, 2, 8, 12, 17, 12, 15, 17, 18, 17, 4, 5, 16, 13, 2, 7, 15, 18, 3, 8, 11, 13, 14, 16, 17, 18, 17, 6, 7, 8, 9, 10, 14, 17, 3, 4, 13, 3, 2, 4, 1, 3, 4, 7, 8, 10, 12, 14, 16, 17, 2, 9, 12, 1, 6, 1, 7, 11, 2, 3, 5, 10, 12, 16, 17, 3, 10, 15, 6, 6, 10, 14, 13, 3, 8, 3, 18, 1, 14, 5, 16, 17, 13, 17, 11, 11, 14, 1, 10, 12, 18, 14, 17, 18, 1, 3, 16, 1, 2, 8, 10, 12, 13, 14, 17, 14, 3, 8, 17, 3, 8, 13, 13, 8, 9, 8, 9, 1, 3, 4, 6, 11, 14, 1, 5, 7, 10, 12, 13, 14, 15, 16, 17, 18, 4, 3, 8, 15, 14, 15, 13, 15, 2, 5, 14, 17, 18, 1, 1, 2, 4, 1, 4, 9, 14, 15, 16, 4, 1, 2, 13, 4, 9, 2, 16, 2, 6, 11, 18, 11, 10, 14, 8, 6, 14, 8, 11, 6, 6, 6, 6, 6, 15, 18, 11, 9, 9, 1, 16, 11, 6, 10, 12, 2, 5, 6, 7, 10, 12, 13, 14, 16, 17, 18, 1, 3, 4, 7, 8, 1, 14, 2, 3, 4, 6, 8, 9, 12, 14, 15, 16, 17, 18, 5, 9, 16, 17, 3, 17, 17, 17, 10, 6, 9, 15, 11, 1, 3, 4, 6, 8, 9, 14, 4, 7, 9, 5, 6, 10, 11, 14, 18, 3, 4, 6, 8, 1, 3, 8, 10, 16, 12, 13, 8, 3, 5, 12, 14, 10, 2, 10, 15, 16, 4, 18, 15, 15, 18, 7, 9, 6, 10, 12, 6, 12, 9, 8, 8, 16, 3, 7, 8, 9, 12, 14, 17, 18, 1, 4, 4, 14, 8, 10, 15, 1, 4, 5, 6, 13, 14, 18, 7, 8, 10, 14, 17, 4, 14, 3, 7, 4, 14, 13, 10, 13, 5, 6, 8, 10, 11, 3, 5, 11, 11, 1, 4, 6, 8, 1, 17, 8, 9, 7, 9, 14, 1, 13, 15, 1, 3, 6, 8, 10, 6, 1, 11, 16, 1, 11, 2, 3, 7, 1, 2, 4, 6, 7, 8, 9, 11, 16, 18, 12, 1, 3, 6, 9, 11, 14, 1, 3, 7, 11, 3, 10, 12, 15, 1, 3, 4, 5, 6, 7, 8, 9, 11, 13, 15, 18, 3, 13, 1, 3, 7, 17, 12, 12, 4, 5, 2, 6, 7, 9, 13, 14, 3, 8, 2, 1, 7, 3, 1, 2, 6, 7, 8, 15, 16, 17, 11, 3, 3, 15, 1, 3, 2, 5, 13, 11, 11, 1, 16, 16, 16, 6, 1, 6, 1, 15, 18, 2, 3, 4, 5, 15, 1, 2, 11, 9, 2, 15, 12, 15, 1, 3, 4, 7, 4, 6, 14, 18, 1, 2, 5, 6, 11, 12, 13, 15, 2, 1, 3, 4, 8, 9, 14, 3, 4, 9, 14, 7, 1, 2, 5, 6, 8, 13, 16, 17, 12, 2, 2, 2, 10, 2, 2, 6, 12, 9, 7, 3, 1, 3, 6, 11, 8, 10, 8, 6, 2, 7, 2, 7, 8, 11, 16, 17, 2, 5, 8, 5, 13, 8, 2, 7, 10, 11, 14, 17, 18, 9, 1, 3, 6, 9, 2, 5, 12, 15, 12, 10, 1, 2, 3, 4, 5, 6, 8, 9, 11, 14, 15, 16, 18, 4, 5, 6, 16, 4, 5, 6, 16, 6, 17, 5, 10, 12, 13, 14, 17, 4, 16, 7, 5, 12, 13, 1, 3, 4, 6, 7, 8, 14, 16, 17, 1, 15, 17, 10, 13, 13, 4, 6, 8, 10, 1, 12, 18, 3, 4, 6, 7, 8, 10, 13, 3, 3, 3, 6, 8, 11, 13, 14, 7, 13, 14, 1, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 16, 17, 9, 9, 5, 10, 15, 3, 8, 10, 14, 18, 12, 11, 16, 16, 7, 7, 10, 12, 15, 1, 6, 8, 9, 11, 13, 17, 7, 8, 13, 14, 3, 11, 3, 12, 10, 18, 5, 14, 2, 5, 12, 15, 9, 7, 1, 3, 7, 1, 2, 14, 7, 7, 2, 3, 15, 1, 4, 5, 9, 13, 16, 17, 18, 1, 4, 5, 17, 4, 14, 4, 2, 5, 6, 15, 18, 8, 8, 7, 16, 11, 14, 8, 1, 3, 6, 13, 13, 1, 4, 5, 1, 1, 2, 7, 11, 13, 16, 17, 3, 10, 14, 2, 2, 2, 10, 14, 4, 15, 1, 3, 3, 10, 12, 13, 16, 17, 8, 3, 7, 8, 11, 12, 13, 14, 16, 17, 18, 10, 10, 12, 15, 18, 7, 10, 5, 1, 5, 9, 17, 2, 16, 16, 16, 5, 11, 4, 1, 10, 12, 9, 14, 14, 17, 3, 4, 8, 14, 1, 7, 11, 14, 16, 17, 18, 1, 8, 8, 10, 10, 14, 6, 2, 13, 16, 10, 14, 15, 18, 18, 18, 2, 8, 7, 3, 7, 13, 14, 15, 17, 18, 7, 1, 6, 9, 11, 18, 11, 8, 12, 18, 3, 5, 9, 17, 2, 5, 6, 8, 9, 11, 12, 13, 16, 18, 15, 18, 2, 4, 5, 9, 11, 14, 18, 18, 7, 9, 11, 15, 16, 1, 4, 6, 10, 11, 13, 14, 17, 18, 13, 13, 13, 15, 1, 3, 4, 6, 9, 14, 2, 5, 5, 12, 13, 15, 16, 14, 7, 6, 13, 10, 4, 13, 15, 5, 4, 12, 17, 3, 7, 9, 18, 17, 1, 5, 18, 5, 6, 1, 6, 14, 15, 1, 6, 14, 1, 9, 1, 6, 9, 1, 5, 18, 13, 13, 4, 4, 7, 15, 9, 3, 5, 12, 13, 17, 5, 11, 12, 17, 16, 4, 6, 15, 8, 3, 15, 15, 4, 6, 7, 8, 10, 16, 18, 2, 3, 7, 1, 3, 14, 17, 3, 7, 12, 13, 14, 17, 18, 13, 4, 8, 18, 2, 16, 11, 18, 17, 9, 6, 7, 11, 13, 16, 1, 2, 7, 8, 10, 13, 14, 15, 16, 17, 18, 1, 7, 11, 16, 17, 13, 3, 8, 13, 8, 1, 6, 14, 14, 12, 9, 14, 5, 2, 3, 5, 7, 8, 14, 16, 15, 15, 1, 5, 16, 4, 5, 6, 18, 18, 5, 18, 18, 18, 8, 14, 13, 17, 13, 3, 5, 9, 14, 17, 18, 3, 6, 7, 9, 14, 9, 7, 2, 5, 11, 1, 2, 6, 7, 8, 10, 13, 14, 15, 12, 7, 9, 16, 16, 16, 7, 11, 14, 18, 7, 1, 4, 5, 6, 7, 9, 12, 18, 1, 2, 4, 5, 6, 9, 16, 6, 7, 8, 14, 15, 10, 3, 1, 17, 17, 1, 11, 16, 12, 2, 6, 8, 10, 17, 1, 2, 4, 5, 11, 13, 18, 18, 3, 8, 14, 17, 3, 3, 3, 6, 9, 1, 6, 11, 17, 11, 11, 6, 5, 11, 16, 12, 12, 12, 1, 6, 7, 8, 9, 11, 6, 9, 16, 16, 3, 12, 2, 7, 12, 15, 2, 2, 18, 8, 1, 7, 13, 1, 2, 5, 10, 15, 8, 8, 2, 5, 7, 8, 16, 17, 15, 16, 15, 12, 1, 3, 7, 5, 1, 7, 9, 12, 13, 15, 17, 18, 2, 3, 4, 5, 7, 8, 16, 18, 4, 12, 16, 11, 3, 7, 8, 12, 14, 6, 17, 1, 17, 16, 16, 11, 16, 16, 8, 1, 5, 12, 11, 2, 1, 4, 8, 1, 4, 13, 18, 18, 11, 5, 4, 12, 15, 4, 9, 10, 11, 8, 16, 4, 4, 16, 12, 9, 16, 9, 13, 11, 10, 11, 2, 3, 7, 8, 10, 15, 18, 10, 4, 6, 12, 14, 18, 12, 3, 7, 8, 11, 13, 17, 18, 4, 7, 8, 10, 13, 15, 17, 5, 5, 5, 5, 7, 15, 1, 2, 3, 7, 8, 13, 16, 2, 7, 9, 15, 16, 2, 11, 13, 15, 16, 17, 7, 3, 7, 8, 10, 12, 13, 14, 15, 17, 18, 3, 10, 17, 7, 10, 12, 13, 17, 18, 2, 3, 16, 1, 5, 7, 15, 18, 11, 17, 15, 5, 1, 3, 7, 8, 13, 4, 8, 11, 15, 15, 1, 15, 1, 2, 4, 6, 9, 7, 14, 18, 13, 15, 15, 8, 14, 2, 2, 18, 5, 3, 6, 11, 10, 5, 16, 10, 17, 8, 8, 11, 16, 6, 6, 13, 17, 17, 14, 5, 8, 13, 10, 15, 12, 18, 16, 5, 17, 4, 5, 16, 1, 3, 1, 4, 15, 3, 16, 3, 8, 12, 13, 15, 17, 12, 12, 15, 16, 2, 12, 1, 4, 9, 12, 13, 18, 7, 9, 11, 13, 15, 1, 5, 6, 14, 1, 3, 5, 6, 11, 12, 13, 14, 16, 17, 18, 14, 1, 3, 4, 6, 13, 16, 13, 13, 10, 10, 12, 13, 10, 15, 16, 18, 17, 18, 17, 3, 18, 1, 4, 5, 9, 11, 13, 9, 11, 8, 5, 12, 17, 2, 5, 7, 10, 13, 9, 9, 14, 9, 18, 6, 7, 8, 11, 13, 2, 5, 7, 8, 15, 16, 17, 3, 6, 6, 6, 10, 10, 1, 3, 4, 6, 8, 10, 11, 11, 14, 1, 2, 6, 11, 2, 4, 6, 1, 11, 8, 11, 14, 1, 3, 5, 10, 14, 18, 1, 2, 13, 3, 5, 7, 8, 11, 13, 14, 15, 18, 3, 4, 4, 1, 4, 6, 9, 10, 11, 16, 17, 18, 8, 4, 11, 14, 7, 8, 10, 7, 9, 17, 5, 7, 11, 14, 15, 1, 6, 16, 16, 6, 9, 10, 11, 13, 14, 17, 18, 1, 2, 3, 4, 5, 7, 12, 16, 16, 2, 5, 7, 16, 18, 15, 5, 12, 15, 6, 10, 10, 1, 1, 6, 7, 1, 4, 9, 1, 3, 4, 8, 9, 14, 4, 17, 17, 3, 6, 9, 14, 17, 16, 8, 10, 10, 16, 4, 9, 15, 1, 7, 8, 11, 1, 6, 9, 7, 14, 18, 3, 8, 4, 8, 10, 15, 1, 8, 7, 5, 7, 1, 7, 1, 2, 7, 8, 11, 16, 17, 5, 17, 14, 5, 8, 2, 3, 5, 3, 6, 17, 17, 17, 7, 14, 15, 10, 1, 3, 5, 11, 12, 16, 17, 18, 17, 17, 14, 7, 9, 7, 15, 5, 9, 10, 6, 7, 2, 6, 10, 11, 14, 16, 17, 10, 12, 4, 14, 2, 3, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 1, 9, 14, 11, 9, 17, 3, 4, 7, 9, 10, 12, 14, 17, 18, 8, 12, 14, 18, 17, 18, 3, 14, 11, 1, 2, 3, 4, 4, 8, 15, 15, 11, 10, 10, 6, 14, 6, 6, 14, 1, 3, 4, 7, 11, 1, 2, 18, 18, 7, 10, 13, 7, 10, 8, 9, 9, 12, 5, 5, 4, 10, 13, 8, 8, 2, 4, 6, 5, 2, 10, 2, 7, 17, 1, 3, 16, 8, 2, 5, 13, 1, 2, 5, 7, 5, 7, 11, 15, 17, 4, 12, 17, 2, 10, 11, 9, 3, 2, 7, 15, 16, 17, 18, 9, 7, 7, 7, 7, 15, 18, 3, 2, 8, 16, 13, 2, 3, 17, 10, 10, 12, 9, 8, 10, 15, 6, 9, 15, 1, 17, 7, 16, 4, 7, 8, 3, 10, 7, 6, 14, 18, 18, 18, 18, 10, 11, 16, 4, 7, 16, 18, 12, 14, 8, 8, 18, 12, 15, 8, 6, 7, 12, 13, 14, 15, 16, 17, 18, 6, 8, 16, 14, 17, 7, 9, 4, 14, 18, 9, 14, 11, 4, 7, 10, 11, 12, 15, 16, 6, 16, 18, 6, 6, 9, 10, 11, 15, 16, 17, 6, 7, 13, 7, 6, 7, 1, 6, 3, 4, 6, 7, 8, 14, 10, 2, 10, 12, 15, 3, 4, 9, 10, 11, 12, 14, 16, 17, 18, 5, 5, 7, 10, 12, 13, 14, 15, 16, 17, 18, 5, 6, 10, 14, 6, 17], \"Freq\": [1.0001450518315083, 1.0008311464969786, 0.24062998740811262, 0.028490590509120534, 0.1145398740062616, 0.02252296682139934, 0.0013475279294854305, 0.5925272809937365, 0.9983616195919044, 0.00730851661160829, 0.9927401730767927, 0.9993928118500153, 1.0000041139900722, 0.5220951871902049, 0.10110818990951773, 0.34993111570699587, 0.026741460807303177, 0.037202230816570904, 0.15219094424960825, 0.708871598104842, 0.10213703369640376, 0.9793131084008484, 0.1856602170708339, 0.8142774540423089, 0.9979227120754095, 0.07837802391604017, 0.2035274551791267, 0.038949567893103464, 0.02362514773843981, 0.30010322802883, 0.3553349923362636, 0.31509407700326447, 0.5916159891861181, 0.00017612860648589404, 0.09299590422455206, 1.00284800286175, 0.07776851010755559, 0.12178842148919083, 0.36963386193488257, 0.09644362402703721, 0.12245538984345802, 0.11458516326310506, 0.09724398605215785, 0.18428552392646133, 0.05038021517414051, 0.026940157166803553, 0.018561131906262292, 0.010129074840274565, 0.018030813851797653, 0.02587952105787428, 0.07525213192853197, 0.04406943032601132, 0.05589552294057273, 0.030016001882698446, 0.05631977738414444, 0.20104357444754384, 0.13719328069000156, 0.06597156597540083, 0.3857335131182964, 0.11464754464685703, 0.08185588133926136, 0.06385744959900208, 0.32656058684895084, 0.027120924540116716, 1.0001262490848535, 0.9290899283737433, 0.8651292052888025, 0.0013029054296518111, 0.04299587917850976, 0.0013029054296518111, 0.0013029054296518111, 0.08859756921632315, 0.9990611618501365, 0.0989371526948746, 0.5974128474216722, 0.1639643941838446, 0.1398285162078772, 0.22420195149988503, 0.054591286812376294, 0.5987874478036745, 0.036737532634743796, 0.08446199091726143, 0.0013733657059717306, 0.4107886135549612, 0.45022223125794864, 0.07338308989761227, 0.0655485963142373, 0.9990847377099723, 0.10574662674264824, 0.8942150881850948, 0.9999473677709854, 0.3306166922449445, 0.5666024886773825, 0.0005914430988281655, 0.10231965609727263, 0.9997231928260056, 0.9997139095310346, 0.9994657152241707, 0.9815369653987169, 0.9928910998075332, 0.006244598111997064, 0.9999619699211851, 0.9999845358606892, 0.9984249976553657, 0.4545867168579669, 0.12877810675863086, 0.41659717536417085, 1.000192451172366, 0.9982810694927768, 0.9290899283737433, 1.00042716052439, 0.9979876113345976, 1.000262448766763, 0.9994421363783775, 0.06575338980164666, 0.06892570246751557, 0.22033153424762303, 0.11939431306088473, 0.5257387263526397, 0.014503153368567298, 0.1595346870542403, 0.8247459882258603, 1.0452261694204612, 1.0037886638194309, 0.9815369653987169, 0.9815369653987169, 0.00029326133665933524, 0.040470064458988264, 0.5475189155429788, 0.4117389166697067, 0.9131934252010823, 0.04479954078809714, 0.03612866192588479, 0.919113159394509, 0.864066532010352, 0.1363635289859269, 0.9998411684919327, 0.15441420336106565, 0.8453523336546476, 0.999555013573776, 0.004748231769118864, 0.9971286715149615, 0.16417300609176583, 0.09523455764630571, 0.7405552915481385, 1.0008888842120915, 0.8922579994340214, 0.0652575410582396, 0.4118049404688257, 0.04663283979760913, 0.32060077360856276, 0.15567975481214022, 0.9992042746351719, 0.34053810129610795, 0.659385877668897, 0.04943788436324595, 0.2190562611012334, 0.24773569678156948, 0.39659562483664706, 0.08713085697168761, 0.960316461726724, 0.0019598295137280082, 0.037236760760832155, 1.0060549598594382, 1.0002515442884496, 0.9994731926850913, 0.9978406536949185, 1.000707795116186, 0.9996233447297391, 0.10792792845077383, 0.13803825631566363, 0.5173501787694702, 0.13530095378249182, 0.1012801937273566, 0.03565832952639993, 0.6538085175968573, 0.017829164763199967, 0.00021742883857560935, 0.2926592167227702, 0.9788287631803623, 0.021250013854661867, 0.07111935713813293, 0.038573210651190744, 0.3929645835090057, 0.49743369568931395, 1.0004773855844031, 1.0219302262000716, 0.7427267295536986, 0.2137008885658804, 0.043553170224024544, 0.334581735052839, 0.0001860855033664288, 0.3236026903542197, 0.07034032027251008, 0.04577703382814149, 0.07313160282300651, 0.1524040272571052, 0.8934277930956328, 0.9979114045495762, 1.0452261694204612, 1.00028378061658, 0.3666770203843981, 0.6330570910754167, 1.000025015396883, 0.9975980103614671, 0.00036985481153259283, 0.037355335964791875, 0.17161263255112308, 0.7907495870566835, 0.9986696396215412, 0.9137221108907464, 0.023778455239407102, 0.01923257409069692, 0.04336071249538942, 1.0020898513173944, 1.0085405721415486, 0.8672657396713384, 0.9928911449640037, 1.0001642276011853, 1.0015669824786064, 0.9996058896039289, 0.9986041519477035, 0.1415490797938042, 0.8565071707268408, 0.0018031729910038753, 0.0022129775816961228, 0.9980528893449513, 0.9979247197097819, 0.002193241142219301, 1.1076814666075123, 1.0011160361167446, 0.9959680936686071, 1.00058797554512, 0.1527324201254538, 0.37722605272191223, 0.05698684519756253, 0.04317185242239586, 0.36974293163536365, 1.013876765644943, 0.9093621720865022, 1.0831539763243676, 0.0005611662820601623, 0.2471937472475015, 0.03395056006463982, 0.00028058314103008116, 0.1428168187843113, 0.00028058314103008116, 0.02132431871828617, 0.5123448155209281, 0.04068455544936177, 0.9998168865227657, 1.0000106494543877, 0.9969385053049334, 1.0066057877806178, 1.0022683498011575, 0.9290899283737433, 1.001659339918142, 0.07697235023441386, 0.001603590629883622, 0.892130920425255, 0.028864631337905195, 0.10053687610410128, 0.00034080296984441113, 0.8990382344495566, 0.042588320070072225, 0.0076174231019641376, 0.012464874166850406, 0.9376355345508584, 0.8934277930956328, 0.000936421838665701, 0.002809265515997103, 0.16200097808916628, 0.0889600746732416, 0.745391783577898, 0.6548323418502956, 0.3452293761801029, 0.9930443595448282, 1.0309731371663318, 0.9921167026122283, 0.9795138102941012, 1.0000767356829858, 0.9290899283737433, 0.8881815774534861, 1.000203454189439, 0.9911608453386727, 0.9290899283737433, 0.9993893537961722, 0.0006185615971505088, 0.04492080575615185, 0.11207815655438552, 0.12073399287949119, 0.04104060326558724, 0.6811247756514188, 0.045833248669676585, 0.013441481581010922, 0.9409037106707645, 0.9995973076366103, 0.9997589632212528, 0.999797350766279, 0.9795138102941012, 0.7818410665043101, 0.2181444707504509, 0.9999600438403916, 0.9999175929142118, 0.42655015738062346, 0.03228994378354454, 0.01711367020527861, 0.2741416227222932, 0.0319670443457091, 0.03358154153488633, 0.1571443930799168, 0.027231185924122568, 0.1939523981405223, 0.15380974493061028, 0.6524237532221491, 1.0005935620219835, 0.999511293535819, 0.9996149820604379, 1.0000470970430384, 1.003140221530142, 0.2993954690798908, 0.002607974469337028, 0.16691036603756979, 0.0010431897877348111, 0.10692695324281813, 0.4224918640325985, 0.09972893557077812, 0.746055835088713, 0.06150530172831961, 0.0927791839630584, 1.0020831717708898, 0.9998975647854816, 1.0005723277944134, 0.08358602750926546, 0.008095499032374378, 0.13337334655836788, 0.03602497069406598, 0.09856270071915806, 0.3027716638108017, 0.1722317419137649, 0.04452524467805908, 0.12062293558237823, 0.41382469907114766, 0.5861349655766407, 1.0003257160208456, 0.9259755891047465, 1.0012706331946266, 0.9990214283588637, 0.0020643131917651735, 0.9949989584308138, 0.0020643131917651735, 0.9928911449640037, 0.8804960865816153, 0.0005969464993773663, 0.11879235337609588, 1.0000380584692317, 0.9997621776360849, 0.9978085507726442, 0.002059460373111753, 0.8150309227158303, 0.001631366938982847, 0.061339396905755045, 0.12169997364812038, 0.32202773685622915, 0.07256739435073803, 0.0900343820500404, 0.07558441949879935, 0.34679910122978524, 0.06700971644641456, 0.02604169075168717, 1.0007713842284187, 0.1401455104829463, 0.03691637837111756, 0.7663566695189404, 0.056741840829680694, 0.05291054535112082, 0.06488418558348456, 0.27992429191877377, 0.39415929197348726, 0.11585305954557343, 0.020549355533921544, 0.0718418413941824, 0.9999616873068208, 0.9815369653987169, 0.07717673473216491, 0.017351209682172908, 0.03596761173700426, 0.0010844506051358067, 0.06813964635603319, 0.09362423557672465, 0.16176388193275784, 0.003072610047884786, 0.5418638190328581, 0.49119389547234843, 0.08124623701907066, 0.24859077349672445, 0.17890689803564097, 1.000907828355258, 1.0004014406189852, 0.9303102934957165, 0.055175847428361055, 0.01478940240347822, 1.0012552853657954, 0.5247792451076669, 0.13959494471141082, 0.0006109187952359335, 0.16403169652084817, 0.0873613877187385, 0.0836958749473229, 1.013876765644943, 0.9028698357712905, 0.5018989253689485, 0.3240879562678293, 0.11962568630601611, 0.05431982694507874, 1.000049769339953, 1.0001642811375624, 1.0010396534666592, 0.9868684193927624, 0.9998906519220028, 1.0000249014724756, 0.4135374917898696, 0.3617316961150947, 0.03938452302760663, 0.03605198646373222, 0.14905527176601893, 1.0008802232706997, 1.0005206653159398, 0.7580281069878777, 0.24193980094573567, 1.0024231118294182, 1.000470973344843, 1.0000890793537431, 0.02682889321131276, 0.7380299044796211, 0.08519350300434402, 0.15014766551594333, 0.9963547660346571, 0.9998844507276193, 0.9998814908968994, 0.999536841742521, 1.0000249014724756, 0.9996901958585853, 1.003693062145904, 0.9966281810523717, 1.0006912380823136, 1.0005307895157567, 0.9977347193378229, 0.00316896146503206, 0.9221677863243294, 0.07394243418408139, 1.0085095937625668, 1.0061310333999192, 0.8603163583710739, 0.139460837481516, 0.0010220538113733934, 0.15841834076287598, 0.8401282329489294, 0.1260785168444053, 0.8738545477836367, 0.29122890280629943, 0.022241201022942903, 0.6865989586376726, 0.6210455543059942, 0.06933795988805724, 0.0008560241961488548, 0.1639286335625057, 0.14466808914915646, 1.0004914893798884, 1.0037379979884935, 0.521849447644791, 0.06512140111555244, 0.19641808981110317, 0.066833966620277, 0.14973970182335386, 0.999989861224457, 1.0001441276373932, 1.0000766246590758, 1.0095171998372727, 0.9994666008439651, 0.6314866798072161, 0.0008695768105304544, 0.0001739153621060909, 0.23791621536113233, 0.1295669447690377, 0.9320378554931431, 0.06746913121460188, 1.0001071076393766, 0.9124482383144582, 0.9205489589298592, 0.08033402932005924, 0.907537263403778, 0.05641883520272155, 0.03546326784171069, 1.0004902960666344, 0.8761632997335808, 0.01885456202645243, 0.030823110095417886, 0.07410662639962172, 0.915716053384388, 0.08436539455364803, 0.9979087658524791, 1.007647953067546, 0.9893884531815711, 0.011054619588620905, 0.22239338333672315, 0.10154504592909461, 0.04201304615916214, 0.09602981979237062, 0.29311804791353663, 0.2449409254839183, 0.9877072950450627, 0.7886653409274508, 0.002134990094551843, 0.20880203124717026, 0.7848215176111055, 0.05254188998988207, 0.10251179935088878, 0.05989040607238305, 0.19745702604312737, 0.004147634455519555, 0.09495120307100124, 0.26011593228186924, 0.03999504653536714, 0.04547584920873226, 0.35788160159054444, 0.23029461713605187, 0.7198613197895131, 0.04651646240165286, 0.003812824787020726, 0.9815369653987169, 1.0000249014724758, 1.001953073338982, 0.2785637595820028, 0.00019224552076052643, 0.7211129483727347, 1.0002364544203812, 0.9999355656135711, 0.9871580488971021, 0.9999842179984854, 1.0001060311441687, 1.00092612668924, 1.000284558900467, 0.4041286995036582, 0.5961669555655111, 1.0004914893798884, 1.0044215441878306, 0.05253673233005931, 0.9473290147134504, 0.009654768611647133, 0.034835448909591685, 0.01428644814831569, 0.08265264750646566, 0.037640550600813484, 0.4383786829072212, 6.523492305166981e-05, 0.015982556147659106, 0.18559335608200064, 0.11755333133910902, 0.06340834520622306, 0.0033021904984639723, 0.17088835829551058, 0.7892235291328894, 0.0008255476246159931, 0.033847452609255715, 0.0008255476246159931, 0.18602261046007473, 0.6923199983632026, 0.12196765497146408, 0.9997305175928058, 1.013876765644943, 0.19245990559986254, 0.00032955463287647694, 0.19509634266287434, 0.1529133496546853, 0.001977327797258862, 0.45742183043255, 0.026112014903329213, 0.1441600822787967, 0.13219207544810416, 0.6968643977325983, 0.9679670696963437, 0.03274307212503488, 1.0001642276011853, 0.3149309522228111, 0.6848204431668579, 1.000132060413493, 0.881634979919159, 0.11842857939212582, 0.9982526341578255, 1.0198389146718136, 0.9815369653987169, 0.08477504765493209, 0.9155705146732664, 1.0010141499613876, 0.9982868680498128, 0.0016036736836141572, 0.4431124672717601, 0.35895202358754247, 0.11376017978312884, 0.08416044368421764, 0.0002208935529769492, 1.0024464889142541, 0.8959941386887478, 0.10423384582232989, 1.00560022061927, 0.999204274635172, 0.216911666158752, 0.16450552324037856, 0.43742879370045407, 0.18113634863356393, 0.9999946068615424, 0.9968734804830718, 0.9999762436504268, 0.9826805574712525, 0.9966849142880144, 1.0026985736628866, 1.0004560112045675, 0.0006248019393257275, 0.10059311223144213, 0.8984651887503962, 1.0002822721810531, 0.9989809458653253, 1.0010141499613878, 0.9989086685476779, 0.999328959366104, 0.9815369653987169, 0.9896070150468361, 0.008111532910219968, 1.0061310333999192, 0.9713758760213653, 0.02806543462019996, 0.9385954417314964, 0.06156454359183354, 1.0100840652231207, 0.9124890890804487, 0.00013063612544178795, 0.10058981659017671, 0.28988156235532747, 0.11482915426333161, 0.07028223548768192, 0.035794298371049894, 0.31130588692778066, 0.07707531401065489, 0.8322878888026414, 0.16787123022558584, 0.9985236952628842, 0.9899794407265727, 0.8885645929592991, 0.016429545632529415, 0.09492626365461439, 0.9987997558219904, 0.06760075720758466, 0.45656511406353334, 0.028600320357055047, 0.4472050092194062, 0.0029264138458836944, 0.14844234233245038, 0.08281751183850855, 0.017265841690713796, 0.25108630797682097, 0.01704636065227252, 0.06101572868667503, 0.09693745864489738, 0.006950232883973774, 0.31554057293240934, 0.049478255925045046, 0.9515049216354816, 1.001616305486582, 0.5012882806463986, 0.2723973513046484, 0.2263191211468991, 0.32480186309314324, 0.6749788717404382, 0.00033833527405535756, 0.9996537204021289, 1.0004292504069876, 0.9996958202175599, 0.9999128500814799, 0.24445574500966513, 0.7551430365978856, 0.0002982986516286335, 0.9997061864433426, 0.9937096626172042, 1.0002804987273886, 0.994366174107845, 0.8934277930956328, 0.9998546625036674, 0.9430346460102814, 0.05694653659482376, 0.00022794487070544665, 0.7845862449681474, 0.2012753208329094, 0.013904637113032246, 0.9773443686426209, 0.02057567091879202, 0.07183369395770194, 0.8121198177995747, 0.11623090758433717, 0.9815369653987169, 0.9641970944230291, 0.03776228829333012, 0.9815369653987169, 1.02210136726341, 1.0088198799099504, 0.11774254935629298, 0.1406099039833416, 0.7414861372685557, 0.0007990364771439775, 0.7526923614696268, 0.24690227143748905, 0.9815369653987169, 1.0005959356006335, 0.9988870528137814, 0.9999963824180265, 0.7135126623550895, 0.0395880454189213, 0.14427986865567805, 0.10268149280532714, 1.0040528788211278, 1.0014876050935622, 0.5179460158715588, 0.0004988884760851077, 0.4263002028147245, 0.05527684315022993, 0.04461390153272983, 0.9519726876350096, 0.0037701888619208306, 1.0012120511207834, 0.998726979518234, 1.0001308993640101, 1.0142029655104678, 0.9994354913683072, 0.1282018005641196, 0.03828960443515038, 0.023076324101541524, 0.04666545540533953, 0.0685452293682826, 0.2688819097164801, 0.32717099503963315, 0.09914272576958581, 0.9995468503099568, 1.0004303721938586, 0.9999065553302895, 1.001616305486582, 0.9821111458534222, 0.8981794974684595, 0.10223796977929345, 1.011136558170227, 0.9724321098912566, 0.02827898255781328, 0.9818309998639932, 0.018985682317812023, 0.9781383042872425, 0.021961654500404406, 1.0010354459178037, 0.06702139431725072, 0.9327909126894074, 1.00016097142163, 0.0014046055867659327, 0.9256350816787497, 0.0014046055867659327, 0.07163488492506258, 0.9984132417679799, 1.0004350408581115, 0.9516675112304602, 1.0044215441878306, 1.001424559294006, 0.11679394634277544, 0.8140970630263088, 0.06921122746238545, 1.002925658278551, 0.9502984513110916, 0.04835178030154282, 0.0842113270836412, 0.22470250147565643, 0.04293943905750021, 0.073789133137646, 0.03293413286934482, 0.024596377712548665, 0.5169408197213617, 0.9994612244624839, 0.0005928002517571079, 0.8902787380409063, 0.1095154598259525, 1.0150646599468414, 0.356516325072344, 0.06971874801414726, 0.051892931760530066, 0.5094222156033715, 0.01267613600257223, 1.0423324252782384, 0.05210893360212878, 0.05755732076160069, 0.05951315204961625, 0.23553796797101642, 0.12126153985696456, 0.08465955432410198, 0.1223791577358306, 0.019139206175580813, 0.1102250633031625, 0.1376067013353803, 1.001778835072517, 0.9993608743134634, 0.529610475143799, 0.4703627327966567, 0.08410715767440577, 0.9157507934402116, 0.9975036004854595, 0.9259755891047465, 0.9999953629623521, 0.19634874351133308, 0.06468184414791715, 0.06660118670423518, 0.6516167978699666, 0.02092083386386638, 0.9972295287792002, 0.0018491167983687871, 0.9979066988530222, 1.0000339187032943, 1.0001856184523348, 0.9980104821923581, 0.9966617701195608, 1.0082061149472006, 0.9949745954517393, 0.004279460625598879, 0.0003609990609122532, 0.999606399666029, 0.06334747909936704, 0.018931430535443022, 0.9181743809689866, 0.9997787537682458, 1.000526299613971, 0.01954605589410429, 0.539387967971346, 0.05946991474163646, 0.1962923060003665, 0.055934989739511214, 0.10875092800655899, 0.020585739718258774, 0.9997143517174613, 0.9991087746776629, 0.9290899283737433, 1.0017614960909578, 0.2560907969864781, 0.011688394026318865, 0.09647715397133685, 0.39539346021817995, 0.03381969746959475, 0.02912517855738471, 0.06447778016157865, 0.1129558734182782, 0.992538355282248, 0.005873008019421586, 0.9723213615998516, 0.998771673001774, 0.9955459341216616, 0.2944354616398689, 0.07773319879950955, 0.6277375226794926, 0.23414512367381593, 0.7662931320233975, 0.15370326253863517, 0.6384011746035392, 0.1685409537242955, 0.039186722874949065, 1.0002983892951525, 0.9978089663204218, 0.9979902606564386, 1.0011308863054065, 0.8997602496576174, 0.09985406111952079, 0.2594230880316644, 0.07436510266476047, 0.6661517625678544, 0.09177217768252749, 0.030449754807105895, 0.8775450170103435, 1.0003256887715988, 0.03477479245096737, 0.005795798741827895, 0.9505109936597748, 0.009659664569713159, 0.9986696396215413, 1.00092612668924, 0.20679270787896, 0.7932928594864271, 0.9996902372725179, 0.21036528450624248, 0.06331890404292373, 0.11198549971227834, 0.6143503582346485, 0.1664760063641336, 0.02675753540566853, 0.21668086660982094, 0.02441280292166665, 0.12040890932550839, 0.04579124615815439, 0.10261652753514117, 0.29695347282682655, 0.9964329774947293, 0.36896262482132164, 0.0340323388822086, 0.2531038973698683, 0.03514815327178921, 0.0003719381298602033, 0.18838666277419297, 0.12013601594484566, 0.6920164842786934, 0.00037650516010810306, 0.3076047158083202, 1.0015545115873545, 1.0002284245689534, 0.9879530064031381, 0.08343191368011807, 0.04059656622717731, 0.04014880998202462, 0.035521995448780146, 0.09940188642389738, 0.07164099922443054, 0.4317862724089116, 0.039551801655154366, 0.07462604085878181, 0.0832826615984005, 0.9982209445825128, 0.0025995337098502934, 1.0068542893242702, 1.002911146450562, 0.9983215150080077, 0.00022991755321857617, 0.2103745611949972, 0.789306960199372, 0.7421199975825943, 0.03135718299644765, 0.04554257530436444, 0.0485289736849785, 0.13214812834217224, 0.00037329979757675774, 0.9983640491565408, 0.27123268182222493, 0.7276654030484873, 0.0006567377283831112, 0.9851423530937106, 0.26420264416212363, 0.7358773033718045, 0.9996058896039289, 1.0012939811141355, 0.9586385854633757, 0.04140598585100026, 0.9998255421404896, 0.9973842304190786, 0.07519385715545719, 0.9245667224889313, 0.003371530187519027, 0.9912298751305939, 0.003371530187519027, 0.07264939649679573, 0.9275959175895223, 1.0100840652231207, 1.0831539763243676, 0.9998037138448955, 1.000891692845829, 1.0409676660063583, 0.9170773889104841, 0.08264936814261753, 0.720082627010242, 0.07439716241148471, 0.20544537509960456, 0.22065023206292056, 0.5672904039345879, 0.2121464705838222, 0.9957261923059445, 0.08142008141737427, 0.18642171283430115, 0.48326244019353454, 0.15343940979438633, 0.03473498581015184, 0.04222372128298274, 0.018801506080724388, 0.999655269927478, 0.013917017642119896, 0.985208873915071, 0.0005798757350883291, 0.022234521045035763, 0.9777179929803564, 1.0051795995483095, 1.0002077406909373, 0.9983803574749267, 0.0014521896108726207, 0.9957031957227991, 0.0043671192794859605, 0.5862832929555394, 0.08121906168466647, 0.0008068118710397331, 0.22752094763320474, 0.0650828242638718, 0.03899590710025377, 9.030948169555673e-05, 0.08832267309825448, 0.08913545843351449, 0.057617449321765185, 0.07911110596530768, 0.17059461092290665, 0.0959989790423768, 0.10981632974179698, 0.051837642493249556, 0.05093454767629399, 0.20653778463773823, 0.9979757180623003, 0.09012239091707724, 0.9098740493704026, 1.0288617656719405, 1.000322452965652, 1.0000237177972908, 1.0009412525526065, 0.9989778139719258, 0.03139166380294269, 0.0012900683754633983, 0.010320547003707187, 0.6205228885978946, 0.33649283460003643, 0.9983751191436115, 0.7484659969659069, 0.15168027726123245, 0.10001625269190437, 0.11122154111764589, 0.1314630093287117, 0.2373578482855508, 0.09950279636387094, 0.1474431158111321, 0.2727271506333079, 0.9992169813932237, 0.9997315269491702, 0.9776668811576236, 0.9747596906146108, 0.9946749045352982, 0.004414237742020554, 0.9997390418212087, 0.8934277930956328, 0.00021578440823467846, 0.00010789220411733923, 0.9992975945347959, 0.0003236766123520177, 0.999888038614003, 0.9998670043908883, 0.9992435822862037, 0.9919275338492167, 0.0002969973540019622, 0.9996930935706049, 0.9984342116826722, 0.001869726988169798, 0.9999894327247945, 0.9992990902049473, 0.9982775844682934, 0.9995144563881811, 0.0009475306422960065, 0.027952153947732192, 0.9709820256928327, 1.0015464849574633, 0.998030139411192, 0.9995550135737761, 1.0309731371663318, 0.8934277930956328, 0.9928911449640037, 0.6321588136455947, 0.27674825891498317, 0.09081919607804358, 0.10205856184482065, 0.17129426962899547, 0.056209137578856, 0.01456514148941159, 0.06020942291749721, 0.12729113090394215, 0.0922117056266269, 0.137753415635773, 0.02041171236896413, 0.14318970083956747, 0.07456942156902976, 0.7034912376627608, 0.11782328735364866, 0.045405071711893875, 0.09569549924089026, 0.03764597717884872, 0.3083927374633171, 0.6916572946102416, 0.15397088334718131, 0.13027751542331667, 0.025925873716082917, 0.06546283113310937, 0.004320978952680486, 0.13582277174592328, 7.20163158780081e-05, 0.29584302562685727, 0.014691328439113653, 0.10946480013457231, 0.0640225048155492, 0.9942331090897234, 0.20430371572871786, 0.06504488341109398, 0.7306489563504772, 1.024950419611582, 0.031024422466350097, 0.9689165785644723, 1.0002649585346748, 1.001181773002942, 0.9957082022669513, 0.1247592940442463, 0.8733150583097241, 0.0014340148740717964, 0.9996851215180097, 0.006283593787050107, 0.02737851578643261, 0.3110378924589803, 0.09874218808221596, 0.026929687658786172, 0.3637751974574365, 0.1658419931653582, 1.0497000693033345, 0.11003300740270118, 0.890420952212628, 0.4512632004579681, 0.2570720691133507, 0.0620106133705501, 0.00010879054977289491, 0.17602310953254396, 0.0534161599384914, 0.6666952550899118, 0.0980994446775156, 0.12413230701912167, 0.11111587584831863, 0.21674821222630494, 0.7831300982287547, 0.04392774585695146, 0.013624648447610613, 0.942449820203686, 0.9989392867223106, 0.8861451732860098, 1.0256665656127957, 0.08429770574106842, 0.000490102940355049, 0.052931117558345286, 0.8620910720845312, 1.0001924348494273, 0.18136384520917, 0.5982471946162711, 0.17099361263685406, 0.04954666673439841, 1.0013399035088717, 1.0023763516975057, 0.9259755891047465, 0.903501516034641, 0.09619744742748788, 0.9999925721924763, 0.8943386963554837, 0.08386516665709799, 0.14156187905653006, 0.774334019961777, 0.0010330193133093156, 0.9989296759701083, 1.0034043910329817, 1.005772171021168, 1.0096405255250955, 1.0423324252782384, 0.1968793792018343, 0.060641137138962665, 0.10371105529561135, 0.049035959950643665, 0.32461805487326106, 0.04650243535319374, 0.20750383719114043, 0.011033090988894824, 0.008581466271343662, 0.9911593543401929, 0.7542348756851676, 0.24569772465501669, 0.0973559237028879, 0.9021648929800945, 0.0007211549903917622, 0.06321852343590234, 0.20554471790924397, 0.1644132365293788, 0.09522219661913989, 0.02783418055021012, 0.21253143529431695, 0.23112511865781765, 0.053634113516975286, 0.03861656173222221, 0.7896729313482661, 0.05631581919282405, 0.061858010922911495, 0.9372069409141618, 0.06280252696847476, 0.000289458461413606, 0.9997895257225952, 0.31536715347124067, 0.6848360858569441, 0.9667038254029198, 0.10949792975931973, 0.8904227255153473, 0.1461131072446057, 0.0009019327607691709, 0.06343593750743169, 0.46720117007843054, 0.321989995594594, 0.062104840585698, 0.0037639297324665454, 0.9334545736517033, 0.9928911449640037, 0.1036950902443211, 0.09759537905347868, 0.0678592869981219, 0.7312028790022348, 0.08385727361184928, 0.9162183598331679, 0.030954944281897833, 0.9693785183015374, 1.0122099955674269, 0.8943386963554837, 1.0078547003958593, 1.0008311464969786, 0.9994407910306888, 0.0008645681583310457, 0.2971803179585696, 0.2661248613908167, 0.042162882639430924, 0.3944269666269345, 1.019723427924596, 0.9951510562456061, 0.5193720485907807, 0.3727948006347748, 0.1079785726609243, 0.811199869559352, 0.18882872445027277, 0.9124890890804489, 0.9933974139217396, 0.006585020736223653, 0.14296768524306563, 0.03437878404034933, 0.12226648194995204, 0.20996934768729483, 0.03345462317904962, 0.036227105762948755, 0.21440531982153346, 0.06875756808069866, 0.07652051931561625, 0.06108703293191104, 1.0004568615258156, 0.21959587418268572, 0.10259921810954253, 0.09756710386983745, 0.15851159855071012, 0.42157934852640366, 0.000139780951102919, 0.0794855946259943, 0.027756874313839282, 0.055513748627678564, 0.8371220957832893, 0.9995455701535656, 0.14787086890496776, 0.1625751149725486, 0.68944274871798, 0.1755160441505683, 0.032050755888364646, 0.07614174282473929, 0.028206926258014034, 0.10140926995366167, 0.11734985753835096, 0.03521626264277103, 0.1665282660443073, 0.13102936886989283, 0.06257528530585478, 0.022610762531474173, 0.051439484759103746, 0.9994730772444335, 0.0007913484380399315, 0.06959661921913553, 0.769656730188087, 0.14651266898003396, 0.014142628504423263, 0.9784215270011595, 0.9914671473611749, 0.9260534968763748, 0.07389235156422888, 0.45799111552945315, 0.15850893713143988, 0.09902510606042231, 0.13891021822364796, 0.08664696780286951, 0.05948383107101757, 0.9995950542503055, 0.000294431532916143, 0.9733216950191453, 0.9897342116796786, 0.9999233556418923, 0.9991308209543317, 0.09541024370618041, 0.4239658197770874, 0.13084833422561887, 0.03213818735366077, 0.02855133608651113, 0.28881326403088897, 0.0002869481013719712, 1.084082174589173, 1.000060697760448, 0.9983257195675836, 0.9993480705348828, 0.9986630926863478, 1.001406231329613, 0.9124482383144582, 0.9943791355363863, 0.9992878340730927, 1.0003965949989857, 1.0015464849574633, 1.0004363352015575, 0.9992508867919832, 0.9993678476129014, 0.9992284528043263, 0.9926975478840366, 0.9997959792553256, 0.9843707088328579, 0.01668424930225183, 0.9995932132348718, 1.000651039839, 1.0362118403624005, 0.21865329724068375, 0.09094079270408184, 0.2716361938595836, 0.41852534381422013, 0.0001976973754436562, 0.0017040370908774892, 0.04260092727193723, 0.9559648079822715, 1.0027433868228153, 0.1971421963811165, 0.8027252730305567, 0.10164468423408946, 0.898423393822639, 0.2140487020592711, 0.7858412373825777, 0.9982286661160081, 0.0020372013594204246, 0.7655998848711096, 0.02740600049769561, 0.10962400199078244, 0.09724709854021023, 0.012144991083160013, 0.0930493162986721, 0.03849027943278404, 0.23748128717994424, 0.05007473246595205, 0.10332584721519211, 0.04689835018266405, 0.4187219233440244, 1.0001517963283522, 0.07014621163428351, 0.05076524665018682, 0.32069349008428283, 0.33960603295396025, 0.1545207449940519, 0.06434948796834523, 0.19128569570878445, 0.43155290379582906, 0.3294651201021921, 0.047692525210411216, 1.0000421819467815, 0.04713781539061404, 0.42628547124675936, 0.24082684942421648, 0.03566511958125824, 0.018755363583990346, 0.061902676084393676, 0.16366049978476685, 0.005786229190805533, 0.9990492173140044, 0.9124890890804487, 1.019840746619325, 0.9826805574712525, 1.003790249363274, 0.9991961970926181, 1.000007696680932, 0.9093621720865022, 1.0012120685939576, 0.8943386963554837, 0.9815369653987169, 1.0007496807319864, 0.7633092721166996, 0.07694193670906548, 0.08780432777387473, 0.07196334080436124, 0.11427311399626328, 0.8852357230910529, 1.0002206393666766, 1.0001093327105188, 1.0017102444572037, 0.999064411209408, 0.4754059075462048, 0.057919444173658644, 0.17181472701179273, 0.09640283325548553, 0.1426606443740451, 0.05558711756263883, 0.9954426426332168, 0.9239581547193346, 0.07609735263207795, 0.19215605037669703, 0.8078317996644576, 0.999759184745633, 0.9993928118500152, 0.016729004622047676, 0.7469965258317123, 0.00023234728641732886, 0.017426046481299664, 0.04623710999704844, 0.1721693392352407, 1.0061310333999194, 0.2538125379926895, 0.07768685649252131, 0.5222578742973265, 0.1463279831194751, 0.4494483921068966, 0.07868847238756257, 0.07518809550199484, 0.39680272374795794, 1.0000570679136542, 0.9913977771489125, 0.06094436557865342, 0.00013819584031440684, 0.015477934115213567, 0.15077166178301787, 0.06384647822525596, 0.06135895309959664, 0.05735127373047884, 0.05873323213362291, 0.002487525125659323, 0.2504108626497052, 0.06039158221739579, 0.1351555318274899, 0.0829175041886441, 0.637966874671277, 0.2346991957632137, 0.06864303135754213, 0.05867479894080343, 0.18052448182904074, 0.2344048711057698, 0.4408624374932362, 0.14426851895124176, 0.6254370484433062, 0.3745705504926308, 0.032166181311748386, 0.5746049661598689, 0.038453207659044655, 0.16492478418023718, 0.11155816518574553, 0.07822230455356993, 1.0004548808668816, 0.8934277930956328, 0.9977973669339366, 0.8195247618725968, 0.07847066521418017, 0.10185596279456498, 0.395389913086529, 0.07165495359767364, 0.00045447116446727467, 0.10089259851173497, 0.04211432790730079, 0.13755327244542848, 0.11437524305759746, 0.04120538557836624, 0.09604490609075071, 1.000891692845829, 0.9972044805743423, 0.9976062554600944, 0.0010162295131150877, 0.9989536113921312, 1.0002162246835542, 0.03161553428629589, 0.2890563134747053, 0.09183559959352615, 0.5873338244495802, 0.9995501533049488, 0.0702241005690794, 0.9298191093868847, 0.0001454123772291351, 0.060055311795632796, 0.2282974322497421, 0.0356260324211381, 0.3187439308862641, 0.3572782108519849, 0.8861451732860097, 0.9998103036849914, 0.9994600548547544, 0.29589121591617246, 0.07716470134758764, 0.14109584280223153, 0.0788421948551439, 0.2587999705824286, 0.1480853990837159, 0.9995343900402941, 1.0000561336041882, 0.9931568193484198, 0.9516675112304603, 0.050006592935007546, 0.0819750934184588, 0.0003571899495357682, 0.10662119993642681, 0.14751944915827225, 0.27610783099114883, 0.05447146730420465, 0.01000131858700151, 0.11501516375051736, 0.06357981101736673, 0.040362464297541804, 0.05411427735466888, 1.0008075887787555, 1.0061310333999194, 0.004301260245380616, 0.03656071208573524, 0.9591810347198775, 0.05880115228762124, 0.01960038409587375, 0.6003907128315011, 0.14717481391287657, 0.1743402585369823, 1.000121553017083, 1.0002097529121412, 0.9995223435257393, 1.000211991473597, 1.0009094055052705, 0.9815369653987169, 0.4331210784952472, 0.516976177734724, 0.04991109102536105, 0.49148067164460396, 0.00032419569369696835, 0.21007880951563548, 0.13875575690230244, 0.04668417989236344, 0.028205025351636246, 0.08445297820806025, 0.9815369653987169, 0.9040273018333579, 0.09704247872787458, 0.9997880667297908, 0.9996240706329104, 0.0003175930327666117, 0.9438518389197103, 0.05525714879751468, 1.0023417785849722, 1.0658178929441835, 0.9290899283737433, 1.0001284548772544, 0.24290207908693673, 0.1263725849367331, 0.5764558491272335, 0.054136999325912045, 0.9915494242202103, 1.0007381195626839, 0.1803991780946549, 0.11864963863931602, 0.7009057672208097, 0.9720193449046197, 0.02789459488688754, 1.0012021941226195, 0.9999857212198494, 1.0005138477695572, 0.7082900896893246, 0.0002957781554938716, 0.2914400758799615, 0.11343353621940959, 0.21990876524017483, 0.1252495295755981, 0.12052313223312269, 0.14533671828111852, 0.1224924644591541, 0.1282691723221796, 0.02481358604799585, 0.3105374178417682, 0.11258921373817857, 0.5767728142376867, 0.9994325069652289, 0.9558853169254862, 0.04430367339682731, 0.9997143517174614, 5.1247838512744766e-05, 0.25111440871244933, 0.044124388959473244, 0.09245110067699155, 0.6122579267117617, 0.9936144854373957, 0.9994421363783774, 0.9986777763753488, 0.8934277930956328, 0.9976423405215349, 0.0017595103007434477, 0.9990572915049165, 0.9998532080016228, 0.005226320968140626, 0.9930009839467191, 0.9994677216517258, 0.9999701428601284, 0.08795441566385329, 0.21492782455113169, 0.6971680888649547, 1.002649699332092, 0.09612343778613519, 0.02468744030572871, 0.040095204468169325, 0.4531283369590489, 0.04097064561376254, 0.31410828303884614, 0.030815528324881228, 0.0007010374509050048, 0.06028922077783041, 0.9386891467618014, 0.9988056245340046, 1.0010802627775797, 0.9983704151115498, 0.9962110322083777, 0.004228912811072555, 0.8328847182744684, 0.1670581812139462, 0.991320324198396, 1.0024079237820809, 0.2763565820821074, 0.12784948411803204, 0.525711873625292, 0.00016265837674049876, 0.002114558897626484, 0.06782854310078798, 1.0769498938934354, 0.09350862993836137, 0.09565943084603452, 0.02929185998069151, 0.054691794509403036, 0.2078083353175632, 0.13795851536360654, 0.10989568447301395, 0.018640274533167325, 0.12812628264281498, 0.12433677628167655, 0.9980070956632388, 0.7099665101923959, 0.03556889872136854, 0.09174517527337124, 0.16260067986911333, 0.9968734804830718, 1.0002617187602854, 1.0001002532741032, 0.864330343465609, 0.13536496098359305, 0.0010027034146932819, 0.8672657396713384, 0.0013578361054672119, 0.9980095375184007, 1.0004251335861278, 1.0019154536858168, 0.9945187965690773, 0.9982710488199193, 0.9997143517174613, 0.9969850117652441, 0.003314394403511018, 0.9959755182550609, 0.998331568024726, 1.0001019719312758, 0.997908765852479, 0.8672657396713384, 0.026851777076232874, 0.9444820719422781, 0.0013620466632871748, 0.027435511360498807, 0.16355676388699172, 0.028741939639778422, 0.00024203738644023933, 0.030254673305029917, 0.5839151947870774, 0.04114635569484069, 0.15212049737769043, 0.04809380663946398, 0.9522573714613868, 0.9996304143318554, 1.0020743685951319, 0.994230342226481, 1.0004773855844031, 1.0037299446615164, 0.9972012638897035, 0.0025309676748469633, 0.8934277930956328, 0.9302701064292194, 0.040498698603013424, 0.0290990649221652, 0.9947633667479044, 1.0000432370823886, 0.9996396577613745, 1.0012033060743812, 0.897458244911196, 1.001726808041412, 0.10770229033633119, 0.2050357266340715, 0.05463159654741437, 0.024862951081782457, 0.08339680452544071, 0.21908385146054946, 0.3053794753946285, 1.0001443012356594, 0.8855503789203663, 0.0957184858665668, 0.002470154473975917, 0.015438465462349482, 1.0002418699359352, 1.0088198799099504, 1.0769498938934354, 0.998790286566271, 0.000989881354376879, 0.15040492495728655, 0.017164198399380864, 0.4067042264802449, 0.42561393658125773, 0.1444244973765042, 0.10883287773803627, 0.0006052996537154408, 0.03256512136989072, 0.036923278876641895, 0.11512799413667686, 0.13050260534104904, 0.026270004971250135, 0.11040665683769642, 0.29441775156719047, 0.888103938925478, 0.11186452520983009, 0.07830268356877303, 0.43629354678575133, 0.04365437151038624, 0.013133836700832537, 0.06829595084432918, 0.006254207952777398, 0.3541132542862563, 0.9992042746351719, 0.06102500114367254, 0.7250532948382594, 0.11632890843012578, 0.0907746892012129, 0.007246718885811114, 0.03848028819346125, 0.19591353076274118, 0.035731696179642586, 0.04916925713608937, 0.08123616396397375, 0.06535541010635482, 0.23103442871709073, 0.16369392437853356, 0.13941469492313538, 0.9999070536402949, 1.0008565225786972, 0.5589615614022313, 0.4410747733310284, 0.16488373157971625, 0.1325047510580197, 0.08966486913700582, 0.4038655147379304, 0.13947868532423127, 0.06949027358117951, 0.003738541574680126, 0.9963213296522536, 0.1967151618189944, 0.3981105356663961, 0.10910744291224521, 0.25624160855529976, 0.039781802241462064, 1.0023987940452914, 0.9998659712312385, 0.9093621720865022, 0.9990852443910894, 0.9733723630189324, 0.9330667282696307, 0.944647062196898, 0.05547079312595964, 0.9290899283737433, 1.0108222889587664, 1.0010004853165708, 1.0407188876056062, 0.3112530132876325, 0.6821553792658344, 0.00672737060419955, 0.9982867316832572, 0.9999714340202631, 1.0021347277351058, 0.7066181427532389, 0.2934196169548196, 0.9962530557260622, 0.9999603364430755, 0.05877076871538457, 0.5328989927338803, 0.34668150084917865, 0.06174232443694896, 0.17021538904700398, 0.7957569437947436, 0.034752308597096646, 0.5011493572868968, 0.49892022549144355, 0.3183601442157579, 0.03440491472072312, 0.647271128945871, 0.08894152186084274, 0.43727198368240694, 0.4735921549889247, 1.0000242551295735, 0.9993213231350381, 0.9330667282696304, 0.9330667282696306, 1.0001276087461026, 0.9995787769566622, 0.9975316228580396, 0.041681676858830334, 0.15234244248011714, 0.18715890197396365, 0.3157999987892557, 0.30288685184083375, 0.5769494049686147, 0.0026185298258787353, 0.2551611841439612, 0.1652583267887913, 1.0007776442040228, 0.9999347958964508, 1.0019319740354276, 0.9259755891047465, 0.8974582449111962, 0.9124482383144582, 1.0002822721810531, 0.9259755891047463, 0.16441487097148105, 0.09735001092032806, 0.07317202365757805, 0.10733112159053025, 0.15245121092158118, 0.3255027050528947, 0.07975773366599913, 0.999988042827889, 0.9175836154594473, 0.08238366826106494, 0.055315767510800196, 0.0382955313536309, 0.7848220005805839, 0.12150557478868076, 0.07186929873223791, 0.22494524603200447, 0.06507849885202645, 0.0715863487372291, 0.04329134923634803, 0.001697699970052864, 0.521476840801238, 1.00022973152343, 1.0178909762941424, 1.000292002140604, 1.0006096252324084, 1.026550225215505, 1.0020879300937504, 0.9427018895221057, 0.05683937863295049, 1.0006912380823136, 0.8943386963554837, 0.9093621720865022, 0.9815369653987169, 0.9998344396840319, 1.0042978630574777, 1.005106267232587, 0.010806379145767882, 0.05262236801417403, 0.027133408507308485, 0.06366366844571947, 0.13049877424943604, 0.12850194332032677, 0.24149908177933438, 0.052152525442618905, 0.1314384593925463, 0.066600184517939, 0.09514312073991286, 0.31957470605284255, 0.0572417338444135, 0.3058886370533929, 0.297696975316496, 0.019679967831325407, 1.0010158438971593, 0.0022325507991819813, 0.9964618400348909, 0.0007441835997273271, 1.000473880027462, 0.0178027567613991, 0.0921687027267371, 0.890137838069955, 1.0001544872627153, 0.9999212923989503, 0.7999131851913981, 0.2009026952021539, 0.999209922967988, 0.29927564606114865, 0.0740561607954835, 0.13147048770434147, 0.021634384052613153, 0.0030510028792146756, 0.41632321106374803, 0.054085960131532884, 0.9999840441957892, 0.9983174320035548, 0.7804732691035732, 0.0552628955848525, 0.16429198333246775, 0.10986450070994369, 0.7116993316915076, 0.0002419922923126513, 0.17810632714211136, 1.001175091744906, 0.9290899283737433, 1.0005817274538031, 0.9995135300590763, 1.0007335128883632, 1.0000249014724756, 0.9997631840004049, 0.99886784650424, 0.0007515935639610534, 0.996913319946761, 0.024532548837364453, 0.7060276392675277, 0.010195344971372242, 0.0818813643013333, 0.03377208021767055, 0.14337203865992215, 0.07894339470187173, 0.16506346164936817, 0.5685172535447047, 0.14509359105284725, 0.04212394578953629, 0.8943386963554837, 0.9815369653987169, 0.2533969716804814, 0.5092216987782608, 0.23731309204088197, 0.04950925198904757, 0.4568353706262117, 0.23500820262333622, 0.14016905108587494, 0.11605740238991022, 0.0003214886492795297, 0.0003214886492795297, 0.0003214886492795297, 0.000964465947838589, 0.9982735579837919, 0.9815369653987169, 0.010152706066429908, 0.9848124884437011, 0.9999023846478375, 0.9945705621253271, 0.08714436242047906, 0.03904829354360264, 0.6100105369433534, 0.2638140807701934, 1.0003735150458914, 0.11091367615869893, 0.34108936969234294, 0.1822323625489161, 0.10995958001969937, 0.022182735231739786, 0.14979309382293102, 0.08324488812771166, 0.00023852403474989016, 0.09004787737192785, 0.6676205908278088, 0.045023938685963924, 0.026029464552822894, 0.023918967426918333, 0.05346592718958216, 0.09356537258176878, 0.05957368603955445, 0.791753504783756, 0.08519677680925529, 0.001281154538485042, 0.06213599511652454, 1.0139295448113879, 1.0000933521148179, 0.004650648839664089, 0.9952388516881152, 1.0001836410774894, 0.633988230118994, 0.11832245614199974, 0.247651652390232, 0.9999674610799181, 0.1648002635351932, 0.09838076338313048, 0.32885143496340824, 0.20550093468100605, 0.20275426362208618, 0.16661502767024475, 0.0406521814329805, 0.00011783240995066813, 0.2764348337442674, 0.02274165512047895, 0.09662257615954786, 0.3966238918939489, 1.0050475744868395, 0.745650105100985, 0.11368462471974437, 0.0579229646861055, 0.082561837724225, 0.9984035071411826, 0.9998744461705793, 1.0000206698554743, 0.6099950513454083, 0.3899800602775586, 0.3240078267084807, 0.550538722500427, 0.052759143695267144, 0.07256833891170573, 0.9972587013201505, 1.0000218297403962, 0.9821111458534222, 0.7562458035077464, 0.1775067652166101, 0.06631384813752604, 0.999743672463854, 1.000124802940079, 1.0011834166918114, 0.09004216377208449, 0.03059806677175074, 0.033601557988609705, 0.00988649192216077, 0.6847334247101602, 0.15111315184821683, 0.08192748767313413, 0.9181528790954686, 0.9999798294308325, 0.999976018465712, 1.0645229447002014, 1.0436496288012367, 0.5858505574807217, 0.07858334126635348, 0.17538966333134973, 0.16019514352503156, 0.9987607847753275, 0.7926859467267828, 0.20744008628150773, 0.9996440846783125, 0.9516675112304603, 0.9970819658295952, 0.0030002466374009886, 0.00022782267426836933, 0.8386152639818675, 0.16084280803346873, 0.00022782267426836933, 0.9994657152241707, 0.9994007636029343, 1.0024241215089968, 0.7912130778612197, 0.00019815003202134228, 0.0005944500960640269, 0.005548200896597584, 0.08718601408939061, 0.11512516860439986, 0.9992764892436099, 0.0006820999926577542, 0.9976640218096301, 1.0000460607500983, 1.007647953067546, 0.8016830524159084, 0.19865130374755588, 0.9290899283737433, 0.9969850117652442, 0.1350682855826224, 0.14960031925621334, 0.1213325277267625, 0.08460430563391971, 0.02309199871419926, 0.3073624656441695, 0.1789629900350443, 0.32077671024211707, 0.10292714707406893, 0.05842856845182109, 0.04933538064640522, 0.04875496440350634, 0.169868487088407, 0.17818778656995768, 0.07158466995752914, 0.7902414266497053, 0.09575752905547225, 0.11510248442021412, 0.9885929148992245, 0.21563279303436755, 0.5635712525912969, 0.04261769065870981, 0.08300908404420344, 0.0950946978130913, 0.033214427846752374, 0.9657733635440305, 0.0036149430950865352, 0.9959168226963404, 1.0035764251211219, 0.9973147457811715, 0.07095863082677863, 0.9295580638308, 0.9926975478840366, 0.9992806843074532, 0.7716269467168189, 0.22865971472145277, 0.999789353452909, 0.9976418202987597, 0.9987085305683651, 0.7045435566223952, 0.22165415264524793, 0.07377243074363116, 0.8744897868914271, 0.12539605803022716, 0.1393545987140979, 0.8605944302267572, 0.999825775738988, 1.001096856905855, 1.0052448405355257, 0.3063004013645461, 0.5574242870098438, 0.13652650684378154, 0.9071728784788788, 0.09268465071687823, 0.9997522527990439, 0.9998344396840319, 0.9986032571312811, 0.000991661625751024, 1.0032975572791727, 0.9994647351502409, 1.0210603349664376, 1.0007821373873316, 0.9884796117613243, 0.9987246401390467, 1.000225791552399, 0.9994893233574761, 1.0000342467263348, 0.001313847224668366, 0.9985238907479583, 0.5281017227391017, 0.011702570711418715, 0.07405436280876604, 0.1388209710846601, 0.035850732496885904, 0.21008900753356455, 0.0013002856346020794, 0.9984791898428335, 0.17269949896226097, 0.03901900444468196, 0.5164823251050505, 0.2352684350836149, 0.036479305930531065, 1.0031291413193706, 0.017824701769749332, 0.053955854005727714, 0.00048174869647971174, 0.08286077579451041, 0.6354265306567397, 0.044802628772613186, 0.1642763054995817, 0.0029954091389601586, 0.07887910732595084, 0.7129073750725177, 0.14877198723502122, 0.025960212537654705, 0.029454856533108226, 0.0004992348564933597, 1.000334695964218, 1.0005583844024928, 0.9994387741252799, 0.8269848535970866, 0.0009067816377161037, 0.1722885111660597, 0.6526378514858768, 0.00018250499202625192, 0.05183141773545555, 0.00036500998405250383, 0.17319723743291307, 0.022995628995307743, 0.09873520068620228, 0.12803714181910578, 0.4094418028187478, 0.31089080339693226, 0.13476552330573574, 0.016820953716574945, 0.5487920539260603, 0.11371366883152603, 0.09119067162334937, 0.04092593395144294, 0.1837546967350022, 0.02142431441753389, 1.0122099955674269, 0.0731868916503739, 0.0884736176327995, 0.08630912545829675, 0.04694242403452817, 0.07995092969569495, 0.0006764038045321062, 0.09307316350361781, 0.08252126415291695, 0.18005869276644668, 0.2686675911601526, 0.9995921711871875, 1.019723427924596, 0.9973556006220392, 0.030197376918306613, 0.2073553215057054, 0.07096383575802054, 0.3158981152065075, 0.11877634921200601, 0.2566777038056062, 0.9993928118500153, 0.9391045939081772, 0.06119757424757079, 0.637108427805815, 0.34896697851052905, 0.008188052009744257, 0.0003899072385592503, 0.005458701339829505, 1.0831539763243676, 1.084082174589173, 1.0064952055486376, 0.9992878340730927, 0.08014891864799017, 0.023738373994468428, 0.614134707856893, 0.2795002099348702, 0.0022972619994646865, 0.993264581706381, 0.9990572915049165, 0.8066843357954502, 0.19337806741264763, 1.004782022220044, 1.0003323271456541, 1.0127858005833166, 0.140994792841919, 0.08301773402532191, 0.0670007255584799, 0.4888571457415015, 0.21995187683339362, 0.002874494222082736, 0.9744535412860474, 0.022995953776661887, 1.001119705262992, 0.9972044805743423, 0.9999405308895518, 0.9992806843074532, 1.0000626226248572, 1.001512414844395, 0.9874202225313073, 0.015052137538587003, 0.9290899283737433, 0.033337576126372837, 0.062326772758001386, 0.9042817524278631, 0.9993289593661039, 0.9989772238708833, 0.9965156153758983, 1.001514080997371, 1.0118100296165615, 0.897458244911196, 0.8667559321522665, 0.13341414247414163, 0.8934277930956328, 0.9093621720865022, 1.0002983892951525, 1.0010158438971593, 1.0001883781636793, 0.9999698241952577, 1.0003719778632227, 0.9290899283737433, 0.8091019600325834, 0.19085981555619597, 0.876183038085746, 0.12377585726382542, 0.003705038816918606, 0.9957291820468753, 0.9988321956518592, 1.002577267341158, 1.0001800292761414, 0.083533242680966, 0.37990461054905084, 0.5366724769503157, 0.4979571859103198, 0.5019332094324398, 0.24368558159545367, 0.20429530950194197, 0.5521314410395621, 0.9124482383144582, 1.0026959404526528, 0.8660664158699722, 0.011788562829446084, 0.02279122147026243, 0.07937632305160364, 0.02004055681005834, 1.000930351878749, 0.9999043546856471, 1.0045127677211905, 0.9981295311129084, 1.0087087986563597, 0.9818380614576743, 0.017976110976993163, 0.0008503050659898714, 0.29548101043148034, 0.32247819627665875, 0.2208667408908691, 0.01806898265228477, 0.142213522286806, 0.11996901042481206, 0.6625127608499437, 0.15514878982373806, 0.062309948257419784, 5.962674474394237e-05, 0.12426652855522145, 0.07921082814338677, 0.7136241581358331, 0.08284435237014764, 0.09491638640329991, 0.03648090677413788, 0.05794026370010134, 0.030868459578116667, 0.11224894392042424, 0.14377769140395516, 0.04407421768640187, 0.22812947132062691, 0.062067063108940466, 0.07956469260241836, 0.10977286427512077, 0.9781089887522315, 0.18744690477117962, 0.010977553539085657, 0.4088620884180205, 0.29742956381371705, 0.09465550881815368, 0.0006213709550425844, 1.0000353082968385, 1.0002127966558045, 1.003790249363274, 0.8998560262398332, 0.08640028468795263, 0.014106168928645328, 1.0000475564126279, 0.9994657152241707, 0.9874216625765, 0.007836679861718255, 0.13477791182896573, 0.8644376413857803, 1.0407188876056062, 1.0004621709479653, 0.9989034001170645, 0.08988949650508454, 0.12106393891003939, 0.3649131049610666, 0.015874102574302162, 0.319585848212758, 0.08874197101778558, 1.001659339918142, 1.0022286792426618, 0.9872040694023159, 0.932247429927293, 0.022196367379221264, 0.04597818957124404, 0.7666895210789864, 0.035340362047174785, 0.034358685323642155, 0.16394001282994972, 0.9969133199467609, 0.9910239608263468, 0.9995550135737761, 0.9952087962479, 0.8943386963554839, 0.8881815774534861, 0.9920314604580023, 0.0185946504953634, 0.2830519019849762, 0.6570109841695068, 0.041321445545251995, 0.17021762797790072, 0.04743769960039856, 0.3145770589187214, 0.09059670472703568, 0.15384697086090043, 0.1359880721878092, 0.08724816122583108, 1.0017094790191334, 1.0002983892951522, 1.000089819989628, 0.9093621720865022, 1.0112257326918908, 0.9999443097105412, 0.08609331121525413, 0.38117972189161653, 0.04019098066559775, 0.019037832946862093, 0.3625649518991292, 0.005499818406871271, 0.10576573859367829, 0.9885929148992245, 1.0008849327652511, 0.24109736759300235, 0.3725375135805632, 0.2903564806843858, 0.09604289386661696, 0.09736835709726838, 0.14329682742616856, 0.7593507094378162, 0.99593111640397, 1.00191742810004, 1.000263059343748, 0.9991161678164424, 1.00169140983581, 1.0468342623535063, 0.9995921711871875, 0.9290899283737433, 1.0005773861965879, 0.9991412591820624, 0.8881815774534861, 0.9516675112304603, 0.9974259865957218, 0.003865992196107449, 0.11986152795515347, 0.1715732157300911, 0.05359522607137576, 0.239209363647642, 0.021403844277705978, 0.2614693616964562, 0.001712307542216478, 0.06866353244288077, 0.062499225290901454, 0.0023740790877154767, 0.9971132168405001, 1.0009718540466654, 1.0002069669810092, 0.2501374968544909, 0.17398389176880208, 0.06132219136113516, 0.07900580003271833, 0.00099826823146034, 0.23117040045674442, 0.16457164844360458, 0.03878985127960178, 0.9993399822299964, 0.9981644069861164, 1.0831539763243676, 0.9999952407170497, 0.8740097988790386, 0.12604842715726924, 1.0002892370336562, 0.1358191934018064, 0.1961173797010072, 0.6682225235780286, 0.1298740971746374, 0.00933003571656878, 0.10748201145487235, 0.6684037587349874, 0.08508992573510728, 0.7282317551967646, 0.23226576364788895, 0.03929308031637219, 1.0210603349664376, 0.06600098141591787, 0.00012043974710933917, 0.1524767198404234, 0.13380855903847583, 0.07431132396646227, 0.24425180713773986, 0.22943771824329112, 0.09948323111231416, 0.07603048708708264, 0.3182873242694981, 0.023801686071621562, 0.1939789233286405, 0.210457013685917, 0.08075227906080513, 0.04307430637252971, 0.05367424753802919, 0.9959522939426727, 0.6125953515243414, 0.08228041141003169, 0.018943894998703553, 0.08307925035576015, 0.20313333191380917, 0.999835331575577, 0.9290899283737433, 0.8969392326564172, 0.10263943796377557, 0.9851423530937106, 0.9999443097105412, 0.9990979540588072, 0.9996843723437, 0.9978896205951329, 0.0009713396696253726, 0.0009713396696253726, 0.7002166486736434, 0.033936186526994025, 0.2658334611281199, 0.10076071293336207, 0.07582757733505564, 0.269123638880689, 0.018507069722454257, 0.3827364835657554, 0.15294036784528173, 7.095980558355642e-05, 0.9998946204778933, 1.0000902223237056, 0.015885683044921467, 0.13675501056062828, 0.6927539171328796, 0.1512593298625131, 0.003453409357591623, 0.9955338265922765, 0.897458244911196, 0.9997589632212528, 1.0020743685951319, 0.9996394887783305, 1.0000995980957725, 0.16344072993051834, 0.836174448662384, 0.9516675112304603, 0.35313038081126646, 0.5773018853535722, 0.06966189764809284, 0.040045216575180044, 0.022113398052333665, 0.9378039712347432, 0.0010840128312989657, 0.1929542839712159, 0.8054215336551315, 0.9971083841374492, 1.0007627910880246, 0.0015858812561752845, 0.1014964003952182, 0.897608790995211, 0.9999412832799487, 0.9989410167550512, 0.0010441892161202626, 0.9815369653987169, 0.9991028150332718, 0.9995502849639141, 1.0017552749794318, 0.9815369653987169, 0.45571461279541714, 0.06091592226787014, 0.021363877951764882, 0.10985075081954782, 0.20945261424331652, 0.07347441809086706, 0.06928825281653475, 0.9290899283737433, 1.084082174589173, 1.0001618439363007, 0.9290899283737433, 0.9985371598670646, 1.001823685214199, 0.9990293216983627, 0.0006981336979024198, 1.0009980673491945, 0.19524497481329303, 0.8048662525547984, 1.0000876978633302, 0.9992972403377213, 0.14758065185109281, 0.8109018434865304, 0.04156643896020586, 0.9983306287373667, 0.04839599823020428, 0.10229585508266709, 0.19092695772386473, 0.06111180952990501, 0.022015434489034102, 0.2311620621348581, 0.17479495831379663, 0.16910131146318436, 1.0003256887715988, 0.9937419933734087, 0.9028698357712905, 0.999892479515425, 0.9978937033019082, 1.00020750550141, 1.00105469092405, 0.9290899283737433, 0.9478161329297436, 0.05358677783348374, 0.997364962933583, 0.9815369653987169, 0.2937777990173229, 0.06371600007799288, 0.329912040672292, 0.00021381208079863386, 0.12636293975199261, 0.0688474900171601, 0.11695520819685272, 0.9694972117188623, 0.030233800781253505, 0.8982063448891185, 0.10252837698895083, 0.01972625956604442, 0.010181295259893895, 0.01946112166865135, 0.017446073648464015, 0.01882479071490798, 0.07413255611110242, 0.26349404242923313, 0.10361589030121182, 0.0692009912195913, 0.1832633146780901, 5.302757947861403e-05, 0.06607236403035309, 0.08712431308336285, 0.06745108109679705, 0.10592793940245292, 0.8948704047436388, 1.015728565242702, 0.9993384900611726, 0.9937096626172042, 0.9756739571302557, 0.9995455701535656, 0.2390637604490568, 0.05454139889508078, 0.08509207937583049, 0.011995359207165532, 0.0928703201117269, 0.1744949909667361, 0.035798650133884634, 0.306162801014139, 1.0001646380617961, 0.045292983306034734, 0.23602676856144766, 0.7191519238258182, 0.8672657396713385, 0.8881815774534861, 0.9999831344163768, 0.9995736119750225, 1.0010351598235854, 0.5896682044512531, 0.00034045508340141634, 0.40990792041530527, 0.9993876476809523, 0.9526231118854641, 0.047386055308196326, 1.000053636233126, 1.0053449253137245, 0.9928911449640037, 1.0021738399440094, 0.9989410211054806, 0.96437173007972, 0.035578762857310056, 1.0010317458855447, 0.9998165823722631, 0.00011450029573663114, 0.9366593561132911, 0.011312311064170182, 0.05203663089518284, 0.9998980832259259, 0.9928911449640037, 0.1332729842790651, 0.8656397645554512, 0.001269266516943477, 0.8881815774534861, 0.052185248786338664, 0.11164370297843881, 0.8362367915274268, 0.9402129314688409, 0.05946287140985973, 0.9996157259808749, 0.9990417632458819, 1.0008075887787555, 0.9999121945135345, 1.0004140036832427, 1.0004528179977235, 0.11720579383600072, 0.24472135657424224, 0.638120433107115, 0.9872040694023158, 1.0256665656127957, 0.7202598469599305, 0.27904590419745784, 0.0007304866602027692, 1.0005583844024928, 0.996565869941256, 0.0021570689825568313, 0.999988042827889, 1.0122099955674269, 0.9941826771842173, 0.02641921393033293, 0.973446420971498, 0.9678801091869357, 1.0000249014724756, 1.0017102444572037, 0.9871580488971021, 0.8861451732860098, 0.03975059614469696, 0.9477378975551434, 0.012552819835167463, 0.9998050075112683, 1.0005583844024928, 0.10598599562178526, 0.0666092541928581, 0.7003171863481158, 0.12733039751783926, 0.9975820532368112, 0.00263561969151073, 1.0001189473415804, 1.0037379979884935, 0.0014857794980338093, 0.9984438226787198, 0.8943386963554839, 0.9979902606564386, 0.1731609517406087, 0.12126185967062511, 0.25900352582792746, 0.27794300492455654, 0.06591922594670899, 0.1028143150959864, 0.8943386963554837, 0.9997921944264612, 0.9998414900877146, 1.000001522173544, 0.9815369653987169, 1.0000031055052077, 1.00217279595019, 1.0001584706918882, 0.9615662629084464, 0.03658132521934307, 0.8934277930956328, 0.9999162415697892, 0.9885298465038194, 0.9124482383144582, 0.8672657396713385, 1.0707095993208255, 0.16022695850242047, 0.8396153510669577, 0.8943386963554837, 0.30580736975032646, 0.6412533228333226, 0.05299614238291922, 0.969935910442116, 0.000373195810097005, 0.0298556648077604, 0.9933489404372355, 0.0042091056798187945, 0.9994345236678628, 0.0005428758955284426, 0.938658428335557, 0.025600737028874655, 0.03575640130479187, 1.002197245361782, 0.8922579994340214, 0.9815369653987169, 1.0001996529029604, 0.0003174362907926357, 0.9996068797060099, 0.9999806571329458, 1.0008813546530222, 1.0005291278234976, 0.9999443097105412, 1.0088198799099504, 0.8934277930956328, 1.0004435379696257, 0.13992463344037054, 0.6634628686723187, 0.19652336157355413, 1.0000633333988649, 0.9999526138112145, 0.9997003234453831, 1.0000488432690586, 1.1102269718168578, 0.0840823330244908, 0.9172618148126268, 0.9997245198904271, 0.006169204019625049, 0.1226362980870919, 0.017946775329818327, 0.11634246368323199, 0.09708706931894774, 0.05558515136874287, 0.07583758880690591, 0.25779794978978615, 0.2506317026962823, 0.9985153262126297, 0.03554353079213367, 0.9644919780837392, 1.015728565242702, 1.084082174589173, 0.013765006398638443, 0.9910804607019679, 0.9330667282696307, 0.9345417382992086, 0.06525785524355475, 0.8943386963554837, 1.0008718733723314, 0.9885929148992245, 0.1601146851936674, 0.000345074752572559, 0.15114274162678087, 0.10145197725633236, 0.5676479679818597, 0.018979111391490746, 0.000345074752572559, 0.9998681489358014, 6.674687242562092e-05, 6.674687242562092e-05, 0.9951510562456061, 0.19323419873128997, 0.5284855766060791, 0.0002096194526103308, 0.23365581650964876, 0.029067230761965872, 0.014848044559898433, 0.0004891120560907719, 0.010302112011389603, 0.2834337158255481, 0.7063228503418579, 0.9815369653987169, 0.9355302596280047, 0.06682358997342891, 0.1483965294329436, 0.8515885944358587, 0.07115940657300042, 0.3131013889212018, 0.1752768540850747, 0.014980927699579035, 0.34718299943774417, 0.07827534723030045, 1.0001589668074378, 0.9012677192514764, 0.04385169440660193, 0.053083630071149704, 0.0011539919580684718, 0.11922782678746675, 0.04218359588580386, 0.03305077776663312, 0.07626460008661173, 0.0473068840989972, 0.1520558528926567, 0.044411112500235744, 0.07019461731228484, 0.3604121882150793, 0.05485259663038522, 0.9290899283737433, 0.04393034662336299, 0.02085349787356847, 0.1242776472538768, 0.20171159156381854, 0.041246992117572934, 0.0975974367391642, 0.020316826972410457, 0.09430074406062212, 0.08970070776498203, 0.26611209970278, 0.9290899283737433, 0.7218087394407884, 0.2083798116905858, 0.06979794179092615, 1.000037020552346, 0.8672657396713384], \"Term\": [\"academic\", \"accelerate\", \"access\", \"access\", \"access\", \"access\", \"access\", \"access\", \"accessibility\", \"accident\", \"accident\", \"accusation\", \"accuse\", \"achieve\", \"achieve\", \"achieve\", \"achieve\", \"achievement\", \"achievement\", \"achievement\", \"achievement\", \"achieving_gender_equality\", \"acknowledge\", \"acknowledge\", \"acquit\", \"act\", \"act\", \"act\", \"act\", \"act\", \"act\", \"action\", \"action\", \"action\", \"action\", \"activism\", \"activity\", \"activity\", \"activity\", \"activity\", \"activity\", \"activity\", \"activity\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"address\", \"address\", \"address\", \"address\", \"address\", \"address\", \"adjourn\", \"administering\", \"adopt\", \"adopt\", \"adopt\", \"adopt\", \"adopt\", \"adopt\", \"advocacy\", \"affect\", \"affect\", \"affect\", \"affect\", \"agree\", \"agree\", \"agree\", \"agree\", \"agree\", \"agree\", \"agreement\", \"agreement\", \"agreement\", \"agreement\", \"agricultural\", \"agriculture\", \"agriculture\", \"aid\", \"aim\", \"aim\", \"aim\", \"aim\", \"aircraft\", \"airline\", \"alcohol\", \"alertness\", \"align\", \"align\", \"allege\", \"allegedly\", \"allegiance\", \"allocate\", \"allocate\", \"allocate\", \"allowance\", \"ally\", \"alsopasse\", \"ambassador\", \"ambitious\", \"amendment\", \"animal\", \"announce\", \"announce\", \"announce\", \"announce\", \"announce\", \"announcement\", \"announcement\", \"announcement\", \"anti_corruption_watchdog\", \"anti_social\", \"antibody\", \"antiviral\", \"appeal\", \"appeal\", \"appeal\", \"appeal\", \"appearing\", \"applicant\", \"applicant\", \"applicant\", \"appoint\", \"appoint\", \"appointment\", \"appreciation\", \"appreciation\", \"appreciative\", \"apprehend\", \"apprehend\", \"approval\", \"approval\", \"approval\", \"aptc\", \"archdiocese\", \"area\", \"area\", \"area\", \"area\", \"area\", \"aro\", \"arrest\", \"arrest\", \"arrive\", \"arrive\", \"arrive\", \"arrive\", \"arrive\", \"art\", \"art\", \"art\", \"artefact\", \"article\", \"artist\", \"aspire\", \"assault\", \"assembly\", \"assessment\", \"assessment\", \"assessment\", \"assessment\", \"assessment\", \"assist\", \"assist\", \"assist\", \"assist\", \"assist\", \"assistance\", \"assistance\", \"assure\", \"assure\", \"assure\", \"assure\", \"athlete\", \"atrocity\", \"attack\", \"attack\", \"attack\", \"attend\", \"attend\", \"attend\", \"attend\", \"attend\", \"attend\", \"attend\", \"attenuate\", \"attorney_general_chamber\", \"attorney_generals_chamber\", \"audit\", \"auki\", \"auki\", \"australian\", \"australian_federal\", \"award\", \"award\", \"award\", \"award\", \"awardee\", \"awareness\", \"awareness\", \"awareness\", \"awareness\", \"backbencher\", \"backlash\", \"baggage_allowance\", \"bahomea\", \"bail\", \"bail_application\", \"ball\", \"ballot\", \"ban\", \"ban\", \"ban\", \"band\", \"band\", \"banking\", \"banking\", \"barile\", \"beach\", \"bemobile\", \"beneficiary\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"betrayal\", \"bible_translation\", \"bide\", \"big\", \"big\", \"big\", \"big\", \"big\", \"big\", \"big\", \"big\", \"big\", \"bilateral\", \"bill\", \"biometric_voter_registration\", \"biometric_voters_registration\", \"birthday\", \"blesse\", \"bmobile\", \"board\", \"board\", \"board\", \"board\", \"boat\", \"boat\", \"boat\", \"body\", \"body\", \"body\", \"body\", \"boil_drinke\", \"book\", \"book\", \"book\", \"book\", \"book\", \"border\", \"border\", \"bottleneck\", \"bracket\", \"brake\", \"brazier\", \"bridge\", \"british_empire_kbe\", \"bronwyn\", \"brother\", \"brother_george\", \"bsip\", \"budget\", \"budget\", \"build\", \"build\", \"build\", \"build\", \"build\", \"building\", \"building\", \"building\", \"burial\", \"bury\", \"bus\", \"bushfire\", \"business\", \"business\", \"cabinet\", \"cable\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"campaign\", \"campaign\", \"campaign\", \"campus\", \"cancel\", \"cancellation\", \"candidate\", \"cannabis\", \"capital\", \"capital\", \"capital\", \"capital\", \"capital\", \"capital\", \"care\", \"care\", \"care\", \"care\", \"careless_drive\", \"cargo\", \"carrier\", \"carry\", \"carry\", \"carry\", \"carry\", \"carry\", \"carry\", \"carry\", \"carry\", \"carry\", \"case\", \"case\", \"cast\", \"cathnews\", \"cattle\", \"caucus\", \"cbsi\", \"cbsi\", \"cbsi\", \"cdf\", \"celebrate\", \"celebrate\", \"celebrate\", \"celebration\", \"census\", \"cent\", \"cent\", \"ceremony\", \"ceremony\", \"ceremony\", \"ceremony\", \"challenge\", \"challenge\", \"challenge\", \"challenge\", \"challenge\", \"challenge\", \"challenge\", \"championship\", \"chance\", \"chance\", \"chance\", \"chance\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"charge\", \"chengs_quarantine_station\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"child\", \"child\", \"child\", \"child\", \"choiseul\", \"christian\", \"church\", \"church\", \"church\", \"cip\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"civilized\", \"cjb\", \"claim\", \"claim\", \"claim\", \"claim\", \"class\", \"classroom\", \"clause\", \"clay_forau_soalaoi\", \"clean\", \"cleanliness\", \"clear\", \"clear\", \"clear\", \"clear\", \"clear\", \"clearance\", \"client\", \"climate\", \"climate\", \"climate_change_adaptation\", \"climate_change_disaster\", \"clinic\", \"closely\", \"closely\", \"closely\", \"closely\", \"cloth\", \"clothe\", \"club\", \"coach\", \"coastal\", \"cocoa\", \"coin\", \"collaborative\", \"college\", \"commander\", \"commemoration\", \"commend\", \"commend\", \"commend\", \"commendation\", \"commended\", \"comment\", \"comment\", \"commission\", \"commission\", \"commission\", \"commissioner\", \"commissioner\", \"commitment\", \"commitment\", \"commitment\", \"committee\", \"committee\", \"committee\", \"committee\", \"committee\", \"commodity\", \"common_sense\", \"community\", \"community\", \"community\", \"community\", \"community\", \"company\", \"compete\", \"competition\", \"competitiveness\", \"complainant\", \"complete\", \"complete\", \"complete\", \"complete\", \"complete\", \"completion\", \"completion\", \"complex\", \"complicit\", \"comply\", \"comply\", \"comprehensive\", \"comprehensive\", \"comprehensive\", \"computer\", \"concern\", \"concern\", \"concern\", \"concern\", \"concerned\", \"concerned\", \"concert\", \"concurrent\", \"condolence\", \"condolence\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"cone\", \"conference\", \"conference\", \"conference\", \"confidence\", \"confidence\", \"confidence\", \"confidence\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"congratulate\", \"congratulate\", \"congratulate\", \"congratulate\", \"consecutive_negative_test\", \"conservation\", \"constable\", \"constituency\", \"constituency\", \"constituency\", \"constitution\", \"constitutional\", \"constitutional_office\", \"construct\", \"construction\", \"consular\", \"consult\", \"consultation\", \"consultation\", \"consumer\", \"contentious\", \"contest\", \"contest\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continuous\", \"continuous\", \"continuous\", \"continuous\", \"continuous\", \"continuous\", \"contract\", \"contract\", \"contract\", \"contractor\", \"contradicting\", \"contribute\", \"contribute\", \"contribute\", \"contribute\", \"contribute\", \"contribute\", \"contribution\", \"contribution\", \"contribution\", \"contribution\", \"convention\", \"convention\", \"convict\", \"cooperation\", \"cooperation\", \"coordination\", \"coordinator\", \"coordinator\", \"cop\", \"coral_sea\", \"coronaviru\", \"correctional\", \"correctional\", \"corrupt\", \"corruption\", \"corruption\", \"cost\", \"cost\", \"cost\", \"cost\", \"cost\", \"counselling\", \"count\", \"count\", \"counterfeit\", \"counting\", \"country\", \"country\", \"country\", \"country\", \"court\", \"covax\", \"covid\", \"coward\", \"credence\", \"credential\", \"crew\", \"crime\", \"crime\", \"crime\", \"crime_prevention\", \"critic\", \"criticise\", \"criticism\", \"crocodile\", \"crowding\", \"cry\", \"cry\", \"culmination\", \"cultural\", \"cultural\", \"culture\", \"culture\", \"culvert\", \"currency_note\", \"current\", \"current\", \"current\", \"current\", \"current\", \"current\", \"current\", \"current\", \"custody\", \"custody\", \"customary\", \"dalgro\", \"damage\", \"damage\", \"damage\", \"dance\", \"date\", \"date\", \"date\", \"date\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"dead\", \"dead\", \"deaf\", \"deal\", \"deal\", \"deal\", \"death\", \"death\", \"death\", \"debate\", \"debt\", \"decease\", \"deceased\", \"decision\", \"decision\", \"decision\", \"dedication\", \"deepest_sympathy\", \"defendant\", \"defilement\", \"deflate\", \"delegation\", \"deliberate\", \"deliberate\", \"deliver\", \"deliver\", \"deliver\", \"deliver\", \"delivering\", \"delivering\", \"delivery\", \"delivery\", \"delivery\", \"delta\", \"demonstration\", \"demonstration\", \"dengue_fever\", \"deployable\", \"desalination_plant\", \"design\", \"design\", \"design\", \"destroy\", \"destroy\", \"destroy\", \"detainee\", \"detect\", \"detective\", \"deteriorate\", \"develop\", \"develop\", \"develop\", \"develop\", \"developed\", \"developer\", \"development\", \"development\", \"development\", \"development\", \"die\", \"die\", \"die\", \"dignitary\", \"diplomat\", \"diplomatic\", \"diplomatic_mission\", \"diplomatic_relation\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"disabilitie\", \"disability\", \"disaster\", \"discrimination\", \"discriminatory\", \"disease\", \"disease\", \"dismay\", \"dispute\", \"dispute\", \"disturbance\", \"disturbance\", \"doctor\", \"doctor\", \"dolphin\", \"donate\", \"donate\", \"donation\", \"door\", \"door\", \"door\", \"door\", \"dormitory\", \"dose\", \"downscaling\", \"dr_sikua\", \"draft_federal_constitution\", \"draw\", \"draw\", \"draw\", \"drift\", \"drinking\", \"drinking\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"driver\", \"driver\", \"drug\", \"drug\", \"dudley_gani_report\", \"duty\", \"duty\", \"duty\", \"duty\", \"duty\", \"dvct\", \"early\", \"early\", \"early\", \"early\", \"early\", \"early\", \"early\", \"early\", \"early\", \"early\", \"earning\", \"earthquake\", \"economic\", \"economic\", \"economy\", \"economy\", \"editor\", \"edmund_sikua\", \"education\", \"effort\", \"effort\", \"effort\", \"effort\", \"effort\", \"eld\", \"elect\", \"elect\", \"election\", \"electoral\", \"electoral_commission\", \"electorate\", \"eligible_voter\", \"embassy\", \"embassy\", \"emergency\", \"emergency\", \"employee\", \"employee\", \"employee\", \"empower\", \"empowerment\", \"encourage\", \"encourage\", \"encourage\", \"encourage\", \"encourage\", \"encourage\", \"encourage\", \"enemy\", \"engineer\", \"enhancing\", \"enrol\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"enterprise\", \"enterprise\", \"entertainer\", \"entitlement\", \"enumerator\", \"environment\", \"environment\", \"environment\", \"environmental\", \"environmental\", \"equipment\", \"equipment\", \"equipment\", \"equipment\", \"equipped\", \"equitable\", \"estimation\", \"ethical\", \"evening\", \"evening\", \"event\", \"event\", \"event\", \"evidence\", \"evidence\", \"evidence\", \"exam\", \"examination\", \"examination\", \"examination\", \"examination\", \"excellence\", \"excellency\", \"executive\", \"executive\", \"exemption\", \"exercise\", \"exercise\", \"exercise\", \"exercise\", \"expect\", \"expect\", \"expect\", \"expect\", \"expect\", \"expect\", \"expect\", \"expect\", \"expel\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"export\", \"export\", \"export\", \"exporter\", \"expressed_disappointment\", \"external_trade_mfaet\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"facebook\", \"facebook\", \"faces_count\", \"facilitation\", \"facilitator\", \"facility\", \"facility\", \"facility\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"fact\", \"faculty\", \"fall\", \"fall\", \"fall\", \"falls_annually\", \"family\", \"family\", \"fan\", \"fare\", \"farm\", \"farm\", \"farmer\", \"fataleka\", \"feature\", \"feature\", \"federal\", \"federal\", \"federal\", \"fee\", \"fee\", \"fencing\", \"feraladoa\", \"festival\", \"ffa\", \"fifty\", \"file\", \"file\", \"final\", \"final\", \"final\", \"financial\", \"financial\", \"financial\", \"financial_inclusion\", \"find\", \"find\", \"find\", \"find\", \"find\", \"find\", \"find\", \"finish\", \"fish\", \"fish\", \"fish\", \"fishing\", \"fishing\", \"fishing_vessel\", \"flight\", \"flood\", \"flood\", \"flooding\", \"flooding\", \"focus\", \"focus\", \"focus\", \"focus\", \"focus\", \"focus\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follower\", \"food\", \"food\", \"foot_path\", \"football\", \"force\", \"foreigner\", \"forensic\", \"form\", \"form\", \"form\", \"form\", \"form\", \"formulation\", \"forum\", \"forum\", \"forum\", \"forward\", \"forward\", \"forward\", \"forward\", \"forward\", \"forward\", \"found\", \"framework\", \"freelance\", \"freighter\", \"friendship\", \"friendship\", \"frustration\", \"fsma\", \"fund\", \"fund\", \"fund\", \"fund\", \"funding\", \"funeral\", \"futsal\", \"gale_force_wind\", \"game\", \"game\", \"garden\", \"garden\", \"gender\", \"gender_base\", \"gender_based\", \"gender_equality\", \"general\", \"general\", \"general\", \"generator\", \"generosity\", \"generous\", \"gentlemen\", \"george_hemming\", \"geotechnical\", \"girl\", \"girl\", \"girl\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"global\", \"global\", \"global\", \"global\", \"global\", \"goal\", \"goal\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"gordon_darcy_lilo\", \"government\", \"government\", \"government\", \"gpa\", \"grade\", \"grade\", \"graduate\", \"graduation\", \"grandchild\", \"grateful\", \"grateful\", \"grateful\", \"gravel\", \"great\", \"great\", \"great\", \"great\", \"great\", \"great\", \"great\", \"greater_height\", \"greatly\", \"greatly\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"grow\", \"grow\", \"grow\", \"grow\", \"growth\", \"growth\", \"guadalcanal\", \"guadalcanal\", \"guadalcanal\", \"guilty\", \"gukuna\", \"guste\", \"half\", \"half\", \"half\", \"half\", \"hang\", \"happen\", \"happen\", \"happen\", \"happen\", \"harmony\", \"haununu\", \"headd\", \"headquarters\", \"headquarters\", \"health\", \"healthyorganic\", \"hear\", \"hear\", \"hear\", \"hearing\", \"hearing\", \"hearten\", \"heavy_rain\", \"heavy_rain_alert\", \"hem\", \"high\", \"high\", \"high\", \"high\", \"high\", \"high\", \"high\", \"high\", \"historical\", \"historical\", \"history\", \"history\", \"hit\", \"hit\", \"hit\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"home\", \"home\", \"home\", \"home\", \"home\", \"honour\", \"honour\", \"hospital\", \"hospital\", \"host\", \"host\", \"hostage\", \"hotel\", \"hotel\", \"house\", \"house\", \"house\", \"house\", \"house\", \"housing\", \"housing\", \"housing\", \"housing_estate\", \"human\", \"human\", \"human\", \"human\", \"human_resource\", \"human_resource\", \"humanitarian\", \"humanitarian\", \"hypertension\", \"icalrm\", \"icon\", \"ict\", \"immigration\", \"immigration\", \"impact\", \"impact\", \"impact\", \"impact\", \"impaired\", \"impairment\", \"implement\", \"implement\", \"implement\", \"implementation\", \"implementation\", \"implying\", \"import\", \"import\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"imprisonment\", \"improve\", \"improve\", \"improve\", \"improve\", \"improve\", \"improve\", \"improvement\", \"improvement\", \"improvement\", \"improvement\", \"incentive\", \"incident\", \"incident\", \"incident\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"income\", \"income\", \"increase\", \"increase\", \"increase\", \"increase\", \"indecent_assault\", \"indecently_assaulte\", \"independence\", \"independence\", \"individual\", \"individual\", \"individual\", \"individual\", \"individual\", \"individual\", \"industry\", \"industry\", \"ineffectiveness\", \"inefficient\", \"infection\", \"inflation\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"informing\", \"infrastructure\", \"inland_revenue\", \"inland_revenue_division\", \"inmate\", \"input\", \"inputte\", \"insensitive\", \"insider\", \"inspection\", \"install\", \"installation\", \"institutional\", \"institutional_strengthene\", \"institutional_strengthening_mpgi\", \"institutional_strengthening_silas_tausinga\", \"instructor\", \"integrate\", \"integrate\", \"integration\", \"intelligence\", \"intensifie\", \"interest\", \"interest\", \"interest\", \"interest\", \"interest\", \"internet\", \"internet\", \"internet\", \"invaluable\", \"investigate\", \"investigate\", \"investigation\", \"investigation\", \"investment\", \"investment\", \"invitation\", \"invitation\", \"invite\", \"invite\", \"invite\", \"invite\", \"involve\", \"involve\", \"involve\", \"involve\", \"involve\", \"involve\", \"involve\", \"involve\", \"irresponsible\", \"island\", \"island\", \"island\", \"island\", \"island\", \"island\", \"islander\", \"islander\", \"islander\", \"islander\", \"isolation\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"jail\", \"jcsg\", \"jeopardise\", \"jeopardize\", \"joke\", \"journalism\", \"journalist\", \"juvanile\", \"juvenile\", \"kangava\", \"kaohsiung_medical_university\", \"kava\", \"key\", \"key\", \"key\", \"key\", \"kill\", \"kill\", \"knot\", \"knowledge\", \"label\", \"laboratory\", \"lack\", \"lack\", \"lack\", \"lack\", \"lack\", \"lack\", \"lacking\", \"land\", \"land\", \"landowner\", \"landowner\", \"landslide\", \"lash\", \"late\", \"late\", \"late\", \"late\", \"late\", \"late\", \"laud\", \"launch\", \"launch\", \"launch\", \"launch\", \"law\", \"law\", \"law\", \"law\", \"lawyer\", \"lazy\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"leader\", \"leader\", \"leader\", \"leader\", \"leadership\", \"leadership\", \"leadership\", \"leadership\", \"learn\", \"learn\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"legacy\", \"leitongo\", \"leprosy\", \"letter\", \"letter\", \"letter\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"leverage\", \"liaison\", \"library\", \"licence\", \"licence\", \"license\", \"life\", \"life\", \"life\", \"life\", \"linkage\", \"list\", \"list\", \"live\", \"live\", \"live\", \"live\", \"live\", \"live\", \"livery\", \"livestock\", \"loan\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"lockdown\", \"log\", \"logo_photo_courtesy\", \"logs_felled\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"longstanding\", \"looks_forward\", \"loot\", \"loot\", \"loot\", \"lose\", \"lose\", \"lose\", \"lose\", \"lose\", \"magistrate\", \"maintenance\", \"malaita\", \"malaitan\", \"malaria\", \"malnourish\", \"man\", \"man\", \"man\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"mandatory_quarantine\", \"marine\", \"marine\", \"marist\", \"market\", \"market\", \"marketing\", \"marketing\", \"marry\", \"martin_sopage\", \"masite\", \"match\", \"matter\", \"matter\", \"matter\", \"matter\", \"mccully\", \"measle\", \"measure\", \"measure\", \"measure\", \"mechanism\", \"mechanism\", \"medal\", \"medical\", \"medicine\", \"medium\", \"medium\", \"medium\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meeting\", \"meeting\", \"meeting\", \"mehrd\", \"melanesian\", \"melanesian\", \"melanesian_spearhead_group\", \"member\", \"member\", \"member\", \"member\", \"member\", \"meteorological\", \"meteorological_service\", \"mhm\", \"microdinero\", \"mid\", \"mid\", \"mile\", \"millennium\", \"mindset\", \"mindset\", \"mine\", \"mining\", \"minister\", \"minister\", \"minister\", \"ministrie\", \"ministry\", \"ministry\", \"ministry\", \"ministry\", \"ministry\", \"ministry\", \"ministry\", \"minute\", \"minute\", \"minute\", \"misconduct\", \"mislead\", \"misleading\", \"miss\", \"miss\", \"mission\", \"mission\", \"modality\", \"monetary\", \"money\", \"money\", \"money\", \"money\", \"money\", \"money\", \"monsoon\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"morgue\", \"morning\", \"morning\", \"morning\", \"morning\", \"mosquito\", \"mother\", \"motion\", \"mou\", \"mou\", \"mou\", \"mower\", \"mpa\", \"mpa\", \"mpg\", \"mpgi\", \"mps\", \"mrd\", \"msg\", \"multi_lateral\", \"murder\", \"murder\", \"murray_mccully\", \"music\", \"musician\", \"mutilate\", \"nation\", \"nation\", \"nation\", \"nation\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"natural\", \"natural\", \"ndmo\", \"neck\", \"neighbourhood\", \"netball\", \"networking\", \"newspaper\", \"newspaper\", \"ngalito\", \"night\", \"night\", \"night\", \"ninth\", \"nominate\", \"nomination\", \"nonsense\", \"norway\", \"nrh\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"nurse\", \"objective\", \"objective\", \"objective\", \"objective\", \"observer\", \"oceanic_cable\", \"ofcf\", \"offence\", \"offence\", \"offer\", \"offer\", \"offer\", \"offer\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"officer\", \"officer\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"omission\", \"ongoing\", \"ongoing\", \"ongoing\", \"ongoing\", \"ongoing\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"operate\", \"operating\", \"operation\", \"operation\", \"opportunity\", \"opportunity\", \"opportunity\", \"opportunity\", \"opportunity\", \"opportunity\", \"opposition\", \"opposition\", \"order\", \"order\", \"order\", \"order\", \"order\", \"organizer\", \"outbreak\", \"overheard\", \"overload\", \"overpower\", \"overvalue\", \"owner\", \"owner\", \"pab\", \"paid_courtesy\", \"palmer\", \"panatina_campus\", \"pandemic\", \"pandemic\", \"pandemic\", \"pap\", \"parent\", \"paris_agreement\", \"parliament\", \"parliament\", \"parliamentary_opposition\", \"participant\", \"participate\", \"participate\", \"participate\", \"participate\", \"participation\", \"participation\", \"participation\", \"partner\", \"partner\", \"partnership\", \"partnership\", \"partnership\", \"party\", \"party\", \"party\", \"passenger\", \"passport\", \"pastor_te\", \"pastor_ted\", \"patient\", \"patrol\", \"patrol_boat_outpost\", \"pay\", \"pay\", \"pay\", \"pay\", \"pay\", \"payment\", \"payment\", \"payment\", \"payment\", \"pcdf\", \"peace\", \"peacebuilde\", \"peacefulness\", \"peanut_fish\", \"peanutfish\", \"pedestrian\", \"peochakuri\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"perceive\", \"percent\", \"percent\", \"performance\", \"performance\", \"performance\", \"performance\", \"period\", \"period\", \"period\", \"period\", \"period\", \"period\", \"period\", \"permit\", \"persuasion\", \"pest\", \"petition\", \"pff\", \"pgsp\", \"phase\", \"phase\", \"photo_courtesy\", \"pht\", \"pifp\", \"pill\", \"pipeline\", \"pirate\", \"pirione\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plane\", \"plant\", \"plant\", \"plant\", \"plastic\", \"play\", \"play\", \"play\", \"player\", \"plea\", \"pleased\", \"pleased\", \"pmo\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"police\", \"policing\", \"policy\", \"policy\", \"policy\", \"political\", \"political\", \"political\", \"political\", \"political_partie\", \"polity\", \"poll\", \"polling\", \"polling_station\", \"pollution\", \"pool\", \"port\", \"port\", \"ports_authority\", \"position\", \"position\", \"position\", \"position\", \"position\", \"position\", \"positive\", \"positive\", \"positive\", \"positive\", \"positive\", \"postal_corporation\", \"postnatal\", \"power\", \"power\", \"power\", \"practice\", \"practice\", \"practice\", \"practice\", \"practice\", \"practice\", \"practice\", \"practice\", \"practice\", \"pre_trial_conference\", \"pregnant_mother\", \"premi\", \"premi\", \"premier\", \"premiers_conference\", \"preparation\", \"preparation\", \"preparation\", \"preparation\", \"preparedness\", \"present\", \"present\", \"present\", \"present\", \"present\", \"present\", \"present\", \"present\", \"press\", \"press\", \"press\", \"press\", \"press\", \"press\", \"press\", \"prevent\", \"prevent\", \"prevent\", \"prevent\", \"prevent\", \"prey\", \"price\", \"primary\", \"primary\", \"principal\", \"priority\", \"priority\", \"priority\", \"prison\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"process\", \"process\", \"process\", \"process\", \"process\", \"process\", \"process\", \"proclamation\", \"produce\", \"produce\", \"produce\", \"produce\", \"producer\", \"product\", \"production\", \"program\", \"program\", \"programme\", \"programme\", \"programme\", \"programme\", \"progressing\", \"project\", \"promoting_gender_equality\", \"propose\", \"propose\", \"propose\", \"prosecute\", \"prosecution\", \"prosecutor\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"provider\", \"provider\", \"province\", \"provincial\", \"proxy\", \"pubic\", \"public\", \"public\", \"public\", \"public\", \"publicly\", \"publish\", \"publish\", \"pump\", \"qiqo\", \"quarantine\", \"quarantine\", \"question\", \"question\", \"question\", \"question\", \"raid\", \"rain\", \"rainfall\", \"raise\", \"raise\", \"raise\", \"raise\", \"raise\", \"raise\", \"ramsi\", \"ramsi\", \"ramsi_special_coordinator\", \"rape\", \"rapidly_change\", \"rate\", \"rate\", \"ratifie\", \"ratify\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"reconciliation\", \"reconciliation\", \"reconciliation\", \"reconstruct\", \"record\", \"record\", \"record\", \"record\", \"record\", \"recruit\", \"recruit\", \"recruitment\", \"recruitment\", \"recurrent\", \"recurrent_expenditure\", \"redirect\", \"redirect\", \"redirection_policy\", \"reef\", \"reform\", \"reform\", \"refund\", \"refurbishment\", \"refute\", \"region\", \"region\", \"region\", \"regional\", \"regional\", \"register\", \"register\", \"registration\", \"rehabilitate\", \"reintroduce\", \"relation\", \"relation\", \"relation\", \"relationship\", \"relationship\", \"relative\", \"reliability\", \"relief\", \"relief\", \"religion\", \"religious\", \"remain_unsolve\", \"remand\", \"remotely\", \"renbel\", \"render\", \"rennell\", \"renovation\", \"repair\", \"repair\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"reports_reache\", \"represent\", \"represent\", \"represent\", \"represent\", \"represent\", \"representing\", \"requirement\", \"requirement\", \"requirement\", \"requirement\", \"requirement\", \"requirement\", \"requirement\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resident\", \"resign\", \"resignation\", \"resolution\", \"resolve\", \"resolve\", \"resolve\", \"resource\", \"resource\", \"resource\", \"resource\", \"resource\", \"resource\", \"resource\", \"response\", \"response\", \"response\", \"response\", \"response\", \"responsible\", \"responsible\", \"responsible\", \"responsible\", \"responsible\", \"responsible\", \"restocin\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"result\", \"retail\", \"retaliated\", \"retirement\", \"return\", \"return\", \"return\", \"return\", \"return\", \"return\", \"revelation\", \"revenue\", \"revenue\", \"review\", \"review\", \"review\", \"review\", \"review\", \"ringgi\", \"riotarau\", \"rioting\", \"ripel\", \"risk\", \"risk\", \"risk\", \"risk\", \"risk\", \"ritual\", \"river\", \"road\", \"road\", \"roadblock\", \"robust\", \"rock_throwing\", \"role\", \"role\", \"role\", \"role\", \"role\", \"round\", \"round\", \"round\", \"route\", \"rove_correctional\", \"rsipf\", \"rubbish\", \"rugby\", \"rumor\", \"rumour\", \"rumour\", \"rupokete\", \"rural\", \"rural\", \"rural\", \"rush\", \"sack\", \"sade\", \"sadness\", \"san_isidro_care\", \"sandfish\", \"sanitation\", \"sanitation\", \"savagely\", \"savings_club\", \"savings_clubs\", \"scheduled\", \"scholarship\", \"school\", \"score\", \"sda_church\", \"sea\", \"sea\", \"search\", \"search\", \"seat\", \"seat\", \"second_appointe\", \"second_reade\", \"secondary\", \"secretary\", \"secretary\", \"secretary\", \"sector\", \"sector\", \"security\", \"security\", \"security\", \"seized\", \"seleso\", \"sell\", \"sell\", \"sell\", \"sell\", \"sell\", \"semester\", \"sentence\", \"separate_occasion\", \"sergeant\", \"seriously_consider\", \"servant\", \"servant\", \"serve\", \"serve\", \"serve\", \"serve\", \"serve\", \"serve\", \"service\", \"service\", \"service\", \"service\", \"service\", \"session\", \"session\", \"session\", \"session\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"shaggy\", \"share\", \"share\", \"share\", \"share\", \"share\", \"share\", \"ship\", \"shipping\", \"shoe\", \"shop\", \"shop\", \"shop\", \"shout\", \"siaf\", \"siapu\", \"siapu\", \"sibc_news_understand\", \"sibc_news_understand\", \"sibc_stringer_gabriel_riotarau\", \"sicci\", \"siec\", \"sign\", \"sign\", \"sign\", \"sign\", \"sign\", \"sign\", \"siicac\", \"siip\", \"sikaiana\", \"sikua\", \"sikua\", \"sikua\", \"simply\", \"simply\", \"simply\", \"simply\", \"simsa\", \"sincere_appreciation\", \"sincerely\", \"singer\", \"sione\", \"sirrrfc\", \"sitag\", \"site\", \"site\", \"site\", \"site\", \"situation\", \"situation\", \"situation\", \"situation\", \"situation\", \"situation\", \"situation\", \"sivb\", \"siwiba\", \"skill\", \"skilled_workforce\", \"skull\", \"sleep\", \"small\", \"small\", \"small\", \"small\", \"small\", \"small\", \"small\", \"smartphone\", \"soccer\", \"social\", \"social\", \"social\", \"social\", \"society\", \"society\", \"society\", \"socioeconomic\", \"software\", \"soil\", \"solar\", \"solbrew\", \"solomone\", \"soltuna\", \"somali_pirates\", \"son\", \"song\", \"sonomavore\", \"sopahge\", \"sore\", \"sore\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"sovereign\", \"sovereign\", \"sovereignty\", \"spc\", \"speak\", \"speak\", \"speak\", \"speak\", \"speak\", \"speak\", \"speak\", \"speak\", \"specie\", \"spiritual\", \"spoke_highly\", \"sport\", \"spread\", \"spread\", \"stab\", \"staff\", \"staff\", \"staff\", \"stage\", \"stage\", \"stage\", \"stage\", \"stage\", \"stakeholder\", \"stakeholder\", \"stakeholder\", \"stanley_dick_pirione\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"statehood\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"station\", \"statutory_body\", \"steal\", \"steal\", \"sticker\", \"stomach\", \"stone\", \"strategic\", \"strategy\", \"strategy\", \"strategy\", \"strengthen\", \"strengthen\", \"strengthen\", \"strong\", \"strong\", \"strong\", \"strong\", \"strong\", \"strong\", \"student\", \"student\", \"study\", \"success\", \"success\", \"success\", \"success\", \"success\", \"successive_government\", \"succumbing\", \"sudden\", \"suddenly\", \"suidani\", \"summit\", \"supervise\", \"supervise\", \"supervised\", \"supply\", \"supply\", \"supply\", \"support\", \"support\", \"support\", \"supporter\", \"supporter\", \"supporter\", \"surplus\", \"survival\", \"survive\", \"survive\", \"survive\", \"suspect\", \"sustainable\", \"sustainable\", \"swab_test\", \"switch\", \"symptom\", \"synergy\", \"syringe\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"systematise\", \"talemaot\", \"talent\", \"tanda\", \"tank\", \"tarnish\", \"tax\", \"tax\", \"taxis\", \"teach\", \"teach\", \"teacher\", \"teaching\", \"team\", \"team\", \"team\", \"tear\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"tertiary\", \"tertiary_institution\", \"tessie\", \"test\", \"testament\", \"testing\", \"tetere\", \"th_edf\", \"thankful\", \"thankful\", \"theory\", \"thermometer\", \"thing\", \"thing\", \"thing\", \"thing\", \"thing\", \"thing\", \"thing\", \"throw\", \"throw\", \"tie\", \"tie\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"timely\", \"timely\", \"timer\", \"tina_hydro_project\", \"tireless\", \"tit\", \"tobacco\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"toilet\", \"tomorrow\", \"tomorrow\", \"tomorrow\", \"tomperry\", \"tonly\", \"tourism\", \"tournament\", \"tower\", \"trade\", \"trade\", \"trade\", \"tradition\", \"traditional\", \"traditional\", \"traffic\", \"traffic_accident\", \"traffic_light\", \"tragedy\", \"tragic\", \"train\", \"train\", \"trainer\", \"training\", \"training\", \"transition\", \"transition\", \"transition\", \"transmission\", \"transmitter\", \"transparency\", \"transparency\", \"transparency\", \"trauma_counselle\", \"travel\", \"travel\", \"travel\", \"treatment\", \"treatment\", \"tree\", \"tremendous\", \"tremendously\", \"trial\", \"tribal\", \"tribe\", \"trip\", \"trip\", \"trip\", \"tropical_depression\", \"tropical_disturbance_watch\", \"true\", \"true\", \"true\", \"trustee\", \"truth\", \"truth\", \"tsi\", \"tuberculosis\", \"tuition\", \"tuna\", \"tuna\", \"turned_blind\", \"turtle\", \"unacceptable\", \"unbudgeted\", \"undercarriage\", \"undermine\", \"undermine\", \"undermine\", \"unicef\", \"union\", \"unit\", \"unit\", \"unit\", \"unit\", \"unity\", \"unity\", \"university\", \"unsubstantiate\", \"upgrade\", \"upgrade\", \"upu\", \"upwards\", \"urge\", \"urge\", \"urge\", \"urge\", \"urge\", \"urge\", \"usembassy\", \"vaccinate\", \"vaccination\", \"vaccine\", \"valve\", \"vehicle\", \"vella\", \"vendor\", \"verify\", \"verify\", \"vertically\", \"vessel\", \"vested_interest\", \"vice_president\", \"vice_president_ishmael_nori\", \"viciously\", \"victim\", \"victim\", \"vilified\", \"village\", \"village\", \"village\", \"violence\", \"violence\", \"violence\", \"virtual\", \"virtual\", \"virus\", \"virus\", \"visit\", \"visit\", \"visit\", \"visitor_arrival\", \"vitally\", \"voluntary_blood_donation\", \"volunteer\", \"vote\", \"vote\", \"voter\", \"voter_registration\", \"voting\", \"walk\", \"walk_long_distance\", \"wamberal\", \"war\", \"ward\", \"ward\", \"ward\", \"warrant\", \"warrior\", \"waste\", \"water\", \"watt_solar\", \"weapon\", \"weapon\", \"weather\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"weeklong\", \"western\", \"western\", \"whop\", \"wiki\", \"willingly\", \"willingly\", \"wilson\", \"win\", \"win\", \"windspeed\", \"winner\", \"wireless\", \"witness\", \"witness\", \"witness\", \"witness\", \"witness\", \"witness\", \"witness\", \"woman\", \"woman\", \"woman\", \"women\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"worker\", \"worker\", \"worker\", \"workflow\", \"workplace\", \"workplace\", \"workshop\", \"workshop\", \"world\", \"world\", \"world\", \"world\", \"world\", \"world\", \"wound\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"yelp\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yorkvision\", \"young\", \"young\", \"young\", \"youth\", \"yun_jong_kang\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [3, 9, 1, 14, 2, 6, 7, 4, 10, 5, 13, 18, 11, 17, 8, 16, 15, 12]};\n",
+       "var ldavis_el60482131347821289757232211_data = {\"mdsDat\": {\"x\": [-0.2835841856168084, 0.10551408910606805, -0.22840969626468086, -0.15579735035356498, 0.044184954651821165, -0.08001232959490052, 0.036827490191750634, 0.23928461927018288, -0.1736550451411132, 0.09184860237743032, 0.15033936276481727, -0.1637439923730303, 0.1516431708527649, -0.03701258280330382, 0.141086882391891, 0.18210455194986053, -0.07158115092138964, 0.050962609512204944], \"y\": [0.13454972626687148, 0.15710481985174587, 0.11428140287554236, 0.007020922479093654, 0.03170124272334924, -0.1951231526782198, -0.08795097906546276, -0.06239857970990233, -0.06937001399110804, 0.1500275797501548, 0.1769729628068065, -0.09005361212537577, 0.04751610741868754, 0.14670121810472314, 0.009397443177733103, -0.08598114211218934, -0.121598074139385, -0.2627978716330641], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [6.954478353343359, 6.106206084046272, 5.921131372541764, 5.873613844352061, 5.743593500628109, 5.648742951013449, 5.586098747859486, 5.554508305963872, 5.474394517920795, 5.431376297196162, 5.421740207830449, 5.330181521075743, 5.265536445500832, 5.217321275157554, 5.1650295489377624, 5.114717669749276, 5.10425567993811, 5.087073676944954]}, \"tinfo\": {\"Term\": [\"government\", \"police\", \"project\", \"people\", \"provincial\", \"country\", \"officer\", \"community\", \"woman\", \"province\", \"support\", \"student\", \"development\", \"year\", \"school\", \"member\", \"covid\", \"health\", \"team\", \"court\", \"issue\", \"case\", \"national\", \"island\", \"company\", \"visit\", \"work\", \"parliament\", \"land\", \"training\", \"integration\", \"climate_change_adaptation\", \"synergy\", \"commendable\", \"framework\", \"strategic\", \"strategy\", \"multi_lateral\", \"gentlemen\", \"undp\", \"globalisation\", \"robust\", \"formulation\", \"progression\", \"underpin\", \"climate_change_disaster\", \"institutional\", \"rapidly_change\", \"socioeconomic\", \"integrate\", \"modernization\", \"adoption\", \"roundtable\", \"treaty\", \"reaffirmed\", \"adaptation\", \"degradation\", \"spc\", \"auspex\", \"inequalitie\", \"mechanism\", \"coordination\", \"sprep\", \"ffa\", \"multilateral\", \"equitable\", \"millennium\", \"cop\", \"virtual\", \"ambitious\", \"paris_agreement\", \"strategically\", \"developed\", \"integrated\", \"articulate\", \"collaboratively\", \"comprehensive\", \"strengthen\", \"sustainable\", \"objective\", \"regional\", \"reform\", \"policy\", \"climate\", \"collaboration\", \"implementation\", \"key\", \"partner\", \"broad\", \"develop\", \"governance\", \"region\", \"priority\", \"global\", \"development\", \"forum\", \"stakeholder\", \"effective\", \"agency\", \"achieve\", \"resource\", \"partnership\", \"implement\", \"management\", \"commitment\", \"capacity\", \"ensure\", \"country\", \"address\", \"economic\", \"level\", \"system\", \"challenge\", \"plan\", \"security\", \"support\", \"include\", \"provide\", \"national\", \"important\", \"wale\", \"journalist\", \"politician\", \"newspaper\", \"disagree\", \"atrocity\", \"criticize\", \"publicise\", \"unsubstantiate\", \"quote\", \"sack\", \"sacking\", \"political_instability\", \"undermine\", \"lash\", \"misguide\", \"irresponsible\", \"slam\", \"sympathizer\", \"twitter\", \"article\", \"dismay\", \"common_sense\", \"conscience\", \"refute\", \"headline\", \"belittle\", \"mislead\", \"answerable\", \"interfered\", \"opposition\", \"corruption\", \"switch\", \"truth\", \"opinion\", \"criticism\", \"facebook\", \"misleading\", \"secret\", \"critic\", \"ethical\", \"rumor\", \"editor\", \"credibility\", \"tsi\", \"perceive\", \"tarnish\", \"instability\", \"commentator\", \"referendum\", \"compromise\", \"caucus\", \"freedom\", \"mere\", \"blame\", \"suggestion\", \"question\", \"decision\", \"democracy\", \"concern\", \"press\", \"medium\", \"fact\", \"comment\", \"statement\", \"power\", \"interest\", \"publish\", \"raise\", \"political\", \"claim\", \"leader\", \"clear\", \"call\", \"issue\", \"view\", \"state\", \"reason\", \"deal\", \"action\", \"citizen\", \"public\", \"group\", \"recent\", \"matter\", \"report\", \"add\", \"government\", \"people\", \"country\", \"construction\", \"bahomea\", \"usable\", \"watt_solar\", \"infrastructure\", \"installation\", \"feasibility\", \"stockyard\", \"complex\", \"accessory\", \"software\", \"environmentally_sustainable_growth\", \"franchise_shipping_scheme\", \"ringgi\", \"upgraded\", \"walk_long_distance\", \"beautification\", \"construct\", \"tower\", \"solar_pow\", \"efficiencie\", \"ribbon\", \"city_council_roundabout\", \"reconstruct\", \"sial\", \"grid_connecte\", \"masite\", \"cdf\", \"weighted\", \"passable\", \"project\", \"internet\", \"upgrade\", \"cable\", \"solar\", \"refurbishment\", \"rehabilitate\", \"mrd\", \"siip\", \"renovation\", \"progressing\", \"aid\", \"ground_breaking\", \"gravel\", \"tina_hydro_project\", \"submarine_cable\", \"rdp\", \"income_generate\", \"tractor\", \"dfat\", \"accessibility\", \"phase\", \"ground_breake\", \"contractor\", \"generator\", \"rural\", \"building\", \"improvement\", \"completion\", \"facility\", \"rehabilitation\", \"design\", \"component\", \"delivery\", \"funding\", \"build\", \"deliver\", \"assistance\", \"support\", \"equipment\", \"improve\", \"access\", \"development\", \"provide\", \"fund\", \"complete\", \"australian\", \"service\", \"work\", \"area\", \"program\", \"implement\", \"include\", \"assist\", \"community\", \"plan\", \"benefit\", \"ensure\", \"commodity\", \"farmer\", \"fisherie\", \"hatchery\", \"ofcf\", \"peanutfish\", \"price\", \"economy\", \"retail\", \"bre\", \"succumbing\", \"cocoa\", \"barile\", \"gukuna\", \"cattle\", \"cow\", \"marketable\", \"vice_president\", \"complicit\", \"agriculture\", \"earning\", \"increased\", \"product\", \"agrikalsa\", \"organic_farming\", \"production\", \"proxy\", \"average\", \"manufacturer\", \"tuna\", \"farm\", \"income\", \"import\", \"sicci\", \"rice\", \"processing\", \"agricultural\", \"tobacco\", \"fruit\", \"enterprise\", \"soltuna\", \"biosecurity\", \"consumer\", \"kava\", \"mal\", \"livestock\", \"pest\", \"producer\", \"exporter\", \"seed\", \"coconut\", \"growth\", \"fishery\", \"industry\", \"business\", \"produce\", \"increase\", \"grow\", \"percent\", \"market\", \"investment\", \"employment\", \"economic\", \"food\", \"sector\", \"export\", \"rate\", \"local\", \"low\", \"small\", \"country\", \"high\", \"create\", \"benefit\", \"impact\", \"opportunity\", \"resource\", \"year\", \"good\", \"diagnose\", \"viral\", \"medical\", \"clinic\", \"cathnews\", \"dengue_fever\", \"disease\", \"fever\", \"infection\", \"inflenza\", \"emergency\", \"cancer\", \"diabete\", \"diabetes\", \"non_communicable_disease\", \"patient\", \"test\", \"nurse\", \"leprosy\", \"sick_patient\", \"sufferer\", \"diarrhoea\", \"flu\", \"baggage_allowance\", \"diseases_ncd\", \"ncd\", \"efficacy\", \"complication\", \"injection\", \"sterile\", \"covid\", \"health\", \"hospital\", \"vaccine\", \"virus\", \"vaccination\", \"transmission\", \"dose\", \"lockdown\", \"quarantine\", \"vaccinate\", \"outbreak\", \"testing\", \"preparedness\", \"medicine\", \"symptom\", \"isolation\", \"malaria\", \"detect\", \"laboratory\", \"measle\", \"treatment\", \"doctor\", \"spread\", \"sick\", \"care\", \"drug\", \"pandemic\", \"measure\", \"case\", \"risk\", \"response\", \"positive\", \"border\", \"country\", \"record\", \"service\", \"worker\", \"people\", \"include\", \"number\", \"week\", \"receive\", \"continue\", \"forgive\", \"joined\", \"icalrm\", \"painful\", \"grandchild\", \"celebration\", \"sulufou\", \"greater_height\", \"dear\", \"duidui\", \"tomperry\", \"grace\", \"easy_task\", \"commemorate\", \"upsetting\", \"courage\", \"token\", \"birthday\", \"joy\", \"adventist_church\", \"religion\", \"honor\", \"fitting\", \"qiqo\", \"catholic\", \"believer\", \"windspeed\", \"afar\", \"greeting\", \"congratulatory_message\", \"celebrate\", \"remember\", \"prayer\", \"journey\", \"canadian\", \"sacrifice\", \"dedication\", \"parade\", \"pray\", \"bless\", \"scout\", \"legacy\", \"betterment\", \"memory\", \"harmony\", \"monument\", \"pastor\", \"beloved\", \"spiritual\", \"memorial\", \"anniversary\", \"commemoration\", \"funeral\", \"blessing\", \"humble\", \"church\", \"love\", \"honour\", \"speech\", \"serve\", \"heart\", \"ceremony\", \"friend\", \"peace\", \"congratulate\", \"mark\", \"unity\", \"gift\", \"bear\", \"nation\", \"independence\", \"people\", \"life\", \"late\", \"acknowledge\", \"today\", \"great\", \"islander\", \"family\", \"achievement\", \"year\", \"join\", \"time\", \"good\", \"challenge\", \"speak\", \"work\", \"long\", \"live\", \"day\", \"country\", \"continue\", \"leader\", \"bring\", \"member\", \"support\", \"add\", \"disaster\", \"relief\", \"peanut_fish\", \"swim\", \"tank\", \"captain_tim_harris\", \"pump\", \"dust\", \"mile\", \"fetch\", \"meteorological_service\", \"monsoon\", \"coral_sea\", \"heavy_rain\", \"heavy_rain_alert\", \"rainfall\", \"wind\", \"coastal\", \"flooding\", \"gale_force_wind\", \"guste\", \"knot\", \"tropical_depression\", \"water\", \"flood\", \"food_gardens\", \"swell\", \"tropical_disturbance_watch\", \"heavy_rain_shower\", \"river\", \"clean\", \"damage\", \"waste\", \"marine\", \"ndmo\", \"plastic\", \"earthquake\", \"rain\", \"relocate\", \"drinking\", \"reef\", \"toilet\", \"crocodile\", \"beach\", \"relocation\", \"metre\", \"pollution\", \"turtle\", \"cyclone\", \"sea_level_rise\", \"fisherman\", \"villager\", \"conservation\", \"warning\", \"rubbish\", \"village\", \"sea\", \"part\", \"specie\", \"affect\", \"destroy\", \"area\", \"weather\", \"fish\", \"environment\", \"human\", \"live\", \"island\", \"supply\", \"find\", \"people\", \"assessment\", \"food\", \"problem\", \"home\", \"small\", \"report\", \"resident\", \"site\", \"impact\", \"experience\", \"accord\", \"world\", \"house\", \"source\", \"victim\", \"defilement\", \"rape\", \"acquit\", \"charge\", \"court\", \"defendant\", \"magistrate\", \"bail_application\", \"prosecution\", \"bail\", \"faces_count\", \"indecent_assault\", \"daughter\", \"assault\", \"robbery\", \"juvenile\", \"remand\", \"pre_trial_conference\", \"separate_occasion\", \"rob\", \"allege\", \"steal\", \"palmer\", \"pubic\", \"appearing\", \"moti\", \"jail\", \"sentence\", \"misusing\", \"accuse\", \"allegedly\", \"trial\", \"lawyer\", \"offence\", \"deceased\", \"murder\", \"imprisonment\", \"complainant\", \"plea\", \"prosecute\", \"prison\", \"prosecutor\", \"knife\", \"convict\", \"count\", \"wife\", \"evidence\", \"hear\", \"man\", \"custody\", \"adjourn\", \"case\", \"file\", \"matter\", \"witness\", \"face\", \"represent\", \"high\", \"year\", \"appeal\", \"arrest\", \"yesterday\", \"public\", \"relation\", \"time\", \"date\", \"order\", \"month\", \"counselling\", \"violence\", \"woman\", \"reintegration\", \"youth\", \"gender\", \"commercial_sexual_exploitation\", \"empower\", \"trafficking\", \"women\", \"milner_tozaka_say\", \"vatukulau\", \"groom\", \"awareness\", \"falls_annually\", \"comprehension\", \"pamphlet\", \"empowerment\", \"mother_tongue\", \"savings_clubs\", \"bible_translation\", \"language_dictionary\", \"advocacy\", \"parisisi\", \"impaired\", \"impairment\", \"disability\", \"launching\", \"achieving_gender_equality\", \"sticker\", \"disabilitie\", \"gender_equality\", \"gender_based\", \"discrimination\", \"gender_base\", \"peacebuilde\", \"poster\", \"activism\", \"networking\", \"peer\", \"oxfam\", \"marriage\", \"csos\", \"siwiba\", \"raise_awareness\", \"gbv\", \"hyc\", \"wellbeing\", \"prostitution\", \"child\", \"young\", \"girl\", \"community\", \"society\", \"coordinator\", \"participation\", \"participant\", \"organisation\", \"workshop\", \"equal\", \"physical\", \"launch\", \"advocate\", \"family\", \"activity\", \"change\", \"encourage\", \"vision\", \"voice\", \"role\", \"leadership\", \"group\", \"participate\", \"program\", \"aim\", \"work\", \"programme\", \"people\", \"support\", \"social\", \"live\", \"leader\", \"important\", \"day\", \"issue\", \"include\", \"cbsi\", \"shortfall\", \"bureaucracy\", \"correspond\", \"imprest\", \"borrowing\", \"dollar\", \"payment\", \"retirement\", \"salary\", \"counterfeit\", \"currency_note\", \"transaction\", \"sooner\", \"inefficient\", \"entitlement\", \"due\", \"terming\", \"budget\", \"taxpayer\", \"sichange\", \"unpaid\", \"overvalue\", \"mutilate\", \"inland_revenue\", \"supplementary\", \"bracket\", \"mower\", \"repayment\", \"arrear\", \"tax\", \"allowance\", \"servant\", \"loan\", \"expenditure\", \"debt\", \"audit\", \"rental\", \"banking\", \"amount\", \"sore\", \"soe\", \"incur\", \"state_owned_enterprise\", \"payout\", \"borrow\", \"scheme\", \"documentation\", \"currency\", \"pay\", \"financial\", \"allocation\", \"finance\", \"bank\", \"money\", \"account\", \"quarter\", \"allocate\", \"procurement\", \"cost\", \"contract\", \"proposal\", \"total\", \"approve\", \"ministry\", \"fee\", \"fund\", \"reveal\", \"spend\", \"delay\", \"year\", \"receive\", \"public\", \"report\", \"service\", \"release\", \"government\", \"month\", \"source\", \"accord\", \"term\", \"note\", \"explain\", \"give\", \"landowner\", \"unresolved\", \"log\", \"customary_land\", \"permit\", \"win_win\", \"issuance\", \"licence\", \"pmc\", \"passport\", \"kangava\", \"shareholder\", \"acquisition\", \"attorney_generals_chamber\", \"renbell\", \"sublease\", \"bankruptcy\", \"issuing\", \"felling\", \"hauling\", \"logs_felle\", \"samlinsan\", \"axiom\", \"mining\", \"nickel\", \"tribe\", \"concession\", \"demarcate\", \"injunction\", \"tribal\", \"company\", \"land\", \"dispute\", \"mine\", \"foreigner\", \"letter\", \"resource_owner\", \"logger\", \"suspension\", \"ripel\", \"trustee\", \"customary\", \"revoke\", \"royalty\", \"parcel\", \"grml\", \"exploration\", \"boundary\", \"lease\", \"termination\", \"license\", \"regulation\", \"gold\", \"forest\", \"investor\", \"illegally\", \"firm\", \"agreement\", \"immigration\", \"sign\", \"legal\", \"issue\", \"application\", \"suspend\", \"order\", \"illegal\", \"notice\", \"claim\", \"operation\", \"operate\", \"director\", \"law\", \"process\", \"deal\", \"business\", \"owner\", \"document\", \"chief\", \"give\", \"act\", \"accord\", \"follow\", \"explain\", \"add\", \"local\", \"activity\", \"music\", \"credence\", \"persuasion\", \"bilateral\", \"artist\", \"magazine\", \"handicraft\", \"string_band\", \"promotional\", \"snorkeling\", \"scenic\", \"audience\", \"moses_kouni_mose\", \"directory\", \"micronesian\", \"italian\", \"symbolic\", \"extravagant\", \"diplomatic_relation\", \"united_arab_emirate\", \"similarity\", \"ulmwp\", \"eminently\", \"showcasing\", \"magnificent\", \"british_colonial\", \"passport_holder\", \"natural_beauty\", \"cordial_relationship\", \"romantic\", \"visit\", \"culture\", \"delegation\", \"relationship\", \"msg\", \"cultural\", \"visitor\", \"art\", \"melanesian\", \"festival\", \"tourist\", \"diplomatic\", \"showcase\", \"band\", \"tradition\", \"taiwanese\", \"song\", \"dance\", \"dolphin\", \"diplomat\", \"film\", \"exhibition\", \"ally\", \"sivb\", \"ambassador\", \"tourism\", \"traditional\", \"accompany\", \"counterpart\", \"tour\", \"invite\", \"summit\", \"solomon\", \"official\", \"chinese\", \"unique\", \"island\", \"event\", \"cooperation\", \"host\", \"mission\", \"country\", \"meet\", \"international\", \"open\", \"world\", \"local\", \"australian\", \"include\", \"hold\", \"opportunity\", \"share\", \"attend\", \"region\", \"leader\", \"meeting\", \"offer\", \"peochakuri\", \"cannabis\", \"pron\", \"seized\", \"ratifie\", \"commander\", \"rioting\", \"apprehend\", \"roadblock\", \"sergeant\", \"patrol\", \"rock_throwing\", \"headquarters\", \"peacefulness\", \"ramsi\", \"systematise\", \"edmund_sikua\", \"rsipf\", \"opposition_leader_dr_derek\", \"inmate\", \"tetere\", \"deflate\", \"dreamstime\", \"opposing\", \"tanda\", \"police_commissioner_juanita\", \"fingerprint\", \"limp\", \"gamble\", \"matantga\", \"station\", \"force\", \"police\", \"suspect\", \"loot\", \"officer\", \"disturbance\", \"raid\", \"forensic\", \"constable\", \"policing\", \"australian_federal\", \"crime_prevention\", \"bougainvillean\", \"detective\", \"siaf\", \"civilian\", \"anti_social\", \"intelligence\", \"mangau\", \"commissioner_frank_prendergast\", \"investigate\", \"ramsi_special_coordinator\", \"commissioner\", \"investigation\", \"bomb\", \"correctional\", \"crime\", \"fire\", \"incident\", \"supervise\", \"unit\", \"security\", \"weapon\", \"burn\", \"arrest\", \"operation\", \"relative\", \"shortland\", \"alcohol\", \"deploy\", \"search\", \"information\", \"medium\", \"involve\", \"report\", \"law\", \"assist\", \"duty\", \"conduct\", \"act\", \"continue\", \"public\", \"community\", \"member\", \"order\", \"appeal\", \"area\", \"leitongo\", \"malaitan\", \"bouna\", \"autonomous\", \"enhancing\", \"wikimedia\", \"assembly\", \"ngalito\", \"premier\", \"premier_thomas_weape\", \"decentralise\", \"federal\", \"vertically\", \"overheard\", \"fourere\", \"wirenew\", \"moretlawoffice\", \"aoke_langa_langa\", \"ndoma\", \"tenerife\", \"draft_federal_constitution\", \"kiri_report\", \"convening\", \"deepest_sympathy\", \"attenuate\", \"institutional_strengthening_silas_tausinga\", \"stanley_dick_pirione\", \"scouring\", \"george_hemming\", \"institutional_strengthening_mpgi\", \"provincial\", \"province\", \"mpa\", \"mpg\", \"democratic_coalition\", \"choiseul\", \"pcdf\", \"institutional_strengthene\", \"cip\", \"second_appointe\", \"suidani\", \"mpgi\", \"premi\", \"sade\", \"pgsp\", \"seleso\", \"statehood\", \"townsville_peace_agreement\", \"pirione\", \"assured\", \"premiers_conference\", \"mara\", \"redirection\", \"pga\", \"executive\", \"secretary\", \"western\", \"government\", \"guadalcanal\", \"malaita\", \"renbel\", \"national\", \"assure\", \"ward\", \"propose\", \"resolution\", \"meeting\", \"current\", \"plan\", \"address\", \"people\", \"deputy\", \"issue\", \"forward\", \"add\", \"meet\", \"office\", \"policy\", \"continue\", \"discuss\", \"inform\", \"speak\", \"yesterday\", \"work\", \"week\", \"ensure\", \"lead\", \"important\", \"coalition\", \"proclaim\", \"aro\", \"voter\", \"voter_registration\", \"martin_sopage\", \"clerk\", \"dissolution\", \"election\", \"proclamation\", \"appointment\", \"parliamentary\", \"speaker\", \"elect\", \"gordon_darcy_lilo\", \"petition\", \"flickr\", \"bill\", \"hopper\", \"reintroduce\", \"vote\", \"voting\", \"biometric_voter_registration\", \"polling\", \"biometric_voters_registration\", \"electoral\", \"candidate\", \"observer\", \"nori\", \"unified_voice\", \"parliament\", \"registration\", \"motion\", \"nomination\", \"constitutional\", \"poll\", \"nominate\", \"cast\", \"amendment\", \"governor_general\", \"siec\", \"polling_station\", \"political_partie\", \"appoint\", \"contest\", \"general\", \"member\", \"constituency\", \"seat\", \"list\", \"party\", \"constitution\", \"commission\", \"register\", \"lilo\", \"confidence\", \"pass\", \"debate\", \"process\", \"independent\", \"act\", \"committee\", \"yesterday\", \"chief\", \"political\", \"office\", \"day\", \"today\", \"number\", \"hold\", \"week\", \"national\", \"passenger\", \"simsa\", \"vessel\", \"crew\", \"overload\", \"airstrip\", \"flight\", \"inspect\", \"scheduled\", \"travel\", \"unused\", \"vehicle\", \"cone\", \"traffic_light\", \"vendor\", \"sikaiana\", \"accident\", \"port\", \"overnight\", \"driver\", \"ports_authority\", \"samsa\", \"fare\", \"aircraft\", \"cargo\", \"freighter\", \"livery\", \"undercarriage\", \"panoramio\", \"destroyer\", \"ship\", \"boat\", \"city\", \"airline\", \"bus\", \"shipping\", \"hcc\", \"truck\", \"load\", \"repatriation\", \"charter\", \"carrier\", \"inspection\", \"route\", \"plane\", \"taxi\", \"traveller\", \"terminal\", \"road\", \"traffic\", \"transport\", \"check\", \"drive\", \"air\", \"arrive\", \"honiara\", \"safety\", \"fly\", \"town\", \"return\", \"hour\", \"night\", \"operate\", \"market\", \"week\", \"day\", \"yesterday\", \"time\", \"leave\", \"public\", \"service\", \"follow\", \"add\", \"confirm\", \"education\", \"graduand\", \"graduate\", \"student\", \"wiki\", \"talemaot\", \"school\", \"secondary\", \"teacher\", \"levelling\", \"teach\", \"tit\", \"training\", \"study\", \"brother_george\", \"san_isidro_care\", \"academic\", \"class\", \"exam\", \"principal\", \"panatina_campus\", \"trainer\", \"learning\", \"tessie\", \"tenakoga\", \"attache\", \"scholarship\", \"university\", \"excellence\", \"campus\", \"mehrd\", \"recruit\", \"classroom\", \"literacy\", \"tertiary\", \"teaching\", \"aptc\", \"semester\", \"train\", \"vocational\", \"college\", \"enrol\", \"primary\", \"computer\", \"skill\", \"parent\", \"staff\", \"learn\", \"human_resource\", \"certificate\", \"knowledge\", \"award\", \"professional\", \"form\", \"program\", \"year\", \"week\", \"complete\", \"start\", \"attend\", \"work\", \"high\", \"offer\", \"conduct\", \"opportunity\", \"receive\", \"add\", \"sport\", \"tournament\", \"solbrew\", \"sponsoring\", \"winner\", \"logo_photo_courtesy\", \"athlete\", \"competition\", \"medal\", \"soccer\", \"win\", \"score\", \"upset\", \"minute\", \"clock\", \"wellington\", \"andel\", \"impressive\", \"maitaki\", \"game\", \"electrify\", \"soccer_knock\", \"fitness\", \"vitally\", \"championship\", \"debutant\", \"football\", \"football_federation_siff\", \"match\", \"pitch\", \"player\", \"coach\", \"club\", \"compete\", \"finish\", \"pool\", \"warrior\", \"futsal\", \"marist\", \"rugby\", \"ball\", \"race\", \"prize\", \"siff\", \"fifa\", \"sporting\", \"round\", \"fan\", \"tough\", \"beat\", \"team\", \"play\", \"half\", \"boy\", \"final\", \"draw\", \"chance\", \"season\", \"goal\", \"stage\", \"performance\", \"good\", \"preparation\", \"start\", \"time\", \"point\", \"place\", \"lead\", \"big\", \"today\", \"week\", \"set\", \"yesterday\", \"host\", \"year\", \"hold\", \"end\", \"group\", \"give\"], \"Freq\": [68368.0, 29978.0, 19816.0, 43862.0, 18475.0, 39980.0, 16717.0, 22968.0, 15248.0, 15269.0, 25842.0, 13840.0, 19793.0, 35556.0, 12566.0, 19282.0, 11439.0, 11299.0, 12868.0, 10474.0, 20229.0, 13410.0, 16368.0, 17223.0, 9848.0, 9719.0, 28378.0, 9050.0, 9184.0, 8993.0, 291.0155611817944, 157.02278481032073, 39.77910548528126, 36.63864978907484, 1450.8905316473636, 1493.8100928288513, 3076.5997637168844, 21.983189873444903, 12.56182278482566, 66.99638818573685, 12.56182278482566, 368.48013502155266, 170.63142616054856, 38.732286919879115, 124.57140928285446, 81.65184810136678, 251.2364556965132, 17.79591561183635, 45.01319831229195, 417.6806075954532, 15.702278481032074, 135.03959493687583, 93.16685232079031, 351.73103797511845, 42.91956118148767, 475.2556286925708, 64.90275105493258, 677.2916118151834, 19.88955274264063, 11.51500421942352, 926.4344303808924, 678.3384303805857, 269.0323713083495, 242.8619071732961, 188.4273417723849, 172.72506329135282, 165.39733333353786, 149.6950548525058, 235.53417721548112, 235.53417721548112, 138.18005063308226, 127.71186497906086, 114.10322362883306, 110.96276793262665, 105.72867510561596, 99.44776371320313, 584.1247594943932, 3076.5997637168844, 2551.096843885011, 1437.2818902971358, 3825.0750379794135, 2127.135324897145, 6790.712033763672, 1115.9085907186795, 1013.3203713092698, 2244.3790042221844, 3205.3584472613475, 3291.197569624323, 513.9879156124499, 4157.963341777293, 1424.7200675123102, 3688.9886244771355, 2380.4654177244624, 2314.5158481041276, 9792.987679337004, 1129.517232068907, 2209.833991563914, 1599.5387679344672, 1334.693670887726, 2277.8771983150527, 2933.185620256791, 2408.7295189903202, 2150.165333335992, 2814.8951223663494, 2025.5939240531375, 1955.4570801711943, 3559.1831223672702, 7448.114092836214, 3044.1483881894183, 2855.721046417033, 2646.3573333366057, 2669.387341775452, 2545.8627510580004, 3015.8842869235605, 2430.712708863765, 3916.148253169399, 3075.552945151482, 2732.196455699581, 2667.293704644648, 2255.894008441608, 362.17881646152335, 1379.3157321528674, 652.7893638019074, 781.8291217627495, 108.43677139566569, 22.77172199308979, 112.77424225149231, 21.687354279133135, 10.843677139566568, 361.0944487475667, 490.1342067084089, 15.181147995393195, 127.9553902468855, 473.868690999059, 91.08688797235916, 27.109192848916422, 248.3202064960744, 81.32757854674927, 5.421838569783284, 27.109192848916422, 823.0350948931025, 40.1216054163963, 21.687354279133135, 48.79654712804956, 137.7146996724954, 124.70228710501554, 21.687354279133135, 446.7594981501426, 45.54344398617958, 5.421838569783284, 3228.1626844489674, 2449.586665828088, 532.4245475527185, 458.68754300366584, 430.49398244079276, 389.2880093104398, 380.6130675987866, 276.5137670589475, 271.0919284891642, 228.8015876448546, 189.76434994241495, 177.83630508889172, 174.58320194702176, 169.16136337723847, 158.31768623767192, 158.31768623767192, 155.06458309580194, 152.8958476678886, 148.558376812062, 146.3896413841487, 284.1043410566441, 200.60802708198153, 484.71236813862566, 199.52365936802488, 597.486610390118, 259.16388363564096, 3635.8849448966703, 5373.042022655235, 718.9357943532635, 4406.870389519853, 1148.3454090800997, 6455.2410011839775, 1989.8147551104653, 1620.0453646512453, 5122.553080731246, 2081.986010796781, 2950.564549676063, 851.2286554559756, 2812.849850003568, 2373.680925851122, 2616.579293777413, 5195.205717566343, 1921.499589131196, 3948.1828465161875, 6547.412256870294, 1354.3752747318645, 3934.086066234751, 1565.8269789534124, 2072.226701371171, 2205.60393018784, 1483.4150326927065, 3693.356433736373, 2517.901831807357, 1739.3258131864775, 1872.7030420031463, 2736.9441100266017, 2859.477661703704, 4345.061429824324, 3125.147751623085, 1969.2117685452888, 2546.4020027834467, 10.82653912748064, 28.149001731449665, 4.3306156509922555, 5315.830711592995, 349.69721381762474, 41.14084868442643, 4.3306156509922555, 771.9322397893696, 83.36435128160093, 108.2653912748064, 28.149001731449665, 17.322462603969022, 5.41326956374032, 24.901039993205472, 18.405116516717086, 41.14084868442643, 702.6423893734935, 287.98594079098507, 97.43885214732578, 3.247961738244192, 25.983693905953537, 3.247961738244192, 22.735732167709344, 1.0826539127480639, 7.5785773892364485, 1.0826539127480639, 43.30615650992256, 1.0826539127480639, 1.0826539127480639, 19816.897218940565, 572.7239198437259, 1301.350003123173, 361.60640685785336, 313.96963469693856, 185.13381907991896, 178.6378956034306, 163.48074082495768, 156.98481734846928, 298.81247991846567, 134.24908518075995, 1695.4360273634684, 107.18273736205833, 100.68681388556996, 180.80320342892668, 93.10823649633352, 92.02558258358545, 86.61231301984512, 85.52965910709706, 81.19904345610482, 141.8276625699964, 1341.4081978948514, 132.0837773552638, 1093.4804518755448, 155.9021634357212, 4707.3792126285825, 3885.644892852802, 1382.549046579278, 906.1813249701296, 3362.7230529954873, 663.6668485145632, 1653.2125247662939, 751.3618154471565, 1570.9308273974411, 2579.9642740786367, 4627.262823085226, 3076.902420029998, 4403.153463146376, 14841.019835950463, 1872.9912690541507, 4539.567856152633, 3325.9128199620527, 9999.391538141119, 7341.476182344622, 4705.213904803087, 3111.547345237936, 2993.538068748397, 6820.719650312803, 9126.77248446618, 4125.994061482872, 3499.1374460017432, 1884.9004620943795, 3132.1177695801493, 1908.718848174837, 3030.3483017818317, 2155.563940281396, 1881.6525003561353, 1730.0809525714064, 252.8920399090143, 2119.634597658449, 38.82114647726097, 53.24042945452933, 5.545878068180139, 2.218351227272055, 1939.9481482494123, 4093.967189930578, 197.43325922721291, 6.655053681816166, 1.1091756136360276, 986.0571205224286, 4.43670245454411, 1.1091756136360276, 250.67368868174225, 24.401863499992608, 12.200931749996304, 5.545878068180139, 4.43670245454411, 2634.2920823855657, 158.61211274995196, 51.022078227257275, 3021.3943715445394, 1.1091756136360276, 8.87340490908822, 1433.0548928177477, 6.655053681816166, 574.5529678634624, 95.38910277269838, 997.1488766587888, 1123.594896613296, 1275.5519556814318, 1074.7911696133108, 908.4148275679066, 648.8677339770761, 569.0070897952822, 549.0419287498337, 488.0372699998522, 422.5959087953265, 515.7666603407529, 394.86651845442583, 385.9931135453376, 379.3380598635215, 343.84444022716855, 331.64350847717225, 415.94085511351034, 319.44257672717595, 306.13246936354363, 283.94895709082306, 261.7654448181025, 659.9594901134365, 3077.9623278399768, 2545.5580332946834, 3162.259674476315, 8238.956458088413, 1969.8958898175852, 5854.228888770954, 2522.265345408327, 3156.7137964081344, 4265.889410044162, 2659.8031214991943, 1352.0850730223178, 4362.387688430496, 3081.2898546808847, 3527.178451362568, 1813.502128294905, 1474.0943905222807, 4014.106545748784, 1428.6181903632037, 2130.7263537948093, 6296.789958611729, 2973.69982015819, 1671.5276497494938, 1822.3755332039934, 1652.6716643176812, 1850.104923544894, 1698.1478644767583, 2051.974885226651, 1823.4847088176296, 198.36753108747632, 47.69492550737136, 5475.16065313029, 2197.218500078221, 1.0839755797129855, 16.25963369569478, 1313.7784026121383, 176.68801949321661, 763.1188081179417, 1.0839755797129855, 2763.0537526883995, 352.2920634067202, 59.6186568842142, 243.8945054354217, 57.45070572478823, 2171.20308616511, 2753.297972470983, 2058.4696258749595, 89.96997311617778, 126.8251428264193, 5.419877898564927, 66.12251036249212, 200.53548224690232, 2.167951159425971, 27.099389492824635, 189.69572644977242, 48.77890108708434, 148.504654420679, 147.42067884096602, 14.09168253626881, 11439.194292711134, 11298.277467348447, 3444.8743923278676, 2737.038338775288, 1837.3386076135102, 1540.3292987721522, 1401.58042456889, 1143.5942365971996, 1030.860776307049, 997.2575333359466, 939.8068276111583, 888.859975364648, 847.6689033355547, 783.7143441324885, 707.8360535525795, 527.8961073202239, 524.6441805810849, 494.2928643491213, 446.59793884174996, 417.33059818949937, 408.6587935517955, 1401.58042456889, 1677.9941973957013, 1637.887100946321, 711.0879802917184, 2167.9511594259707, 1133.8384563797829, 1653.0627590623026, 1980.4233841356242, 5663.772404000349, 2300.1961801509547, 2484.4720287021623, 1865.5219726860478, 1764.71224377274, 5716.887207406285, 1599.9479556563665, 2488.8079310210146, 1533.8254452938743, 2919.1462361670697, 2196.1345244985087, 1840.5905343526492, 2031.3702363821346, 1701.841660149387, 1756.0404391350362, 57.464107826846956, 14.366026956711739, 1.1050789966701338, 60.77934481685735, 76.25045077023923, 2047.711380829758, 1.1050789966701338, 8.84063197336107, 51.93871284349628, 8.84063197336107, 3.3152369900104013, 215.49040435067607, 41.99300187346508, 333.73385699438035, 11.050789966701338, 251.95801124079048, 111.6129786636835, 120.45361063704456, 176.8126394672214, 15.471105953381873, 102.77234669032244, 422.1401767279911, 154.7110595338187, 1.1050789966701338, 111.6129786636835, 32.047290903433876, 1.1050789966701338, 19.891421940062408, 71.83013478355869, 13.260947960041605, 1707.3470498553565, 744.8232437556701, 522.7023654249733, 407.7741497712793, 300.5814870942763, 391.19796482122734, 383.4624118445364, 274.05959117419314, 271.84943318085294, 248.64277425078006, 203.3345353873046, 198.91421940062406, 197.80914040395393, 181.23295545390192, 181.23295545390192, 176.8126394672214, 169.07708649053046, 159.13137552049926, 236.4869052874086, 152.50090154047845, 230.96151030405795, 222.12087833069688, 218.8056413406865, 276.2697491675334, 272.954512177523, 3244.5119342235125, 781.2908506457844, 762.5045077023923, 994.5710970031203, 3528.517236367737, 1109.4993126568143, 2382.5503168208083, 1621.1508881150862, 2213.4732303302776, 1056.4555208166478, 1173.5938944636819, 661.9423190054101, 608.8985271652438, 685.1489779354829, 3185.9427473999954, 837.6498794759614, 17037.00289166345, 2935.0898151558754, 2454.380451604367, 2085.2840667165424, 4318.648718986882, 2213.4732303302776, 1975.881246046199, 3530.727394361077, 973.5745960663878, 8156.588074422257, 1455.389038614566, 4867.872980331939, 4023.592626875957, 2361.5538158840754, 2390.285869797499, 5036.95006682247, 2010.1386949429732, 2135.0126215666983, 2793.639703582098, 4454.573435577309, 2813.5311255221604, 2320.665893007281, 1685.2454699219538, 2078.6535927365217, 2004.6132999596227, 1762.600999688863, 3631.0827957364118, 1011.1169015819854, 3.3517687345259186, 131.8362368913528, 327.35607973869804, 1.117256244841973, 225.68576145807853, 61.449093466308504, 177.64374292987367, 62.56634971115048, 49.1592747730468, 5.5862812242098645, 24.5796373865234, 64.80086220083442, 17.876099917471567, 191.05081786797737, 431.2609105090015, 664.7674656809738, 459.1923166300508, 21.227868651997483, 7.82079371389381, 146.36056807429844, 22.345124896839458, 8376.070067580271, 1380.9287186246786, 2.234512489683946, 102.7875745254615, 15.64158742778762, 11.172562448419729, 473.7166478129964, 2132.842171403326, 2196.5257773593185, 1322.8313938928957, 784.313883879065, 726.2165591472824, 574.269709848774, 560.8626349106703, 550.8073287070926, 442.4334729574212, 538.5175100138309, 423.4401167951077, 410.03304185700404, 391.0396856946905, 367.577304553009, 346.3494359010116, 331.8251047180659, 312.83174855575237, 312.83174855575237, 308.3627235763845, 303.8936985970166, 301.6591861073327, 814.4798024897982, 1005.5306203577755, 756.3824777580156, 406.6812731224781, 3278.029822366348, 1473.6609869465622, 1135.1323447594443, 596.6148347456135, 3074.689185805109, 964.1921392986225, 6225.351796259472, 835.7076711417956, 1186.5261320221753, 1923.9152536178772, 938.4952456672572, 2873.583061733554, 5007.542489381723, 1906.0391537004057, 2366.3487265752988, 6652.143681789106, 1318.362368913528, 1887.045797538092, 1603.262711348231, 1868.0524413757787, 1654.6564986109615, 2817.7202494914554, 1096.0283761899752, 1336.2384688309994, 1308.3070627099503, 1329.5349313619477, 1405.5083560112018, 1299.3690127512143, 1172.0018008392294, 1244.6234567539577, 4499.820897530032, 48.38517094118314, 1187.0495270903598, 208.5938480575451, 6925.5308007146805, 10474.851895755692, 1206.403595466833, 1095.6553153125692, 66.66401329674122, 3557.9229032083335, 790.291125372658, 41.93381481569206, 15.053164292812534, 734.3793722850685, 516.1084900392868, 355.8998129229249, 178.48751947192002, 605.3522497752468, 173.11138936734412, 21.504520418303617, 225.797464392188, 4854.645484432042, 1063.3985346851139, 447.2940247007153, 7.526582146406267, 5.376130104575904, 36.55768471111615, 377.4043333412285, 1619.2903874982624, 10.752260209151808, 6424.475474968207, 2862.251667676212, 2411.7319649127508, 2181.6335964369023, 1983.7920085885087, 1577.3565726825705, 1184.8990750485293, 798.8929335399794, 603.2017977334165, 577.3963732314521, 555.8918528131485, 475.24990124450994, 412.88679203142954, 384.93091548763476, 405.36020988502327, 2177.3326923532413, 1190.2752051531054, 2016.0487892159645, 2584.843354280095, 6438.453413240103, 1022.5399458903371, 1113.9341576681275, 7747.003480693878, 1263.3905745753375, 3688.025251739071, 1791.3265508446914, 2820.31785286052, 2094.5402887427726, 3363.306993422686, 5438.4932137889855, 1762.2954482799817, 1921.4288993754283, 2783.7601681494034, 2839.671921236993, 1537.5732099087088, 2218.1912811480183, 1520.369593574066, 1592.409736975383, 1570.9052165570795, 142.14098581195609, 2728.6592394452673, 15248.258194504644, 53.722577314755064, 5062.23369155494, 988.2715785193483, 31.338170100273782, 979.3178156335558, 59.318679118375385, 59.318679118375385, 5.596101803620319, 3.3576610821721915, 67.15322164344383, 2907.7344971611174, 13.430644328688766, 6.715322164344383, 42.53037370751443, 446.5689239289014, 7.8345425250684455, 11.192203607240637, 5.596101803620319, 2.2384407214481277, 329.05078605287474, 1.1192203607240638, 15.669085050136891, 59.318679118375385, 771.1428285388799, 73.86854380778821, 14.54986468941283, 26.861288657377532, 270.8513272952234, 259.6591236879828, 251.82458116291434, 231.6786146698812, 203.69810565177963, 186.90980024091866, 166.76383374788549, 119.75657859747483, 118.63735823675077, 92.8952899400973, 86.17996777575291, 157.81007086209297, 79.46464561140853, 155.57163014064486, 69.39166236489196, 61.5571198398235, 61.5571198398235, 175.717596633678, 124.23346004037107, 8511.670843306505, 5243.547389992239, 2389.5354701458764, 16364.120894146537, 1343.0644328688766, 834.9383891001515, 1134.8894457742006, 2139.9493297044096, 1627.3464044927887, 1604.9619972783073, 524.9143491795859, 487.98007727569177, 2288.8056376807103, 549.5371971155153, 4302.283066623301, 3341.9919971220543, 2878.634767782292, 2291.0440784021584, 1035.278833669759, 703.989606895436, 1852.3096969983253, 1726.9570165972302, 2956.980193032977, 1415.8137563159405, 3146.1284339953436, 1482.9669779593844, 5226.7590845813775, 1885.8863078200473, 5724.812145103587, 4098.5849609715215, 1618.3926416069962, 1895.959291066564, 2221.6524160372664, 2041.4579379606923, 1974.3047163172484, 2049.2924804857607, 1742.6261016473672, 494.073313100101, 145.31568032355912, 39.123452394804374, 78.24690478960875, 72.65784016177956, 156.4938095792175, 2151.789881714241, 3514.403837978999, 178.8500680905343, 955.7300513587927, 54.77283335272613, 5.589064627829197, 309.6341803817375, 16.76719388348759, 27.945323139145984, 357.7001361810686, 122.95942181224234, 3.3534387766975184, 4843.483406476782, 236.97634021995796, 1.1178129255658396, 97.24972452422803, 1.1178129255658396, 2.235625851131679, 95.01409867309634, 148.66911910025667, 13.413755106790074, 2.235625851131679, 46.94814287376525, 163.20068713261256, 1459.8636807889864, 1196.0598303554482, 1191.5885786531849, 867.4228302390914, 831.6528166209846, 718.7537111388348, 707.5755818831764, 346.5220069254102, 462.7745511842575, 382.2920205435171, 263.8038504335381, 334.226064744186, 212.3844558575095, 200.08851367628526, 172.14319053713928, 254.86134702901137, 1472.1596229702104, 193.3816361228902, 252.62572117787968, 5419.15706314319, 4042.011538846075, 902.0750309316323, 2376.4702797529744, 1313.4301875398614, 4904.963117382903, 1947.2301163356924, 781.3512349705218, 1246.361412005911, 748.9346601291123, 3095.223990891809, 1689.0153305299832, 1017.2097622649138, 3362.381280102045, 1701.3112727112077, 3246.128735843198, 1330.1973814233488, 4493.607960774674, 2180.853017778953, 1677.8372012743248, 1312.3123746142955, 9238.723829801662, 3837.4517734675264, 5786.917515654351, 4496.961399551372, 4321.464770237535, 1729.2565958503535, 7194.243988941743, 2759.8801132220574, 1776.204738724119, 1854.4516435137277, 1621.946554996033, 1452.0389903100254, 1535.8749597274632, 1465.4527454168156, 2593.5608132729285, 60.786581561084255, 3888.08986503676, 138.45832466691414, 751.9525274593385, 79.92309797846264, 97.93393695952463, 981.5907244678791, 3.377032308949125, 414.249296564426, 1.125677436316375, 209.3760031548458, 325.3207790954324, 9.005419490531, 38.273032834756755, 9.005419490531, 13.5081292357965, 72.043355924248, 38.273032834756755, 4.5027097452655, 6.75406461789825, 18.010838981062, 310.6869724233195, 2243.4751305785353, 242.02064880802067, 762.0836243861859, 85.5514851600445, 39.39871027107313, 76.54606566951351, 557.2103309766056, 9847.426212895649, 9183.27652546899, 1144.8139527337535, 536.9481371229109, 495.298071979205, 1967.6841586810237, 494.17239454288864, 334.32619858596337, 571.8441376487185, 253.27742317118438, 234.14090675380604, 315.189682168585, 216.130067772744, 208.25032571852938, 205.99897084589662, 180.10838981062003, 164.34890570219076, 377.10194116598564, 334.32619858596337, 294.9274883148903, 1420.6049246312655, 1846.1109955588552, 679.9091715350905, 1120.0490491347932, 1100.912532717415, 452.5223293991828, 771.089043876717, 2322.272551120682, 855.514851600445, 2829.953074899367, 1971.0611909899728, 6792.337650733008, 1482.517183628666, 717.0565269335309, 2793.931396937243, 1279.8952450917186, 1158.32208196955, 2011.5855786973623, 2611.57165225399, 1484.7685385012987, 2071.24648282213, 2330.1522931748964, 2489.9984891318218, 1722.2864775640537, 2493.3755214407706, 1192.092405059041, 1202.2235019858886, 1527.5442810813208, 1794.3298334883018, 1448.7468605391748, 1480.2658287560332, 1499.4023451734117, 1311.414213308577, 1423.9819569402146, 1340.6818266528028, 1312.5398907448932, 789.2549533763151, 48.56953559238862, 12.142383898097155, 1435.0090061387548, 536.4725976795652, 143.50090061387547, 51.88109483732421, 12.142383898097155, 68.43889106200214, 12.142383898097155, 12.142383898097155, 273.75556424800857, 12.142383898097155, 12.142383898097155, 55.1926540822598, 24.28476779619431, 51.88109483732421, 12.142383898097155, 263.8208865132018, 48.56953559238862, 45.25797634745303, 45.25797634745303, 12.142383898097155, 12.142383898097155, 48.56953559238862, 12.142383898097155, 24.28476779619431, 12.142383898097155, 12.142383898097155, 24.28476779619431, 9717.21867772266, 2921.899107114834, 2619.4433627440503, 2346.791651577687, 1437.2167123020452, 1320.2082856476543, 1146.9033518293586, 1015.5448351135802, 766.074038661766, 719.7122092326678, 779.3202756415084, 705.3621191712803, 525.4340668631133, 450.37205731124, 450.37205731124, 429.39884875998126, 383.037019330883, 353.2329861264627, 341.0906022283656, 298.0403320442029, 291.41721355433174, 256.09391494168545, 205.31667318600645, 203.10896702271606, 813.5397211725094, 3831.474046390475, 2344.583945414396, 757.2432140086044, 432.7104080049168, 981.3253895825793, 1027.6872190116776, 1139.1763802578423, 1781.6188737753464, 5071.101057078031, 1312.4813140761382, 655.6887304972464, 8604.534771424302, 4109.645022965065, 2176.7982770043263, 2403.088158741592, 1999.0779308594501, 14095.099999527507, 3189.0315528729716, 2546.5890593554673, 2612.8202442541788, 2199.9791917188754, 2990.337998176836, 2024.4665517372894, 3338.051718895073, 2233.0947841682314, 2003.4933431860309, 1666.818153284246, 1718.6992481215702, 1766.1649306323136, 1929.5351867158026, 1616.040911528567, 1463.70918626153, 5.417440355501996, 26.00371370640958, 2.1669761422007987, 2.1669761422007987, 1.0834880711003994, 672.846092153348, 74.76067690592755, 211.28017386457788, 50.923939341718764, 166.85716294946147, 422.56034772915575, 34.67161827521278, 529.8256667680952, 3.2504642133011976, 2941.670113037584, 1.0834880711003994, 4.333952284401597, 6741.462778386684, 5.417440355501996, 317.462004832417, 120.26717589214432, 1.0834880711003994, 2.1669761422007987, 3.2504642133011976, 1.0834880711003994, 53.09091548391957, 42.25603477291557, 2.1669761422007987, 26.00371370640958, 1.0834880711003994, 2756.3936528794156, 5291.75573925435, 28918.296617669657, 3146.4493584755596, 464.8163825020713, 16088.71436776983, 368.3859441741358, 273.0389939173006, 261.12062513519624, 211.28017386457788, 208.02970965127665, 196.11134086917227, 175.52506751826468, 138.68647310085112, 137.6029850297507, 136.5194969586503, 132.18554467424872, 128.93508046094752, 266.5380654906982, 120.26717589214432, 108.34880711003993, 1812.675542950968, 166.85716294946147, 2885.328733340363, 3675.191537172554, 325.04642133011976, 1079.1541188159977, 1434.5382061369287, 1101.907368309106, 3337.1432589892297, 588.3340226075168, 1941.6106234119154, 3544.089480569406, 353.2171111787302, 819.1169817519018, 2667.5476310491827, 4053.3288739865934, 1159.3322360774273, 414.9759312314529, 627.3395931671312, 753.0242094147775, 868.9574330225203, 2795.3992234390303, 3538.672040213904, 2259.0726282443325, 4744.594263348648, 2600.371370640958, 1853.8480896527833, 1253.595698263162, 2025.0392048866465, 1950.2785279807185, 2999.094980805905, 2923.250815828877, 2396.6756132740834, 2143.13940463659, 1574.3081673088802, 1327.2728870979893, 1722.746033049635, 4.437753115670727, 278.4690080083381, 1.1094382789176818, 28.845395251859728, 1.1094382789176818, 11.094382789176818, 1288.0578418234286, 4.437753115670727, 3928.5209456475113, 22.188765578353635, 11.094382789176818, 294.0011439131857, 4.437753115670727, 2.2188765578353635, 1.1094382789176818, 1.1094382789176818, 1.1094382789176818, 18.86045074160059, 7.766067952423772, 1.1094382789176818, 100.95888338150904, 1.1094382789176818, 7.766067952423772, 9.984944510259137, 2.2188765578353635, 9.984944510259137, 7.766067952423772, 1.1094382789176818, 2.2188765578353635, 84.31730919774381, 18475.475658816154, 15050.639691797272, 730.0103875278347, 370.55238515850573, 311.7521563758686, 295.1105821921034, 286.2350759607619, 280.68788456617347, 257.3896807089022, 197.48001364734736, 158.6496738852285, 155.32135904847544, 97.630568544756, 86.53618575557918, 82.09843263990845, 153.10248249064009, 67.6757350139786, 66.56629673506092, 62.12854361939018, 59.90966706155482, 58.800228782637134, 58.800228782637134, 57.690790503719455, 55.47191394588409, 4783.897858693044, 1669.704609771111, 5511.689369663043, 55547.355748850496, 3520.2476590058045, 167.52518011656997, 282.9067611240089, 10204.613289484838, 1759.5691103634435, 492.5905958394507, 1610.904380988474, 559.1568925745116, 2880.101772070302, 2965.5285195469637, 3433.7114732502255, 2592.7572578306226, 8235.360344405952, 1030.6681611145264, 4172.597367009401, 1600.9194364782147, 3216.2615705823596, 1779.5389993839617, 1816.150462588245, 1869.403499976294, 2526.1909610955613, 1017.3549017675142, 992.9472596313252, 1403.4394228308674, 1705.206634696477, 2075.7590198549824, 1600.9194364782147, 1360.171329953078, 1254.7746934558982, 1273.6351441974987, 663.6350610635749, 48.02622152433766, 8.7320402771523, 1873.0226394491685, 361.28816646717644, 5.457525173220188, 396.2163275757856, 92.7779279447432, 8909.955597799279, 82.95438263294686, 1849.0095286869996, 994.3610865607181, 822.9947961216043, 1572.858754922058, 73.13083732115052, 776.0600796319108, 14.18956545037249, 3560.4894230088507, 8.7320402771523, 66.58180711328629, 3054.0310869340174, 457.3406095158518, 106.9674933951157, 391.8503074372095, 16.37257551966056, 1852.2840437909317, 3163.181590398421, 467.1641548276481, 37.111171177897276, 7.640535242508263, 9049.668242233716, 2142.624383006246, 2210.2976951541764, 835.0013515026887, 501.00081090161325, 439.8765289615472, 433.32749875368296, 432.2359937190389, 526.1054266984261, 419.13793330331043, 402.76535778364985, 396.2163275757856, 368.92870170968473, 1460.4337363537225, 1071.8579440204448, 3370.567546980788, 12961.622286397947, 3814.8100960809115, 939.7858348285164, 1666.7281879014454, 2264.872946886378, 653.8115157517785, 796.7986752901475, 1772.604176261917, 780.4260997704869, 1736.584510118664, 1971.2580925671318, 1023.8317224961072, 3374.933567119364, 1160.269851826612, 2638.167668734639, 1380.7538688247075, 2917.592957603513, 1890.486720003473, 1591.4143405110067, 1942.8789616663869, 2300.8926130296313, 1909.0423055924218, 1796.617287024086, 1773.6956812965611, 1965.8005673939117, 1774.7871863312052, 2644.001704974725, 117.01113928398782, 2199.5843971172712, 1055.3504677728902, 114.76092506698805, 196.8937439874795, 2307.5946795332598, 245.27334965297445, 60.755783858993674, 5498.398439238928, 20.251927952997892, 4123.517552652071, 16.876606627498244, 11.251071084998829, 784.1996546244184, 33.75321325499649, 855.081402459911, 1326.501280921362, 198.0188510959794, 1757.4173034768169, 36.003427471996254, 1.125107108499883, 199.14395820447925, 842.7052242664122, 709.9425854634261, 11.251071084998829, 3.3753213254996486, 2.250214216999766, 1.125107108499883, 9.000856867999063, 2993.9100157181883, 2926.403589208195, 1864.302478784306, 1289.372746340866, 1166.7360715143784, 1057.6006819898898, 560.3033400329417, 436.5415580979546, 396.0377021919588, 396.0377021919588, 374.660667130461, 374.660667130461, 357.78406050296275, 355.53384628596297, 424.16537990445585, 317.280204596967, 311.65466905446755, 283.5269913419705, 4705.197927746511, 1450.263062856349, 2534.866315450236, 1397.3830287568546, 1806.922016250812, 721.1936565484249, 2407.7292121897494, 3463.0796799626396, 1803.5466949253123, 786.449868841418, 1019.3470403008939, 2524.740351473737, 1457.0137055073485, 1718.0385546793214, 1578.5252732253357, 2137.7035061497777, 3239.183365371163, 2797.016271730709, 2727.259631003716, 3035.538978732684, 1887.9297280628034, 2362.724927849754, 2180.4575762727727, 1706.7874835943223, 1779.9194456468147, 1494.1422400878446, 6622.591979894301, 64.54988762892873, 1417.8326194985748, 13840.854852645034, 4.529816675714296, 4.529816675714296, 12566.843912600387, 1182.2821523614314, 3504.945652833937, 12.456995858214315, 954.658864406788, 9.059633351428593, 8993.951009630735, 3771.072382532152, 7.927179182500018, 13.589450027142888, 968.2483144339308, 1531.078036391432, 413.34577165892955, 1041.8578354142883, 11.324541689285741, 280.84863389428637, 642.1015137825016, 1.132454168928574, 21.516629209642907, 19.25172087178576, 1802.86703693429, 924.0826018457165, 112.11296272392883, 773.4661973782161, 780.2609223917875, 770.0688348714303, 716.8434889317874, 425.8027675171439, 413.34577165892955, 379.3721465910723, 348.7958840300008, 315.95471313107214, 3216.1698397571504, 225.35837961678624, 220.82856294107197, 211.76892958964334, 1425.759798681075, 372.5774215775009, 2814.1486097875068, 2058.8016791121477, 3980.576403783938, 3017.99036019465, 582.0814428292871, 805.1749141082162, 1884.4037370971473, 1834.57575366429, 921.8176935078593, 2495.9289883185775, 4154.974345798939, 6910.235338802159, 3711.0523115789374, 1835.7082078332185, 2065.5964041257193, 1664.707628325004, 3116.5138728914358, 2164.1199168225053, 1280.8056650582173, 1458.6009695800035, 1478.9851446207178, 1527.6806738846465, 1670.3698991696467, 2061.7903295160363, 1130.476695492053, 227.4532690629656, 24.89538268350867, 489.9863955436025, 22.632166075916977, 1046.73768101116, 2480.4854019205004, 228.58487736676148, 542.0403775182116, 1657.8061650609186, 1047.869289314956, 117.68726359476827, 1456.3798869852576, 160.68837913901055, 7.921258126570942, 14.710907949346034, 226.32166075916976, 15.842516253141884, 3440.0892435393807, 14.710907949346034, 6.789649822775093, 176.53089539215242, 3.3948249113875466, 375.6939568602218, 10.18447473416264, 1069.369847087077, 112.02922207578904, 2374.114221363691, 116.55565529097242, 2394.483170832016, 1055.790547441527, 925.6555925050044, 745.7298722014643, 738.9402223786893, 463.95940455629807, 420.9582890120558, 402.8525561513222, 400.5893395437305, 399.4577312399346, 348.53535756912146, 337.2192745311629, 312.3238918476543, 269.322776303412, 250.0854351388826, 233.11131058194485, 701.5971483534263, 315.7187167590418, 768.3620382773813, 574.8570183282912, 10921.151739933737, 3862.179140855232, 1838.8634936682543, 1537.8556848585586, 2372.982613059895, 1020.7106900238557, 1250.427175694413, 779.6781213153398, 2217.9522754398636, 1850.1795767062129, 1527.6712101243959, 4159.7921247535405, 1273.0593417703299, 2705.6754543758743, 3793.1510343236855, 1632.9107823774098, 2358.2717051105487, 2062.9219378198322, 1503.907435744683, 2091.2121454147286, 1925.9973330605349, 1552.5665928079047, 1727.9658798962612, 1334.1661901753057, 1905.6283835922093, 1494.8545693143164, 1390.746605365098, 1406.58912161824, 1398.667863491669], \"Total\": [68368.0, 29978.0, 19816.0, 43862.0, 18475.0, 39980.0, 16717.0, 22968.0, 15248.0, 15269.0, 25842.0, 13840.0, 19793.0, 35556.0, 12566.0, 19282.0, 11439.0, 11299.0, 12868.0, 10474.0, 20229.0, 13410.0, 16368.0, 17223.0, 9848.0, 9719.0, 28378.0, 9050.0, 9184.0, 8993.0, 291.0155611817944, 157.02278481032073, 39.77910548528126, 36.63864978907484, 1450.8905316473636, 1493.8100928288513, 3076.5997637168844, 21.983189873444903, 12.56182278482566, 66.99638818573685, 12.56182278482566, 368.48013502155266, 170.63142616054856, 38.732286919879115, 124.57140928285446, 81.65184810136678, 251.2364556965132, 17.79591561183635, 45.01319831229195, 417.6806075954532, 15.702278481032074, 135.03959493687583, 93.16685232079031, 351.73103797511845, 42.91956118148767, 475.2556286925708, 64.90275105493258, 677.2916118151834, 19.88955274264063, 11.51500421942352, 927.5522433064583, 678.3384303805857, 269.0323713083495, 242.8619071732961, 188.4273417723849, 172.72506329135282, 165.39733333353786, 149.6950548525058, 236.64335282911716, 236.6514334603231, 138.18005063308226, 127.71186497906086, 114.10322362883306, 110.96276793262665, 105.72867510561596, 99.44776371320313, 616.6435393771702, 3477.4540453543423, 2880.522001134911, 1613.066167695146, 4580.1105458247275, 2502.613056814694, 8660.115533739965, 1324.8355085041285, 1194.3484096547054, 2862.574388401329, 4416.24728918596, 4833.177188210607, 596.0669110215159, 6478.8085995847705, 1931.9027846293548, 5985.985948923946, 3599.7662999818767, 3486.629774574556, 19793.48865575704, 1504.7419063095197, 3457.498921550259, 2352.851668801094, 1923.4708627933667, 3896.846846855749, 5508.236207624005, 4231.827926186495, 4035.0657954303715, 6157.977932804906, 3725.90649525121, 3572.0668736175467, 10281.5258460579, 39980.676462504336, 8089.10450615317, 7543.987562584696, 6616.540600280065, 6903.772998930425, 6264.658098489756, 9945.383964964505, 5975.886557147127, 25842.208056498614, 17635.447706005754, 15641.824455072765, 16368.781559051617, 10799.64988169641, 362.17881646152335, 1379.3157321528674, 652.7893638019074, 781.8291217627495, 108.43677139566569, 22.77172199308979, 112.77424225149231, 21.687354279133135, 10.843677139566568, 361.0944487475667, 490.1342067084089, 15.181147995393195, 127.9553902468855, 473.868690999059, 91.08688797235916, 27.109192848916422, 248.3202064960744, 81.32757854674927, 5.421838569783284, 27.109192848916422, 823.0350948931025, 40.1216054163963, 21.687354279133135, 48.79654712804956, 137.7146996724954, 124.70228710501554, 21.687354279133135, 446.7594981501426, 45.54344398617958, 5.421838569783284, 3233.6202096221878, 2467.80869327262, 532.4245475527185, 458.68754300366584, 430.49398244079276, 389.2880093104398, 380.6130675987866, 276.5137670589475, 271.0919284891642, 228.8015876448546, 189.76434994241495, 177.83630508889172, 174.58320194702176, 169.16136337723847, 158.31768623767192, 158.31768623767192, 155.06458309580194, 152.8958476678886, 148.558376812062, 146.3896413841487, 287.3523027948883, 201.71188016362672, 499.0201346640694, 200.63309764694256, 624.4891809941153, 264.63029008897115, 4382.214737733269, 6766.723827804094, 818.2627525058709, 6070.842554088677, 1403.9366852841124, 10079.892839796206, 2660.166437791378, 2168.25027613732, 8689.585571547139, 3299.8451388377744, 5128.2264966789335, 1116.4643788744768, 5023.895150377119, 4136.773511088079, 4956.108808853905, 12586.783546549452, 3318.2040188730944, 9223.870102187522, 20229.50999982503, 2176.636600212571, 10457.225338847229, 2927.6984397393235, 4717.645015512765, 5667.665674317169, 3270.5014655303257, 19242.893265280927, 9302.925957476698, 5157.755626055327, 6248.5172073315225, 16201.965030040006, 18803.308678833513, 68368.52340031027, 43862.796331122074, 39980.676462504336, 2546.4020027834467, 10.82653912748064, 28.149001731449665, 4.3306156509922555, 5315.830711592995, 349.69721381762474, 41.14084868442643, 4.3306156509922555, 771.9322397893696, 83.36435128160093, 108.2653912748064, 28.149001731449665, 17.322462603969022, 5.41326956374032, 24.901039993205472, 18.405116516717086, 41.14084868442643, 702.6423893734935, 287.98594079098507, 97.43885214732578, 3.247961738244192, 25.983693905953537, 3.247961738244192, 22.735732167709344, 1.0826539127480639, 7.5785773892364485, 1.0826539127480639, 43.30615650992256, 1.0826539127480639, 1.0826539127480639, 19816.897218940565, 573.8417327692918, 1315.9763955336716, 361.60640685785336, 313.96963469693856, 185.13381907991896, 178.6378956034306, 163.48074082495768, 156.98481734846928, 301.02263791180593, 134.24908518075995, 1740.5739397722282, 107.18273736205833, 100.68681388556996, 181.92831053742657, 93.10823649633352, 92.02558258358545, 86.61231301984512, 85.52965910709706, 81.19904345610482, 142.93274156666652, 1409.0994432870552, 133.21538565905965, 1159.8789187955306, 158.12103999355656, 5415.030878918848, 4452.570446256411, 1564.1134807091012, 1016.0293793562013, 4268.926637635543, 755.7644632431771, 2022.8651006446814, 871.7459504684024, 1950.3795775756882, 3391.496458039436, 6628.419398762981, 4267.720783206389, 6570.295550215183, 25842.208056498614, 2560.231786592183, 7088.08189274957, 5164.588734784632, 19793.48865575704, 15641.824455072765, 9198.82186557776, 5639.57266066494, 5387.1846795564015, 16545.164121201826, 28378.437951028875, 14032.712772835224, 10800.240225796026, 4035.0657954303715, 17635.447706005754, 4505.762572824556, 22968.33353921196, 9945.383964964505, 5239.517998651082, 10281.5258460579, 252.8920399090143, 2119.634597658449, 38.82114647726097, 53.24042945452933, 5.545878068180139, 2.218351227272055, 1939.9481482494123, 4093.967189930578, 197.43325922721291, 6.655053681816166, 1.1091756136360276, 986.0571205224286, 4.43670245454411, 1.1091756136360276, 250.67368868174225, 24.401863499992608, 12.200931749996304, 5.545878068180139, 4.43670245454411, 2634.2920823855657, 158.61211274995196, 51.022078227257275, 3021.3943715445394, 1.1091756136360276, 8.87340490908822, 1433.0548928177477, 6.655053681816166, 574.5529678634624, 95.38910277269838, 997.1488766587888, 1123.594896613296, 1278.799917419676, 1075.9006078922284, 908.4148275679066, 648.8677339770761, 569.0070897952822, 549.0419287498337, 488.0372699998522, 422.5959087953265, 516.8858807014769, 394.86651845442583, 385.9931135453376, 379.3380598635215, 343.84444022716855, 331.64350847717225, 416.9876736789125, 319.44257672717595, 306.13246936354363, 283.94895709082306, 261.7654448181025, 667.7802838273303, 3299.88786370523, 2730.844919370862, 3436.0152387243234, 10732.331979529183, 2333.080870396031, 8174.253226798855, 3188.994060566672, 4275.927038790579, 6403.59291619394, 3734.641990717827, 1738.6300717282331, 7543.987562584696, 4969.467260522772, 6356.482712625339, 2676.896721949565, 2143.099722668515, 10742.099819580533, 2289.6628110407287, 4758.292301067891, 39980.676462504336, 12167.592689376359, 3724.961724331289, 5239.517998651082, 4428.11443932447, 8131.488960168595, 5508.236207624005, 35556.61385864388, 13998.528205789626, 198.36753108747632, 47.69492550737136, 5475.16065313029, 2197.218500078221, 1.0839755797129855, 16.25963369569478, 1313.7784026121383, 176.68801949321661, 763.1188081179417, 1.0839755797129855, 2763.0537526883995, 352.2920634067202, 59.6186568842142, 243.8945054354217, 57.45070572478823, 2171.20308616511, 2753.297972470983, 2058.4696258749595, 89.96997311617778, 126.8251428264193, 5.419877898564927, 66.12251036249212, 200.53548224690232, 2.167951159425971, 27.099389492824635, 189.69572644977242, 48.77890108708434, 148.504654420679, 147.42067884096602, 14.09168253626881, 11439.194292711134, 11299.381320430093, 3445.9916485727094, 2737.038338775288, 1837.3386076135102, 1540.3292987721522, 1401.58042456889, 1143.5942365971996, 1030.860776307049, 997.2575333359466, 939.8068276111583, 888.859975364648, 847.6689033355547, 783.7143441324885, 707.8360535525795, 527.8961073202239, 524.6441805810849, 494.2928643491213, 446.59793884174996, 417.33059818949937, 408.6587935517955, 1423.0849449871937, 1769.3884091734917, 1795.3964443747234, 762.6988292956471, 2872.7126103821734, 1339.7011898888588, 2230.943253766673, 3103.635901639464, 13410.775884694227, 3907.1021686472163, 4994.2174804296865, 3210.572447691275, 3173.967449046193, 39980.676462504336, 3171.083203953602, 16545.164121201826, 3936.715870770226, 43862.796331122074, 17635.447706005754, 8888.060958403676, 15926.710120263862, 9895.507131988206, 15223.597345609582, 57.464107826846956, 14.366026956711739, 1.1050789966701338, 60.77934481685735, 76.25045077023923, 2047.711380829758, 1.1050789966701338, 8.84063197336107, 51.93871284349628, 8.84063197336107, 3.3152369900104013, 215.49040435067607, 41.99300187346508, 333.73385699438035, 11.050789966701338, 251.95801124079048, 111.6129786636835, 120.45361063704456, 176.8126394672214, 15.471105953381873, 102.77234669032244, 422.1401767279911, 154.7110595338187, 1.1050789966701338, 111.6129786636835, 32.047290903433876, 1.1050789966701338, 19.891421940062408, 71.83013478355869, 13.260947960041605, 1720.7776941840452, 747.0799591679657, 522.7023654249733, 407.7741497712793, 300.5814870942763, 392.28194040094036, 384.5718501234541, 274.05959117419314, 271.84943318085294, 248.64277425078006, 203.3345353873046, 198.91421940062406, 197.80914040395393, 181.23295545390192, 181.23295545390192, 176.8126394672214, 169.07708649053046, 159.13137552049926, 237.53372385281074, 152.50090154047845, 232.0458780180146, 223.22473141234207, 219.92345426625232, 278.4618413591992, 276.34933708891054, 3622.808416148246, 857.1086070001063, 851.9378613425079, 1166.9855635222286, 4703.098025305518, 1326.2559499181357, 3131.7999478562, 2052.200926597662, 3017.073449330155, 1315.7536908959823, 1488.457311376478, 780.1383998266857, 723.6992476563441, 838.0098429807632, 5248.096955327284, 1069.7045702626858, 43862.796331122074, 5306.946909704236, 4247.214905315153, 3975.9398799457767, 10678.222519706263, 4473.9498127677725, 3935.9710647138277, 9216.29626023047, 1462.864142725396, 35556.61385864388, 2682.9248020873365, 18772.590152412817, 13998.528205789626, 6264.658098489756, 7022.355731973828, 28378.437951028875, 5593.97971712575, 6904.554974366817, 13587.059647773985, 39980.676462504336, 15223.597345609582, 12586.783546549452, 6729.312680339077, 19282.246896514902, 25842.208056498614, 18803.308678833513, 3631.0827957364118, 1011.1169015819854, 3.3517687345259186, 131.8362368913528, 327.35607973869804, 1.117256244841973, 225.68576145807853, 61.449093466308504, 177.64374292987367, 62.56634971115048, 49.1592747730468, 5.5862812242098645, 24.5796373865234, 64.80086220083442, 17.876099917471567, 191.05081786797737, 431.2609105090015, 664.7674656809738, 459.1923166300508, 21.227868651997483, 7.82079371389381, 146.36056807429844, 22.345124896839458, 8376.070067580271, 1380.9287186246786, 2.234512489683946, 102.7875745254615, 15.64158742778762, 11.172562448419729, 473.7166478129964, 2133.8889899687283, 2204.052359505725, 1323.9228989275398, 784.313883879065, 726.2165591472824, 574.269709848774, 560.8626349106703, 550.8073287070926, 442.4334729574212, 539.6009980849313, 423.4401167951077, 410.03304185700404, 391.0396856946905, 367.577304553009, 346.3494359010116, 331.8251047180659, 312.83174855575237, 312.83174855575237, 308.3627235763845, 303.8936985970166, 301.6591861073327, 857.8193253338142, 1125.9147553790215, 853.1416890890056, 423.55787974997634, 5050.759875774802, 1952.9566151675124, 1441.800851662864, 669.0568419608824, 4994.437014408249, 1255.65043042463, 14032.712772835224, 1050.6031288652732, 1725.5854802492847, 3568.3349795349286, 1313.4251554059929, 6904.554974366817, 17223.1783782503, 4134.060045743341, 6255.364829601256, 43862.796331122074, 2559.587687900517, 4969.467260522772, 3997.8240869239035, 5565.967488086293, 4758.292301067891, 16201.965030040006, 2018.6162051598792, 3850.965204934036, 4428.11443932447, 5424.431408462125, 7599.35701545311, 5397.402424203028, 3299.355660214052, 5868.672047293153, 4499.820897530032, 48.38517094118314, 1187.0495270903598, 208.5938480575451, 6925.5308007146805, 10474.851895755692, 1206.403595466833, 1095.6553153125692, 66.66401329674122, 3557.9229032083335, 790.291125372658, 41.93381481569206, 15.053164292812534, 734.3793722850685, 516.1084900392868, 355.8998129229249, 178.48751947192002, 605.3522497752468, 173.11138936734412, 21.504520418303617, 225.797464392188, 4854.645484432042, 1063.3985346851139, 447.2940247007153, 7.526582146406267, 5.376130104575904, 36.55768471111615, 377.4043333412285, 1619.2903874982624, 10.752260209151808, 6424.475474968207, 2862.251667676212, 2411.7319649127508, 2181.6335964369023, 1983.7920085885087, 1577.3565726825705, 1184.8990750485293, 798.8929335399794, 603.2017977334165, 577.3963732314521, 555.8918528131485, 475.24990124450994, 412.88679203142954, 384.93091548763476, 406.44457759897995, 2350.881992861643, 1252.159628966633, 2322.901324211078, 3122.59374043102, 8792.090962597144, 1114.636431933871, 1232.9082064443276, 13410.775884694227, 1484.9660966080771, 6248.5172073315225, 2869.313099181745, 6642.434611477231, 4329.829730422895, 12167.592689376359, 35556.61385864388, 3387.4558374357766, 4588.976530424611, 12912.439286750174, 19242.893265280927, 2827.305764554551, 18772.590152412817, 3769.875588003213, 6888.940402972793, 9726.751900227755, 142.14098581195609, 2728.6592394452673, 15248.258194504644, 53.722577314755064, 5062.23369155494, 988.2715785193483, 31.338170100273782, 979.3178156335558, 59.318679118375385, 59.318679118375385, 5.596101803620319, 3.3576610821721915, 67.15322164344383, 2907.7344971611174, 13.430644328688766, 6.715322164344383, 42.53037370751443, 446.5689239289014, 7.8345425250684455, 11.192203607240637, 5.596101803620319, 2.2384407214481277, 329.05078605287474, 1.1192203607240638, 15.669085050136891, 59.318679118375385, 771.1428285388799, 73.86854380778821, 14.54986468941283, 26.861288657377532, 270.8513272952234, 259.6591236879828, 251.82458116291434, 231.6786146698812, 203.69810565177963, 186.90980024091866, 166.76383374788549, 119.75657859747483, 118.63735823675077, 92.8952899400973, 86.17996777575291, 158.89355893319336, 79.46464561140853, 156.69673724914475, 69.39166236489196, 61.5571198398235, 61.5571198398235, 177.98165910640242, 125.31694811147148, 9733.46937587907, 5990.0617462715245, 2815.324974428288, 22968.33353921196, 1662.364179801403, 1005.8817664337994, 1425.9050069559948, 3001.8162979409185, 2260.6716365610823, 2228.8658622579815, 637.9202782775385, 598.508118208422, 3789.9341167968246, 701.2644635840894, 9216.29626023047, 7568.582102952144, 6236.297410587883, 4838.639721216266, 1863.3126575607603, 1074.8433650686127, 4428.854919954733, 4023.1674022210427, 9302.925957476698, 3071.953304054462, 10800.240225796026, 3410.290310700916, 28378.437951028875, 5139.102108753904, 43862.796331122074, 25842.208056498614, 4062.1472676695676, 6904.554974366817, 12586.783546549452, 10799.64988169641, 13587.059647773985, 20229.50999982503, 17635.447706005754, 494.073313100101, 145.31568032355912, 39.123452394804374, 78.24690478960875, 72.65784016177956, 156.4938095792175, 2151.789881714241, 3514.403837978999, 178.8500680905343, 955.7300513587927, 54.77283335272613, 5.589064627829197, 309.6341803817375, 16.76719388348759, 27.945323139145984, 357.7001361810686, 122.95942181224234, 3.3534387766975184, 4843.483406476782, 236.97634021995796, 1.1178129255658396, 97.24972452422803, 1.1178129255658396, 2.235625851131679, 95.01409867309634, 148.66911910025667, 13.413755106790074, 2.235625851131679, 46.94814287376525, 163.20068713261256, 1460.948048502943, 1196.0598303554482, 1191.5885786531849, 867.4228302390914, 831.6528166209846, 718.7537111388348, 708.6590699542768, 346.5220069254102, 464.93985900975366, 383.41769797983346, 263.8038504335381, 335.32991782583116, 212.3844558575095, 200.08851367628526, 172.14319053713928, 255.96520011065655, 1527.6498772477105, 194.42845468829233, 255.95324801878778, 6104.098526126676, 4546.578087369906, 973.5301891730046, 2764.8399675171677, 1494.068159053612, 6183.424259994279, 2295.603347112211, 886.5908072235358, 1554.5454133129526, 876.8054501932619, 4540.369942173876, 2296.7646609616204, 1271.5133604471923, 5390.704608277504, 2464.54437354535, 5682.535700397308, 1851.126299130493, 9198.82186557776, 3636.2095422645702, 2561.163568275661, 1839.9292432505194, 35556.61385864388, 9895.507131988206, 19242.893265280927, 16201.965030040006, 16545.164121201826, 3275.362361173344, 68368.52340031027, 9726.751900227755, 5868.672047293153, 7599.35701545311, 5251.974780181459, 3079.4843032673725, 5536.677966159569, 9761.139152138256, 2593.5608132729285, 60.786581561084255, 3888.08986503676, 138.45832466691414, 751.9525274593385, 79.92309797846264, 97.93393695952463, 981.5907244678791, 3.377032308949125, 414.249296564426, 1.125677436316375, 209.3760031548458, 325.3207790954324, 9.005419490531, 38.273032834756755, 9.005419490531, 13.5081292357965, 72.043355924248, 38.273032834756755, 4.5027097452655, 6.75406461789825, 18.010838981062, 310.6869724233195, 2243.4751305785353, 242.02064880802067, 762.0836243861859, 85.5514851600445, 39.39871027107313, 76.54606566951351, 557.2103309766056, 9848.501438916564, 9184.395745829714, 1145.8983204477101, 536.9481371229109, 495.298071979205, 1999.1308223857668, 495.29020746845447, 334.32619858596337, 575.0873148290597, 253.27742317118438, 234.14090675380604, 316.3089025293091, 216.130067772744, 208.25032571852938, 205.99897084589662, 180.10838981062003, 164.34890570219076, 380.4967660773732, 337.68585108188086, 298.324850821676, 1547.7420278917523, 2268.4039529003153, 797.5964351298588, 1411.7622355210685, 1427.010163126407, 508.86370909640357, 995.1122422191576, 3905.062222008715, 1142.639190442051, 5320.813170717032, 3478.087117787478, 20229.50999982503, 2639.509971742151, 972.0758395806104, 6888.940402972793, 2259.3601993162943, 1962.3116010648484, 4956.108808853905, 7717.124997825669, 3163.0939294113414, 5827.652423318755, 7202.547212200968, 8488.445933479272, 4717.645015512765, 10732.331979529183, 2433.069614239548, 2629.9789832707115, 5472.271607013633, 9761.139152138256, 6255.776770034663, 7599.35701545311, 11045.335934173141, 5536.677966159569, 18803.308678833513, 10742.099819580533, 7568.582102952144, 789.2549533763151, 48.56953559238862, 12.142383898097155, 1435.0090061387548, 536.4725976795652, 143.50090061387547, 51.88109483732421, 12.142383898097155, 68.43889106200214, 12.142383898097155, 12.142383898097155, 273.75556424800857, 12.142383898097155, 12.142383898097155, 55.1926540822598, 24.28476779619431, 51.88109483732421, 12.142383898097155, 263.8208865132018, 48.56953559238862, 45.25797634745303, 45.25797634745303, 12.142383898097155, 12.142383898097155, 48.56953559238862, 12.142383898097155, 24.28476779619431, 12.142383898097155, 12.142383898097155, 24.28476779619431, 9719.383985548156, 2921.899107114834, 2621.6452370175225, 2346.791651577687, 1437.2167123020452, 1320.2082856476543, 1146.9033518293586, 1015.5448351135802, 766.074038661766, 719.7122092326678, 780.4453827500082, 706.4799320968461, 525.4340668631133, 450.37205731124, 450.37205731124, 429.39884875998126, 383.037019330883, 353.2329861264627, 341.0906022283656, 298.0403320442029, 291.41721355433174, 256.09391494168545, 205.31667318600645, 203.10896702271606, 825.4489142127381, 4155.353325572195, 2519.18232168735, 793.8008987197205, 442.89488273907943, 1094.4862199621641, 1155.169166830108, 1326.5569034648252, 2294.1843767806145, 8053.513675480802, 1699.3264871432518, 732.1064857716025, 17223.1783782503, 7099.7611430055285, 3297.4241121642376, 3737.2543489168975, 2981.9251552782043, 39980.676462504336, 7655.348457511775, 5483.102627897351, 6569.168763408506, 5397.402424203028, 10742.099819580533, 5387.1846795564015, 17635.447706005754, 8987.277814365752, 8131.488960168595, 4896.472055722203, 5442.905915541331, 5985.985948923946, 12586.783546549452, 7242.56609435593, 3401.153290156275, 5.417440355501996, 26.00371370640958, 2.1669761422007987, 2.1669761422007987, 1.0834880711003994, 672.846092153348, 74.76067690592755, 211.28017386457788, 50.923939341718764, 166.85716294946147, 422.56034772915575, 34.67161827521278, 529.8256667680952, 3.2504642133011976, 2941.670113037584, 1.0834880711003994, 4.333952284401597, 6741.462778386684, 5.417440355501996, 317.462004832417, 120.26717589214432, 1.0834880711003994, 2.1669761422007987, 3.2504642133011976, 1.0834880711003994, 53.09091548391957, 42.25603477291557, 2.1669761422007987, 26.00371370640958, 1.0834880711003994, 2757.5187599879155, 5367.729163903605, 29978.469474292026, 3214.188597793216, 465.89903641481936, 16717.43484168682, 369.47031188809245, 273.0389939173006, 261.12062513519624, 211.28017386457788, 208.02970965127665, 196.11134086917227, 175.52506751826468, 138.68647310085112, 137.6029850297507, 136.5194969586503, 132.18554467424872, 128.93508046094752, 268.6317026215025, 120.26717589214432, 108.34880711003993, 1908.099901779154, 167.93981686220954, 3229.786028853174, 4155.81756852164, 336.2189837785395, 1181.30059080294, 1602.273465399697, 1353.585637454792, 4796.22496937113, 683.6075669293464, 2715.267625518568, 5975.886557147127, 393.0568562354726, 1086.4630783228768, 4588.976530424611, 7717.124997825669, 1737.5917511370887, 479.3420080164418, 826.4835513716105, 1076.048932169247, 1310.1981247513409, 6979.757542455471, 10079.892839796206, 5406.560481205554, 16201.965030040006, 7202.547212200968, 4505.762572824556, 2525.667980543889, 6160.446607025509, 6255.776770034663, 15223.597345609582, 19242.893265280927, 22968.33353921196, 19282.246896514902, 6888.940402972793, 3387.4558374357766, 14032.712772835224, 4.437753115670727, 278.4690080083381, 1.1094382789176818, 28.845395251859728, 1.1094382789176818, 11.094382789176818, 1288.0578418234286, 4.437753115670727, 3928.5209456475113, 22.188765578353635, 11.094382789176818, 294.0011439131857, 4.437753115670727, 2.2188765578353635, 1.1094382789176818, 1.1094382789176818, 1.1094382789176818, 18.86045074160059, 7.766067952423772, 1.1094382789176818, 100.95888338150904, 1.1094382789176818, 7.766067952423772, 9.984944510259137, 2.2188765578353635, 9.984944510259137, 7.766067952423772, 1.1094382789176818, 2.2188765578353635, 84.31730919774381, 18475.475658816154, 15269.602758899295, 730.0103875278347, 370.55238515850573, 311.7521563758686, 295.1105821921034, 286.2350759607619, 280.68788456617347, 257.3896807089022, 197.48001364734736, 158.6496738852285, 155.32135904847544, 97.630568544756, 86.53618575557918, 82.09843263990845, 154.19398752528411, 67.6757350139786, 66.56629673506092, 62.12854361939018, 59.90966706155482, 58.800228782637134, 58.800228782637134, 57.690790503719455, 55.47191394588409, 5107.955999318503, 1763.5740427504984, 5971.998942537936, 68368.52340031027, 4220.718590429337, 177.2022143048066, 310.49373146250514, 16368.781559051617, 2474.334983303477, 629.4199908960117, 3042.649372389798, 849.0781248703031, 7242.56609435593, 7681.762562656297, 9945.383964964505, 8089.10450615317, 43862.796331122074, 2317.2653795313804, 20229.50999982503, 4689.296945099526, 18803.308678833513, 7655.348457511775, 8198.204097817365, 8660.115533739965, 15223.597345609582, 3042.603179091186, 3223.6502362559336, 7022.355731973828, 12912.439286750174, 28378.437951028875, 15926.710120263862, 10281.5258460579, 7305.444515540886, 10799.64988169641, 663.6350610635749, 48.02622152433766, 8.7320402771523, 1873.0226394491685, 361.28816646717644, 5.457525173220188, 396.2163275757856, 92.7779279447432, 8909.955597799279, 82.95438263294686, 1849.0095286869996, 994.3610865607181, 822.9947961216043, 1572.858754922058, 73.13083732115052, 776.0600796319108, 14.18956545037249, 3560.4894230088507, 8.7320402771523, 66.58180711328629, 3054.0310869340174, 457.3406095158518, 106.9674933951157, 391.8503074372095, 16.37257551966056, 1852.2840437909317, 3163.181590398421, 467.1641548276481, 37.111171177897276, 7.640535242508263, 9050.752609947673, 2144.8757378788787, 2213.550798296046, 835.0013515026887, 501.00081090161325, 439.8765289615472, 433.32749875368296, 432.2359937190389, 527.2246470591501, 419.13793330331043, 402.76535778364985, 396.2163275757856, 368.92870170968473, 1562.8703830585125, 1166.913041539296, 4107.45008024269, 19282.246896514902, 5055.531480090193, 1050.046331461505, 2249.746727290929, 3480.58141733505, 726.4641525868745, 950.5766753942066, 2763.200320220327, 930.5501188742335, 2760.82914468707, 3358.086698467431, 1377.3355972459774, 8488.445933479272, 1704.6224442328537, 6255.776770034663, 2361.9045686680374, 12912.439286750174, 5472.271607013633, 4136.773511088079, 8198.204097817365, 13587.059647773985, 10678.222519706263, 8888.060958403676, 8987.277814365752, 15926.710120263862, 16368.781559051617, 2644.001704974725, 117.01113928398782, 2199.5843971172712, 1055.3504677728902, 114.76092506698805, 196.8937439874795, 2307.5946795332598, 245.27334965297445, 60.755783858993674, 5498.398439238928, 20.251927952997892, 4123.517552652071, 16.876606627498244, 11.251071084998829, 784.1996546244184, 33.75321325499649, 855.081402459911, 1326.501280921362, 198.0188510959794, 1757.4173034768169, 36.003427471996254, 1.125107108499883, 199.14395820447925, 842.7052242664122, 709.9425854634261, 11.251071084998829, 3.3753213254996486, 2.250214216999766, 1.125107108499883, 9.000856867999063, 2993.9100157181883, 2927.4788152291103, 1864.302478784306, 1290.419564906268, 1166.7360715143784, 1057.6006819898898, 560.3033400329417, 436.5415580979546, 396.0377021919588, 396.0377021919588, 374.660667130461, 374.660667130461, 357.78406050296275, 355.53384628596297, 425.2480338172039, 317.280204596967, 311.65466905446755, 283.5269913419705, 5388.352546690539, 1570.5561889563107, 2884.5635292678608, 1780.9504165581425, 2464.1765897960095, 826.0883003920019, 3670.92198289494, 5959.837919475133, 2674.85148227669, 965.1082485620839, 1388.0416010987449, 5885.034923950081, 2514.537601296102, 3314.2142581995986, 3163.0939294113414, 6403.59291619394, 15926.710120263862, 13587.059647773985, 12912.439286750174, 18772.590152412817, 6784.567504173786, 19242.893265280927, 16545.164121201826, 11045.335934173141, 18803.308678833513, 6693.016218324264, 6622.591979894301, 64.54988762892873, 1417.8326194985748, 13840.854852645034, 4.529816675714296, 4.529816675714296, 12566.843912600387, 1182.2821523614314, 3504.945652833937, 12.456995858214315, 954.658864406788, 9.059633351428593, 8993.951009630735, 3771.072382532152, 7.927179182500018, 13.589450027142888, 968.2483144339308, 1531.078036391432, 413.34577165892955, 1041.8578354142883, 11.324541689285741, 280.84863389428637, 642.1015137825016, 1.132454168928574, 21.516629209642907, 19.25172087178576, 1802.86703693429, 924.0826018457165, 112.11296272392883, 773.4661973782161, 780.2609223917875, 770.0688348714303, 716.8434889317874, 425.8027675171439, 413.34577165892955, 379.3721465910723, 348.7958840300008, 315.95471313107214, 3298.7772459342473, 225.35837961678624, 220.82856294107197, 211.76892958964334, 1477.8910525219683, 375.80309964024644, 2960.7307447527355, 2306.149378832166, 4993.946865782473, 3794.72929053715, 633.3755525339918, 939.1221078383904, 2690.7506609368193, 2673.2508050932847, 1167.4729252625536, 4560.836582148084, 10800.240225796026, 35556.61385864388, 15926.710120263862, 5639.57266066494, 8316.083618565162, 5442.905915541331, 28378.437951028875, 12167.592689376359, 3401.153290156275, 6160.446607025509, 8131.488960168595, 9895.507131988206, 18803.308678833513, 2061.7903295160363, 1130.476695492053, 227.4532690629656, 24.89538268350867, 489.9863955436025, 22.632166075916977, 1046.73768101116, 2480.4854019205004, 228.58487736676148, 542.0403775182116, 1657.8061650609186, 1047.869289314956, 117.68726359476827, 1456.3798869852576, 160.68837913901055, 7.921258126570942, 14.710907949346034, 226.32166075916976, 15.842516253141884, 3440.0892435393807, 14.710907949346034, 6.789649822775093, 176.53089539215242, 3.3948249113875466, 375.6939568602218, 10.18447473416264, 1069.369847087077, 112.02922207578904, 2374.114221363691, 116.55565529097242, 2394.483170832016, 1056.9230016104555, 926.7382464177524, 745.7298722014643, 738.9402223786893, 463.95940455629807, 420.9582890120558, 402.8525561513222, 400.5893395437305, 399.4577312399346, 348.53535756912146, 337.2192745311629, 312.3238918476543, 269.322776303412, 250.0854351388826, 233.11131058194485, 710.6567817048549, 316.8359730038838, 795.3646088813786, 593.1358606838493, 12868.837940328147, 4522.127070038162, 2084.7823372927387, 1803.4365120246082, 2953.663291490523, 1177.0507749462745, 1492.1314917146522, 875.7621583717495, 3079.4839547658235, 2730.7977515895086, 2154.5975352132127, 13998.528205789626, 2111.966863484243, 8316.083618565162, 18772.590152412817, 3647.4144581347523, 8533.269756272643, 7305.444515540886, 3603.168804352855, 10678.222519706263, 15926.710120263862, 6066.822943962079, 12912.439286750174, 3737.2543489168975, 35556.61385864388, 8987.277814365752, 6492.730498313384, 9302.925957476698, 9761.139152138256], \"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic11\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic12\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic13\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic14\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic15\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic16\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic17\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\", \"Topic18\"], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -7.027, -7.644, -9.017, -9.0993, -5.4204, -5.3913, -4.6688, -9.6101, -10.1697, -8.4957, -10.1697, -6.791, -7.5609, -9.0437, -7.8755, -8.2979, -7.174, -9.8214, -8.8934, -6.6657, -9.9466, -7.7948, -8.166, -6.8375, -8.941, -6.5365, -8.5275, -6.1823, -9.7102, -10.2567, -5.869, -6.1807, -7.1055, -7.2079, -7.4617, -7.5487, -7.592, -7.6918, -7.2385, -7.2385, -7.7718, -7.8506, -7.9633, -7.9912, -8.0395, -8.1007, -6.3303, -4.6688, -4.8561, -5.4299, -4.451, -5.0378, -3.8771, -5.6829, -5.7794, -4.9842, -4.6278, -4.6014, -6.4582, -4.3676, -5.4386, -4.4873, -4.9253, -4.9534, -3.511, -5.6708, -4.9997, -5.3229, -5.5039, -4.9694, -4.7165, -4.9135, -5.0271, -4.7577, -5.0868, -5.122, -4.5231, -3.7847, -4.6794, -4.7433, -4.8194, -4.8108, -4.8581, -4.6887, -4.9044, -4.4275, -4.6691, -4.7875, -4.8116, -4.9791, -6.6782, -5.3409, -6.089, -5.9087, -7.8841, -9.4448, -7.8449, -9.4936, -10.1867, -6.6812, -6.3756, -9.8502, -7.7186, -6.4094, -8.0585, -9.2704, -7.0556, -8.1718, -10.8799, -9.2704, -5.8573, -8.8784, -9.4936, -8.6826, -7.6451, -7.7444, -9.4936, -6.4683, -8.7516, -10.8799, -4.4906, -4.7666, -6.2929, -6.4419, -6.5054, -6.606, -6.6285, -6.948, -6.9678, -7.1374, -7.3245, -7.3894, -7.4079, -7.4394, -7.5057, -7.5057, -7.5265, -7.5405, -7.5693, -7.584, -6.921, -7.2689, -6.3867, -7.2744, -6.1776, -7.0128, -4.3717, -3.9811, -5.9925, -4.1794, -5.5242, -3.7976, -4.9745, -5.1801, -4.0289, -4.9292, -4.5805, -5.8236, -4.6283, -4.7981, -4.7007, -4.0148, -5.0094, -4.2893, -3.7835, -5.3592, -4.2929, -5.2141, -4.9339, -4.8715, -5.2682, -4.356, -4.7391, -5.109, -5.0352, -4.6557, -4.6119, -4.1935, -4.5231, -4.9849, -4.6971, -10.1575, -9.202, -11.0738, -3.9611, -6.6824, -8.8225, -11.0738, -5.8906, -8.1163, -7.8549, -9.202, -9.6875, -10.8507, -9.3246, -9.6269, -8.8225, -5.9847, -6.8766, -7.9603, -11.3615, -9.282, -11.3615, -9.4156, -12.4601, -10.5142, -12.4601, -8.7712, -12.4601, -12.4601, -2.6452, -6.1891, -5.3684, -6.649, -6.7902, -7.3184, -7.3542, -7.4428, -7.4834, -6.8397, -7.6398, -5.1038, -7.865, -7.9275, -7.3421, -8.0058, -8.0174, -8.0781, -8.0907, -8.1426, -7.5849, -5.338, -7.6561, -5.5424, -7.4903, -4.0826, -4.2745, -5.3078, -5.7303, -4.419, -6.0417, -5.129, -5.9176, -5.1801, -4.684, -4.0998, -4.5078, -4.1494, -2.9344, -5.0042, -4.1189, -4.43, -3.3292, -3.6382, -4.0831, -4.4966, -4.5353, -3.7118, -3.4205, -4.2145, -4.3792, -4.9979, -4.49, -4.9853, -4.5231, -4.8637, -4.9996, -5.0836, -6.9985, -4.8725, -8.8725, -8.5566, -10.8184, -11.7347, -4.961, -4.2142, -7.2461, -10.6361, -12.4278, -5.6377, -11.0415, -12.4278, -7.0073, -9.3368, -10.0299, -10.8184, -11.0415, -4.6551, -7.465, -8.5992, -4.518, -12.4278, -10.3484, -5.2639, -10.6361, -6.1779, -7.9735, -5.6266, -5.5072, -5.3803, -5.5516, -5.7198, -6.0562, -6.1876, -6.2233, -6.3411, -6.485, -6.2858, -6.5529, -6.5756, -6.593, -6.6913, -6.7274, -6.5009, -6.7649, -6.8074, -6.8827, -6.964, -6.0393, -4.4994, -4.6894, -4.4724, -3.5148, -4.9457, -3.8565, -4.6985, -4.4742, -4.1731, -4.6454, -5.3221, -4.1507, -4.4984, -4.3632, -5.0284, -5.2357, -4.2339, -5.267, -4.8672, -3.7837, -4.5339, -5.11, -5.0236, -5.1213, -5.0085, -5.0942, -4.9049, -5.023, -7.2189, -8.6442, -3.9011, -4.8141, -12.4284, -9.7204, -5.3284, -7.3347, -5.8717, -12.4284, -4.585, -6.6446, -8.4211, -7.0123, -8.4581, -4.826, -4.5885, -4.8794, -8.0096, -7.6663, -10.819, -8.3176, -7.2081, -11.7353, -9.2096, -7.2636, -8.6218, -7.5085, -7.5158, -9.8635, -3.1643, -3.1767, -4.3644, -4.5944, -4.993, -5.1693, -5.2637, -5.4671, -5.5709, -5.6041, -5.6634, -5.7191, -5.7666, -5.845, -5.9469, -6.2402, -6.2464, -6.3059, -6.4074, -6.4752, -6.4962, -5.2637, -5.0837, -5.1079, -5.9423, -4.8275, -5.4757, -5.0987, -4.918, -3.8672, -4.7683, -4.6913, -4.9778, -5.0333, -3.8579, -5.1313, -4.6895, -5.1736, -4.53, -4.8146, -4.9912, -4.8926, -5.0696, -5.0383, -8.4413, -9.8276, -12.3925, -8.3852, -8.1584, -4.8679, -12.3925, -10.3131, -8.5424, -10.3131, -11.2939, -7.1195, -8.7549, -6.6821, -10.0899, -6.9632, -7.7774, -7.7012, -7.3173, -9.7534, -7.8599, -6.4471, -7.4509, -12.3925, -7.7774, -9.0252, -12.3925, -9.5021, -8.2181, -9.9076, -5.0497, -5.8793, -6.2334, -6.4817, -6.7867, -6.5232, -6.5432, -6.8791, -6.8872, -6.9764, -7.1776, -7.1995, -7.2051, -7.2926, -7.2926, -7.3173, -7.3621, -7.4227, -7.0265, -7.4652, -7.0502, -7.0892, -7.1042, -6.871, -6.8831, -4.4077, -5.8315, -5.8558, -5.5901, -4.3238, -5.4808, -4.7165, -5.1015, -4.7901, -5.5297, -5.4246, -5.9972, -6.0808, -5.9628, -4.4259, -5.7618, -2.7493, -4.5079, -4.6868, -4.8498, -4.1217, -4.7901, -4.9036, -4.3232, -5.6114, -3.4858, -5.2094, -4.002, -4.1925, -4.7253, -4.7133, -3.9679, -4.8865, -4.8262, -4.5573, -4.0907, -4.5502, -4.7428, -5.0628, -4.8529, -4.8892, -5.0179, -4.284, -5.5625, -11.2718, -7.5997, -6.6902, -12.3704, -7.0621, -8.3631, -7.3015, -8.345, -8.5862, -10.761, -9.2793, -8.3099, -9.5978, -7.2287, -6.4146, -5.9818, -6.3518, -9.426, -10.4245, -7.4952, -9.3747, -3.4481, -5.2508, -11.6772, -7.8486, -9.7313, -10.0678, -6.3207, -4.8161, -4.7866, -5.2937, -5.8165, -5.8934, -6.1282, -6.1518, -6.1699, -6.389, -6.1924, -6.4329, -6.465, -6.5125, -6.5743, -6.6338, -6.6767, -6.7356, -6.7356, -6.75, -6.7646, -6.772, -5.7787, -5.568, -5.8527, -6.4732, -4.3863, -5.1858, -5.4468, -6.09, -4.4503, -5.61, -3.7449, -5.753, -5.4025, -4.9191, -5.637, -4.518, -3.9626, -4.9285, -4.7122, -3.6786, -5.2971, -4.9385, -5.1015, -4.9486, -5.0699, -4.5376, -5.4818, -5.2837, -5.3048, -5.2887, -5.2331, -5.3116, -5.4148, -5.3547, -4.0638, -8.5964, -5.3964, -7.1352, -3.6326, -3.2189, -5.3802, -5.4765, -8.2759, -4.2987, -5.8032, -8.7395, -9.764, -5.8766, -6.2293, -6.6009, -7.2911, -6.0698, -7.3217, -9.4073, -7.056, -3.9879, -5.5064, -6.3724, -10.4572, -10.7936, -8.8767, -6.5423, -5.0859, -10.1005, -3.7077, -4.5162, -4.6875, -4.7878, -4.8828, -5.1121, -5.3982, -5.7924, -6.0733, -6.1171, -6.155, -6.3118, -6.4524, -6.5225, -6.4708, -4.7897, -5.3937, -4.8667, -4.6182, -3.7056, -5.5456, -5.4599, -3.5205, -5.334, -4.2627, -4.9849, -4.531, -4.8285, -4.3549, -3.8743, -5.0012, -4.9148, -4.544, -4.5242, -5.1376, -4.7711, -5.1489, -5.1026, -5.1162, -7.5042, -4.5495, -2.8288, -8.4772, -3.9315, -5.5651, -9.0162, -5.5742, -8.3781, -8.3781, -10.739, -11.2498, -8.2541, -4.4859, -9.8635, -10.5567, -8.7108, -6.3595, -10.4025, -10.0459, -10.739, -11.6553, -6.6649, -12.3484, -9.7094, -8.3781, -5.8132, -8.1588, -9.7835, -9.1704, -6.8595, -6.9017, -6.9323, -7.0157, -7.1444, -7.2304, -7.3445, -7.6756, -7.685, -7.9296, -8.0046, -7.3997, -8.0858, -7.414, -8.2213, -8.3411, -8.3411, -7.2922, -7.6389, -3.4119, -3.8963, -4.6822, -2.7582, -5.2584, -5.7337, -5.4268, -4.7925, -5.0664, -5.0802, -6.1978, -6.2708, -4.7253, -6.152, -4.0942, -4.3467, -4.496, -4.7243, -5.5186, -5.9043, -4.9369, -5.007, -4.4691, -5.2056, -4.4071, -5.1593, -3.8995, -4.9189, -3.8085, -4.1427, -5.0719, -4.9136, -4.7551, -4.8396, -4.8731, -4.8358, -4.9979, -6.2505, -7.4743, -8.7865, -8.0933, -8.1674, -7.4002, -4.7791, -4.2886, -7.2666, -5.5907, -8.45, -10.7324, -6.7178, -9.6338, -9.1229, -6.5735, -7.6413, -11.2432, -3.9678, -6.9852, -12.3418, -7.8759, -12.3418, -11.6487, -7.8992, -7.4515, -9.8569, -11.6487, -8.6041, -7.3582, -5.1671, -5.3664, -5.3701, -5.6877, -5.7298, -5.8757, -5.8913, -6.6052, -6.3159, -6.507, -6.878, -6.6414, -7.0948, -7.1544, -7.3049, -6.9125, -5.1587, -7.1885, -6.9213, -3.8555, -4.1487, -5.6485, -4.6798, -5.2728, -3.9552, -4.879, -5.7922, -5.3252, -5.8345, -4.4156, -5.0213, -5.5284, -4.3328, -5.014, -4.368, -5.2601, -4.0428, -4.7657, -5.0279, -5.2736, -3.322, -4.2006, -3.7898, -4.042, -4.0818, -4.9977, -3.5721, -4.5302, -4.9709, -4.9278, -5.0618, -5.1725, -5.1163, -5.1633, -4.5906, -8.344, -4.1857, -7.5208, -5.8287, -8.0703, -7.8671, -5.5622, -11.2344, -6.4249, -12.333, -7.1073, -6.6666, -10.2536, -8.8067, -10.2536, -9.8481, -8.1741, -8.8067, -10.9467, -10.5413, -9.5604, -6.7126, -4.7356, -6.9624, -5.8153, -8.0023, -8.7777, -8.1135, -6.1285, -3.2564, -3.3263, -5.4084, -6.1655, -6.2462, -4.8668, -6.2485, -6.6393, -6.1025, -6.9169, -6.9955, -6.6982, -7.0755, -7.1127, -7.1235, -7.2578, -7.3494, -6.5189, -6.6393, -6.7647, -5.1926, -4.9306, -5.9294, -5.4303, -5.4475, -6.3366, -5.8036, -4.7011, -5.6997, -4.5034, -4.8651, -3.6279, -5.1499, -5.8762, -4.5162, -5.2969, -5.3967, -4.8447, -4.5837, -5.1484, -4.8155, -4.6977, -4.6314, -5.0, -4.63, -5.3679, -5.3595, -5.12, -4.959, -5.1729, -5.1514, -5.1386, -5.2725, -5.1902, -5.2505, -5.2717, -5.7633, -8.5514, -9.9377, -5.1654, -6.1494, -7.468, -8.4854, -9.9377, -8.2084, -9.9377, -9.9377, -6.8221, -9.9377, -9.9377, -8.4235, -9.2445, -8.4854, -9.9377, -6.8591, -8.5514, -8.622, -8.622, -9.9377, -9.9377, -8.5514, -9.9377, -9.2445, -9.9377, -9.9377, -9.2445, -3.2527, -4.4544, -4.5637, -4.6736, -5.1639, -5.2488, -5.3896, -5.5112, -5.7931, -5.8555, -5.7759, -5.8757, -6.1701, -6.3243, -6.3243, -6.372, -6.4862, -6.5672, -6.6022, -6.7371, -6.7596, -6.8888, -7.1098, -7.1206, -5.733, -4.1834, -4.6745, -5.8047, -6.3643, -5.5455, -5.4993, -5.3963, -4.9491, -3.9031, -5.2547, -5.9487, -3.3743, -4.1133, -4.7488, -4.6499, -4.8339, -2.8808, -4.3669, -4.5919, -4.5662, -4.7382, -4.4312, -4.8213, -4.3212, -4.7232, -4.8317, -5.0157, -4.985, -4.9578, -4.8693, -5.0466, -5.1456, -10.7325, -9.1639, -11.6488, -11.6488, -12.342, -5.9107, -8.1079, -7.069, -8.4918, -7.305, -6.3758, -8.8762, -6.1496, -11.2434, -4.4354, -12.342, -10.9557, -3.6061, -10.7325, -6.6618, -7.6325, -12.342, -11.6488, -11.2434, -12.342, -8.4502, -8.6784, -11.6488, -9.1639, -12.342, -4.5005, -3.8483, -2.1499, -4.3681, -6.2805, -2.7363, -6.513, -6.8126, -6.8572, -7.069, -7.0845, -7.1435, -7.2544, -7.49, -7.4978, -7.5057, -7.538, -7.5629, -6.8367, -7.6325, -7.7368, -4.9196, -7.305, -4.4548, -4.2128, -6.6382, -5.4382, -5.1536, -5.4174, -4.3093, -6.0449, -4.8509, -4.2491, -6.5551, -5.7139, -4.5333, -4.1149, -5.3666, -6.3939, -5.9807, -5.7981, -5.6549, -4.4864, -4.2507, -4.6995, -3.9574, -4.5588, -4.8972, -5.2884, -4.8088, -4.8464, -4.4161, -4.4417, -4.6403, -4.7521, -5.0606, -5.2313, -4.9705, -10.9228, -6.7837, -12.3091, -9.051, -12.3091, -10.0065, -5.2521, -10.9228, -4.137, -9.3134, -10.0065, -6.7294, -10.9228, -11.616, -12.3091, -12.3091, -12.3091, -9.4759, -10.3632, -12.3091, -7.7983, -12.3091, -10.3632, -10.1119, -11.616, -10.1119, -10.3632, -12.3091, -11.616, -7.9784, -2.5888, -2.7938, -5.8199, -6.498, -6.6708, -6.7256, -6.7562, -6.7757, -6.8624, -7.1273, -7.3463, -7.3675, -7.8318, -7.9524, -8.0051, -7.3819, -8.1982, -8.2148, -8.2838, -8.3201, -8.3388, -8.3388, -8.3579, -8.3971, -3.94, -4.9926, -3.7983, -1.488, -4.2467, -7.2918, -6.7679, -3.1824, -4.9401, -6.2133, -5.0284, -6.0865, -4.4474, -4.4182, -4.2716, -4.5525, -3.3968, -5.475, -4.0767, -5.0346, -4.337, -4.9289, -4.9085, -4.8796, -4.5785, -5.488, -5.5123, -5.1663, -4.9715, -4.7749, -5.0346, -5.1976, -5.2783, -5.2633, -5.9052, -8.5311, -10.2359, -4.8676, -6.5132, -10.7059, -6.4209, -7.8727, -3.308, -7.9846, -4.8805, -5.5008, -5.6899, -5.0422, -8.1106, -5.7487, -9.7504, -4.2252, -10.2359, -8.2045, -4.3787, -6.2775, -7.7304, -6.432, -9.6073, -4.8787, -4.3436, -6.2562, -8.789, -10.3694, -3.2924, -4.7331, -4.702, -5.6755, -6.1863, -6.3164, -6.3314, -6.3339, -6.1374, -6.3647, -6.4045, -6.4209, -6.4923, -5.1164, -5.4257, -4.2801, -2.9331, -4.1563, -5.5572, -4.9843, -4.6776, -5.9201, -5.7223, -4.9227, -5.7431, -4.9432, -4.8165, -5.4716, -4.2788, -5.3465, -4.5251, -5.1725, -4.4244, -4.8583, -5.0305, -4.831, -4.6618, -4.8485, -4.9092, -4.9221, -4.8192, -4.9215, -4.5131, -7.6308, -4.6971, -5.4315, -7.6503, -7.1104, -4.6491, -6.8907, -8.2862, -3.7809, -9.3849, -4.0686, -9.5672, -9.9726, -5.7284, -8.874, -5.6419, -5.2028, -7.1047, -4.9215, -8.8095, -12.2752, -7.0991, -5.6565, -5.8279, -9.9726, -11.1766, -11.5821, -12.2752, -10.1958, -4.3888, -4.4116, -4.8625, -5.2312, -5.3311, -5.4294, -6.0646, -6.3142, -6.4116, -6.4116, -6.4671, -6.4671, -6.5132, -6.5195, -6.343, -6.6333, -6.6512, -6.7458, -3.9367, -5.1136, -4.5552, -5.1508, -4.8937, -5.8122, -4.6067, -4.2432, -4.8956, -5.7256, -5.4662, -4.5592, -5.109, -4.9442, -5.0289, -4.7256, -4.31, -4.4568, -4.4821, -4.375, -4.8499, -4.6255, -4.7058, -4.9507, -4.9088, -5.0838, -3.5928, -8.2236, -5.1342, -2.8557, -10.8804, -10.8804, -2.9522, -5.3159, -4.2291, -9.8688, -5.5297, -10.1872, -3.2868, -4.1559, -10.3208, -9.7818, -5.5156, -5.0573, -6.3668, -5.4423, -9.9641, -6.7532, -5.9263, -12.2667, -9.3222, -9.4335, -4.8939, -5.5623, -7.6716, -5.7402, -5.7314, -5.7446, -5.8162, -6.3371, -6.3668, -6.4525, -6.5366, -6.6355, -4.3151, -6.9734, -6.9937, -7.0356, -5.1286, -6.4706, -4.4486, -4.7612, -4.1019, -4.3787, -6.0245, -5.7, -4.8497, -4.8765, -5.5647, -4.5686, -4.059, -3.5503, -4.172, -4.8759, -4.7579, -4.9737, -4.3466, -4.7113, -5.2358, -5.1058, -5.0919, -5.0596, -4.9703, -4.7564, -5.3573, -6.9607, -9.173, -6.1933, -9.2683, -5.4343, -4.5715, -6.9558, -6.0923, -4.9744, -5.4332, -7.6197, -5.104, -7.3082, -10.3181, -9.6991, -6.9657, -9.625, -4.2444, -9.6991, -10.4723, -7.2142, -11.1654, -6.4589, -10.0668, -5.4129, -7.6689, -4.6153, -7.6293, -4.6068, -5.4256, -5.5572, -5.7733, -5.7825, -6.2479, -6.3452, -6.3891, -6.3948, -6.3976, -6.5339, -6.567, -6.6436, -6.7918, -6.8659, -6.9362, -5.8343, -6.6328, -5.7434, -6.0336, -3.0892, -4.1287, -4.8708, -5.0495, -4.6158, -5.4594, -5.2564, -5.7288, -4.6833, -4.8647, -5.0562, -4.0545, -5.2385, -4.4846, -4.1467, -4.9896, -4.622, -4.7558, -5.0719, -4.7422, -4.8245, -5.04, -4.933, -5.1916, -4.8351, -5.0779, -5.1501, -5.1388, -5.1444], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6646, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6611, 2.6611, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6658, 2.6116, 2.5433, 2.5443, 2.5504, 2.4856, 2.5032, 2.4226, 2.4942, 2.5014, 2.4225, 2.3453, 2.2815, 2.5176, 2.2223, 2.3613, 2.1817, 2.2522, 2.256, 1.9621, 2.379, 2.2182, 2.2799, 2.3004, 2.1289, 2.0356, 2.1022, 2.0363, 1.883, 2.0563, 2.0633, 1.605, 0.9853, 1.6885, 1.6944, 1.7494, 1.7156, 1.7653, 1.4726, 1.7662, 0.7789, 0.9194, 0.9209, 0.8515, 1.0998, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7942, 2.7885, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7959, 2.7845, 2.7904, 2.7668, 2.7903, 2.7517, 2.775, 2.6092, 2.5652, 2.6665, 2.4755, 2.5949, 2.3502, 2.5055, 2.5044, 2.2674, 2.3353, 2.2431, 2.5246, 2.2159, 2.2404, 2.1571, 1.911, 2.2495, 1.9473, 1.6678, 2.3214, 1.8182, 2.1701, 1.9732, 1.8521, 2.0053, 1.1453, 1.489, 1.7089, 1.5909, 1.0176, 0.9125, 0.04, 0.1543, -0.2149, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8247, 2.8155, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8193, 2.8266, 2.8004, 2.8266, 2.8266, 2.8204, 2.8266, 2.8266, 2.8266, 2.8266, 2.8266, 2.8189, 2.7774, 2.8181, 2.7677, 2.8125, 2.6866, 2.6905, 2.7033, 2.7122, 2.588, 2.6967, 2.6248, 2.678, 2.6103, 2.5531, 2.4672, 2.4995, 2.4264, 2.272, 2.5141, 2.3811, 2.3866, 2.1438, 2.0702, 2.1562, 2.232, 2.2391, 1.9405, 1.6922, 1.6026, 1.6996, 2.0655, 1.0984, 1.9677, 0.8012, 1.2976, 1.8026, 1.0445, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8322, 2.8337, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8325, 2.8347, 2.8347, 2.8347, 2.8347, 2.8347, 2.8322, 2.8347, 2.8347, 2.8347, 2.8347, 2.8229, 2.7651, 2.7644, 2.7517, 2.5703, 2.6655, 2.5009, 2.6002, 2.5312, 2.4285, 2.4953, 2.5833, 2.287, 2.3567, 2.2457, 2.4453, 2.4605, 1.8503, 2.363, 2.0313, 0.9863, 1.4257, 2.0334, 1.7786, 1.8491, 1.3542, 1.658, -0.0176, 0.7965, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.857, 2.8568, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8571, 2.8419, 2.8041, 2.7653, 2.787, 2.5756, 2.6902, 2.5573, 2.4078, 1.9951, 2.3273, 2.1589, 2.3142, 2.2701, 0.9121, 2.173, 0.9628, 1.9145, 0.1473, 0.7739, 1.2825, 0.7978, 1.0967, 0.6973, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8659, 2.8707, 2.8737, 2.8737, 2.8737, 2.871, 2.8708, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8737, 2.8693, 2.8737, 2.8691, 2.8688, 2.8686, 2.8658, 2.8614, 2.7635, 2.7811, 2.7628, 2.7139, 2.5864, 2.6953, 2.6003, 2.638, 2.564, 2.6542, 2.6361, 2.7094, 2.701, 2.6723, 2.3746, 2.6292, 1.9281, 2.2815, 2.3253, 2.2284, 1.9685, 2.17, 2.1846, 1.9143, 2.4666, 1.4014, 2.2621, 1.524, 1.627, 1.8981, 1.7961, 1.1449, 1.8502, 1.7, 1.292, 0.6793, 1.1853, 1.1829, 1.4892, 0.6463, 0.3172, 0.5065, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8844, 2.8815, 2.8841, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8829, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.8849, 2.833, 2.7718, 2.7645, 2.8442, 2.4526, 2.6033, 2.6457, 2.7703, 2.3998, 2.6208, 2.0721, 2.656, 2.5104, 2.2672, 2.5488, 2.0083, 1.6496, 2.1107, 1.9128, 0.9988, 2.2214, 1.9166, 1.9712, 1.7931, 1.8286, 1.1357, 2.2742, 1.8264, 1.6656, 1.4788, 1.1972, 1.4609, 1.8499, 1.3341, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8906, 2.8879, 2.8139, 2.8399, 2.7489, 2.7016, 2.579, 2.8043, 2.7891, 2.3418, 2.729, 2.3633, 2.4194, 2.0339, 2.1644, 1.6047, 1.0129, 2.2371, 2.02, 1.3562, 0.9771, 2.2814, 0.7549, 1.9825, 1.4259, 1.0673, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.9051, 2.8982, 2.9051, 2.8979, 2.9051, 2.9051, 2.9051, 2.8923, 2.8964, 2.771, 2.772, 2.7411, 2.5661, 2.6918, 2.7188, 2.6768, 2.5667, 2.5764, 2.5767, 2.7101, 2.7009, 2.4008, 2.6613, 2.1433, 2.0876, 2.132, 2.1575, 2.3174, 2.4819, 2.0334, 2.0594, 1.7589, 2.1305, 1.6717, 2.0723, 1.2133, 1.9026, 0.8688, 1.0637, 1.9848, 1.6126, 1.1707, 1.2392, 0.9762, 0.6154, 0.5906, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.913, 2.9122, 2.913, 2.913, 2.913, 2.913, 2.913, 2.9114, 2.913, 2.9083, 2.91, 2.913, 2.9097, 2.913, 2.913, 2.913, 2.9087, 2.876, 2.9076, 2.8999, 2.794, 2.7953, 2.8367, 2.7616, 2.7841, 2.6814, 2.7484, 2.7866, 2.692, 2.7553, 2.5298, 2.6056, 2.6898, 2.441, 2.5424, 2.353, 2.5825, 2.1966, 2.4018, 2.49, 2.575, 1.5653, 1.9657, 1.7114, 1.6312, 1.5705, 2.2742, 0.6613, 1.6533, 1.7178, 1.5025, 1.738, 2.1612, 1.6307, 1.0167, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9146, 2.9146, 2.9138, 2.9148, 2.9148, 2.8989, 2.9125, 2.9148, 2.9091, 2.9148, 2.9148, 2.9112, 2.9148, 2.9148, 2.9148, 2.9148, 2.9148, 2.9058, 2.9048, 2.9033, 2.829, 2.7088, 2.7551, 2.6833, 2.6553, 2.7974, 2.6597, 2.395, 2.6254, 2.2834, 2.3468, 1.8234, 2.3379, 2.6105, 2.0123, 2.3464, 2.3876, 2.0131, 1.8313, 2.1585, 1.8803, 1.7863, 1.6883, 1.9071, 1.4551, 2.2013, 2.132, 1.6387, 1.221, 1.4519, 1.2789, 0.9178, 1.4745, 0.3342, 0.8338, 1.1627, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9316, 2.9318, 2.9309, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9303, 2.9302, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9318, 2.9173, 2.8506, 2.86, 2.8846, 2.9085, 2.8226, 2.8148, 2.7795, 2.6789, 2.4692, 2.6735, 2.8215, 2.2378, 2.3851, 2.5165, 2.4902, 2.5319, 1.8892, 2.0561, 2.1649, 2.0098, 2.0343, 1.653, 1.9531, 1.2673, 1.5394, 1.5309, 1.8542, 1.779, 1.7112, 1.0564, 1.4318, 2.0886, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.9436, 2.9297, 2.908, 2.9227, 2.9417, 2.9057, 2.941, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.944, 2.9362, 2.944, 2.944, 2.8927, 2.9375, 2.8312, 2.8211, 2.9102, 2.8535, 2.8334, 2.7383, 2.5813, 2.7939, 2.6086, 2.4215, 2.8371, 2.6615, 2.4015, 2.3001, 2.5393, 2.7998, 2.6683, 2.587, 2.5333, 2.0289, 1.8972, 2.0713, 1.7159, 1.9252, 2.0559, 2.2435, 1.8314, 1.7785, 1.3195, 1.0595, 0.684, 0.7471, 1.4679, 2.007, 0.8465, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9387, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9461, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.9532, 2.8876, 2.8985, 2.873, 2.7455, 2.7717, 2.897, 2.8601, 2.4807, 2.6123, 2.7081, 2.3173, 2.5355, 2.031, 2.0014, 1.8897, 1.8154, 1.2806, 2.143, 1.3746, 1.8785, 1.1874, 1.4941, 1.446, 1.4201, 1.1571, 1.8577, 1.7756, 1.343, 0.9287, 0.3379, 0.6558, 0.9304, 1.1915, 0.8155, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9631, 2.9622, 2.9618, 2.9633, 2.9633, 2.9633, 2.9633, 2.9633, 2.9611, 2.9633, 2.9633, 2.9633, 2.9633, 2.8955, 2.8783, 2.7655, 2.5661, 2.6817, 2.8523, 2.6633, 2.5336, 2.8579, 2.7868, 2.5193, 2.7873, 2.4996, 2.4306, 2.6667, 2.0409, 2.5786, 2.0998, 2.4264, 1.4758, 1.9004, 2.008, 1.5235, 1.1874, 1.2417, 1.3645, 1.3405, 0.8712, 0.7416, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.9727, 2.973, 2.9722, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.973, 2.9705, 2.973, 2.973, 2.973, 2.8375, 2.8934, 2.8438, 2.7305, 2.6628, 2.8373, 2.5513, 2.4302, 2.5789, 2.7683, 2.6643, 2.1268, 2.4273, 2.316, 2.278, 1.8759, 1.3804, 1.3925, 1.4182, 1.151, 1.6939, 0.8757, 0.9465, 1.1057, 0.6156, 1.4735, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9751, 2.9497, 2.9751, 2.9751, 2.9751, 2.9392, 2.9665, 2.9243, 2.8616, 2.7483, 2.7461, 2.8906, 2.8212, 2.6189, 2.5986, 2.7388, 2.3723, 2.0198, 1.337, 1.5184, 1.8527, 1.5823, 1.7904, 0.7662, 1.2483, 1.9985, 1.5344, 1.2707, 1.1068, 0.5541, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9774, 2.9773, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9785, 2.9656, 2.9749, 2.9439, 2.9472, 2.8144, 2.8207, 2.853, 2.8192, 2.7596, 2.836, 2.8017, 2.8623, 2.6503, 2.5892, 2.6346, 1.765, 2.4723, 1.8556, 1.3793, 2.1748, 1.6924, 1.714, 2.1047, 1.348, 0.8659, 1.6155, 0.9672, 1.9484, 0.0522, 1.1847, 1.4376, 1.0893, 1.0356]}, \"token.table\": {\"Topic\": [17, 1, 3, 4, 9, 3, 6, 3, 16, 8, 12, 5, 7, 8, 10, 11, 15, 16, 17, 18, 8, 10, 8, 1, 4, 6, 17, 1, 6, 17, 9, 1, 3, 6, 14, 11, 8, 8, 11, 13, 14, 15, 1, 2, 3, 7, 9, 11, 13, 9, 1, 3, 4, 9, 11, 13, 1, 2, 4, 5, 6, 7, 9, 10, 11, 13, 14, 15, 16, 17, 18, 1, 2, 5, 9, 14, 8, 15, 1, 6, 9, 1, 2, 9, 6, 5, 7, 9, 10, 14, 1, 5, 7, 13, 1, 11, 4, 4, 4, 1, 3, 4, 1, 3, 4, 9, 17, 12, 16, 17, 16, 1, 16, 16, 13, 16, 8, 8, 3, 8, 10, 14, 3, 10, 10, 12, 3, 12, 1, 7, 9, 15, 10, 11, 18, 2, 6, 2, 13, 14, 5, 8, 11, 13, 8, 8, 11, 17, 11, 15, 15, 13, 3, 5, 10, 11, 17, 1, 3, 7, 11, 13, 16, 15, 10, 8, 13, 5, 12, 16, 18, 12, 2, 1, 12, 8, 14, 1, 5, 7, 10, 17, 1, 3, 5, 7, 9, 13, 17, 1, 3, 12, 13, 5, 6, 10, 12, 14, 14, 18, 2, 17, 6, 8, 9, 12, 13, 14, 17, 14, 11, 12, 10, 13, 1, 3, 12, 17, 13, 14, 4, 10, 17, 18, 9, 11, 5, 3, 8, 8, 18, 12, 8, 10, 3, 10, 11, 4, 7, 6, 7, 8, 8, 18, 3, 6, 2, 6, 1, 3, 4, 10, 11, 12, 6, 9, 4, 6, 7, 12, 14, 18, 12, 15, 15, 15, 4, 6, 2, 16, 6, 3, 6, 14, 8, 16, 7, 13, 5, 12, 13, 10, 12, 10, 13, 14, 11, 18, 8, 18, 10, 4, 2, 4, 5, 6, 7, 8, 9, 11, 12, 14, 16, 18, 12, 1, 4, 17, 10, 1, 3, 6, 9, 12, 18, 3, 6, 16, 10, 7, 8, 13, 16, 4, 11, 3, 2, 5, 7, 8, 9, 11, 13, 14, 15, 16, 17, 6, 5, 15, 13, 1, 3, 5, 7, 5, 6, 9, 16, 16, 5, 8, 15, 5, 6, 4, 2, 12, 10, 3, 6, 9, 6, 3, 6, 12, 7, 11, 17, 1, 4, 6, 9, 18, 18, 9, 17, 18, 1, 2, 4, 9, 10, 14, 15, 17, 18, 8, 16, 5, 11, 15, 16, 6, 8, 9, 11, 12, 13, 15, 5, 9, 16, 17, 8, 11, 12, 14, 6, 9, 14, 2, 5, 6, 9, 13, 15, 16, 16, 3, 13, 2, 8, 11, 17, 17, 1, 7, 2, 5, 10, 11, 16, 18, 15, 1, 7, 1, 1, 5, 18, 3, 18, 17, 18, 15, 7, 4, 4, 7, 1, 3, 9, 12, 1, 17, 13, 6, 6, 12, 1, 2, 11, 2, 9, 3, 6, 10, 15, 11, 13, 13, 1, 3, 6, 11, 9, 10, 13, 14, 15, 4, 2, 3, 5, 8, 9, 13, 8, 11, 18, 18, 8, 3, 8, 14, 15, 17, 3, 17, 3, 5, 4, 1, 3, 9, 1, 5, 13, 2, 3, 8, 17, 2, 5, 7, 10, 11, 14, 16, 11, 5, 7, 8, 9, 13, 15, 17, 16, 2, 13, 14, 15, 18, 5, 8, 10, 11, 15, 16, 17, 18, 6, 17, 18, 6, 2, 1, 7, 13, 3, 15, 2, 15, 15, 3, 3, 4, 15, 18, 2, 3, 4, 5, 6, 7, 11, 13, 14, 16, 17, 18, 3, 10, 11, 17, 3, 4, 11, 14, 2, 8, 1, 12, 13, 1, 9, 12, 17, 1, 7, 12, 8, 13, 10, 1, 2, 8, 3, 4, 10, 9, 8, 15, 10, 12, 18, 1, 2, 4, 5, 6, 12, 6, 8, 5, 4, 1, 2, 4, 9, 12, 18, 12, 2, 16, 8, 13, 13, 2, 2, 2, 7, 9, 12, 12, 4, 10, 10, 2, 4, 5, 7, 10, 14, 15, 16, 8, 13, 9, 11, 11, 7, 7, 8, 12, 5, 8, 10, 11, 15, 8, 5, 6, 7, 8, 9, 12, 15, 16, 17, 18, 2, 11, 13, 6, 2, 15, 10, 18, 8, 14, 2, 9, 11, 15, 6, 14, 14, 8, 8, 13, 1, 8, 10, 14, 15, 16, 3, 9, 12, 1, 3, 6, 8, 14, 17, 1, 3, 14, 15, 17, 11, 2, 15, 14, 5, 5, 13, 8, 12, 13, 14, 15, 17, 18, 1, 3, 12, 14, 7, 13, 16, 5, 13, 1, 3, 4, 11, 12, 17, 1, 1, 3, 14, 3, 5, 5, 5, 5, 12, 10, 12, 12, 1, 5, 7, 8, 11, 12, 16, 17, 12, 9, 9, 2, 7, 9, 1, 12, 14, 5, 5, 2, 2, 11, 15, 2, 13, 5, 8, 1, 8, 10, 11, 15, 1, 10, 10, 12, 5, 14, 1, 15, 18, 13, 7, 13, 1, 4, 9, 16, 16, 5, 13, 10, 6, 7, 2, 6, 8, 10, 11, 13, 4, 7, 6, 1, 3, 4, 4, 2, 13, 17, 1, 4, 5, 9, 14, 15, 5, 3, 15, 15, 15, 18, 5, 12, 4, 9, 17, 9, 9, 4, 5, 6, 9, 12, 17, 3, 4, 6, 9, 10, 11, 12, 15, 16, 17, 18, 14, 17, 1, 3, 4, 5, 13, 14, 15, 16, 17, 4, 9, 10, 1, 7, 9, 17, 3, 1, 2, 9, 18, 3, 5, 1, 2, 6, 9, 12, 18, 2, 5, 8, 17, 17, 8, 10, 11, 14, 12, 10, 4, 6, 7, 9, 12, 17, 18, 2, 3, 4, 5, 10, 11, 13, 14, 15, 17, 11, 4, 11, 4, 12, 1, 2, 4, 5, 6, 7, 8, 9, 11, 14, 17, 18, 2, 8, 3, 5, 2, 8, 11, 9, 6, 7, 8, 9, 13, 7, 18, 16, 4, 4, 3, 14, 10, 17, 11, 12, 7, 5, 1, 18, 8, 15, 12, 15, 18, 1, 10, 1, 10, 7, 8, 9, 10, 11, 16, 17, 18, 13, 18, 7, 8, 13, 18, 3, 8, 10, 11, 4, 7, 4, 7, 1, 4, 18, 6, 15, 16, 7, 7, 5, 5, 12, 16, 18, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 18, 4, 7, 18, 7, 18, 18, 7, 13, 11, 13, 4, 11, 6, 9, 11, 15, 17, 18, 1, 1, 2, 10, 1, 2, 6, 10, 13, 14, 18, 14, 1, 3, 1, 2, 6, 16, 6, 8, 12, 4, 3, 10, 3, 10, 6, 10, 18, 7, 13, 18, 9, 9, 9, 9, 9, 4, 13, 15, 16, 3, 14, 1, 14, 6, 12, 8, 9, 2, 5, 6, 8, 9, 10, 11, 12, 14, 15, 17, 18, 1, 4, 5, 12, 1, 1, 18, 11, 18, 3, 4, 6, 9, 10, 13, 14, 16, 17, 18, 15, 1, 2, 14, 2, 3, 10, 14, 15, 6, 17, 17, 6, 3, 1, 4, 6, 9, 12, 18, 6, 6, 3, 11, 9, 3, 18, 3, 2, 8, 9, 11, 12, 15, 18, 4, 9, 11, 12, 1, 4, 6, 7, 14, 4, 7, 10, 18, 12, 6, 4, 11, 16, 2, 13, 5, 12, 6, 8, 9, 17, 1, 3, 5, 6, 7, 7, 7, 4, 5, 7, 8, 11, 12, 15, 17, 18, 1, 6, 7, 9, 11, 12, 14, 15, 17, 18, 5, 6, 7, 8, 9, 16, 17, 18, 5, 6, 7, 9, 12, 13, 16, 17, 18, 6, 6, 12, 16, 15, 5, 7, 12, 18, 5, 7, 8, 13, 16, 18, 3, 7, 8, 10, 13, 14, 15, 1, 7, 9, 1, 17, 6, 18, 9, 6, 8, 11, 13, 11, 13, 11, 13, 1, 4, 7, 9, 9, 9, 1, 3, 1, 3, 4, 14, 1, 3, 4, 5, 6, 9, 12, 14, 15, 17, 18, 10, 8, 1, 3, 4, 17, 18, 3, 4, 17, 18, 8, 13, 1, 3, 4, 5, 9, 10, 11, 12, 13, 15, 16, 3, 4, 3, 4, 5, 7, 9, 10, 4, 10, 8, 2, 6, 2, 15, 4, 12, 10, 1, 5, 5, 1, 5, 8, 9, 10, 11, 13, 14, 15, 16, 1, 2, 5, 7, 9, 10, 13, 17, 3, 5, 11, 10, 13, 16, 16, 2, 3, 1, 14, 14, 14, 1, 1, 1, 1, 13, 2, 4, 11, 12, 2, 1, 4, 12, 16, 18, 3, 10, 2, 13, 8, 13, 1, 3, 4, 11, 4, 11, 6, 8, 9, 10, 12, 4, 8, 9, 11, 13, 2, 1, 4, 7, 9, 12, 18, 2, 4, 6, 12, 17, 18, 5, 11, 1, 2, 9, 11, 14, 11, 12, 8, 6, 9, 12, 15, 17, 18, 6, 2, 6, 6, 8, 11, 4, 1, 3, 4, 9, 18, 14, 8, 7, 1, 8, 9, 17, 5, 9, 11, 11, 9, 2, 5, 6, 7, 11, 15, 16, 18, 1, 3, 4, 9, 12, 18, 9, 2, 8, 11, 13, 15, 17, 8, 1, 2, 4, 6, 7, 9, 12, 13, 14, 15, 18, 2, 6, 9, 12, 14, 2, 6, 9, 9, 17, 17, 11, 14, 16, 2, 6, 7, 8, 11, 13, 16, 18, 6, 2, 8, 11, 13, 14, 15, 14, 5, 2, 11, 1, 4, 5, 7, 9, 10, 14, 17, 18, 17, 11, 11, 16, 6, 7, 9, 12, 15, 13, 8, 10, 11, 15, 17, 6, 7, 9, 16, 1, 4, 16, 10, 3, 4, 7, 11, 12, 16, 17, 18, 5, 11, 11, 18, 11, 2, 6, 7, 8, 10, 11, 16, 18, 3, 13, 6, 18, 4, 5, 7, 14, 12, 8, 12, 18, 4, 8, 14, 14, 5, 8, 9, 13, 18, 1, 3, 4, 5, 7, 10, 17, 13, 4, 14, 7, 18, 6, 12, 14, 17, 18, 4, 16, 4, 9, 13, 15, 3, 13, 18, 2, 8, 11, 5, 1, 4, 5, 10, 16, 1, 10, 18, 5, 5, 2, 4, 13, 18, 1, 10, 11, 12, 14, 15, 16, 17, 1, 12, 14, 15, 17, 12, 2, 3, 6, 9, 13, 14, 15, 6, 6, 2, 14, 7, 7, 12, 7, 1, 9, 11, 11, 1, 3, 5, 10, 11, 18, 2, 2, 2, 6, 12, 13, 8, 1, 2, 8, 10, 13, 7, 4, 5, 7, 8, 10, 11, 15, 16, 17, 18, 6, 14, 12, 9, 8, 2, 15, 10, 14, 14, 14, 3, 12, 1, 1, 8, 12, 10, 1, 2, 6, 12, 18, 1, 4, 5, 14, 15, 17, 18, 12, 5, 7, 14, 9, 2, 14, 11, 7, 8, 13, 16, 18, 15, 15, 5, 15, 1, 3, 4, 5, 10, 12, 11, 15, 16, 4, 5, 6, 7, 10, 12, 13, 15, 16, 17, 18, 5, 1, 3, 9, 15, 4, 8, 4, 10, 12, 17, 2, 3, 6, 7, 8, 10, 11, 14, 15, 6, 13, 15, 2, 10, 11, 12, 14, 15, 18, 1, 3, 4, 6, 12, 15, 16, 17, 18, 4, 11, 13, 16, 5, 11, 13, 16, 2, 1, 4, 9, 12, 17, 18, 13, 2, 15, 13, 8, 11, 13, 14, 15, 4, 1, 9, 5, 14, 16, 16, 10, 4, 11, 16, 9, 6, 8, 9, 17, 4, 5, 16, 6, 11, 9, 17, 1, 9, 2, 15, 15, 7, 14, 16, 1, 9, 17, 1, 9, 12, 13, 18, 1, 9, 1, 3, 9, 12, 1, 3, 12, 1, 11, 13, 15, 4, 6, 10, 14, 15, 16, 18, 3, 16, 11, 12, 6, 5, 13, 8, 10, 11, 10, 10, 14, 6, 9, 9, 13, 7, 4, 9, 13, 2, 5, 6, 7, 9, 14, 15, 2, 4, 5, 10, 10, 17, 18, 11, 12, 4, 15, 14, 14, 3, 14, 15, 2, 5, 8, 9, 17, 14, 18, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16, 18, 1, 3, 5, 7, 14, 17, 18, 3, 16, 7, 1, 9, 18, 18, 8, 11, 2, 4, 10, 11, 16, 18, 8, 13, 13, 13, 1, 14, 1, 2, 15, 2, 15, 2, 15, 15, 15, 7, 18, 16, 16, 3, 4, 5, 6, 9, 12, 18, 9, 2, 3, 11, 14, 6, 6, 8, 14, 14, 14, 14, 3, 5, 12, 14, 15, 18, 5, 1, 2, 12, 4, 4, 17, 17, 1, 3, 14, 8, 18, 2, 7, 9, 10, 16, 17, 1, 10, 11, 15, 4, 15, 15, 3, 5, 10, 4, 11, 17, 18, 4, 4, 4, 2, 5, 13, 17, 18, 3, 9, 17, 1, 3, 9, 17, 3, 1, 3, 12, 13, 1, 10, 14, 1, 10, 11, 14, 15, 8, 8, 8, 9, 13, 1, 3, 4, 5, 7, 10, 12, 13, 15, 17, 5, 14, 14, 4, 8, 2, 4, 5, 8, 10, 13, 15, 16, 2, 2, 15, 7, 6, 5, 10, 18, 2, 8, 10, 11, 2, 18, 13, 7, 7, 2, 9, 10, 11, 12, 14, 9, 13, 3, 13, 8, 1, 4, 5, 10, 13, 3, 1, 2, 8, 10, 11, 15, 16, 3, 5, 6, 7, 8, 10, 11, 13, 15, 17, 2, 4, 5, 7, 10, 12, 13, 14, 15, 17, 3, 4, 5, 7, 10, 11, 18, 17, 14, 7, 2, 1, 15, 3, 2, 1, 4, 7, 12, 1, 12, 11, 15, 11, 15, 5, 11, 16, 3, 2, 3, 9, 9, 15, 8, 12, 13, 12, 6, 8, 13, 5, 8, 10, 13, 7, 6, 7, 7, 8, 6, 16, 18, 8, 11, 14, 11, 3, 6, 10, 16, 10, 2, 5, 7, 8, 10, 11, 12, 13, 6, 8, 12, 15, 18, 7, 16, 2, 9, 11, 14, 1, 4, 11, 10, 11, 1, 2, 5, 7, 13, 14, 4, 10, 5, 8, 10, 11, 15, 16, 17, 18, 10, 11, 13, 15, 16, 11, 3, 4, 3, 13, 11, 1, 4, 5, 7, 7, 3, 16, 13, 8, 8, 1, 13, 1, 2, 6, 9, 17, 12, 17, 18, 1, 16, 11, 13, 7, 16, 18, 2, 2, 3, 4, 18, 2, 2, 5, 6, 14, 5, 13, 16, 10, 11, 16, 17, 9, 12, 16, 10, 17, 17, 17, 18, 14, 6, 7, 16, 7, 7, 13, 16, 7, 18, 15, 16, 14, 17, 2, 14, 15, 1, 3, 4, 1, 2, 13, 4, 13, 14, 15, 17, 8, 8, 13, 10, 6, 8, 11, 15, 1, 3, 5, 6, 10, 16, 1, 3, 4, 8, 9, 10, 11, 12, 14, 15, 17, 18, 1, 6, 9, 11, 12, 11, 16, 16, 10, 6, 13, 14, 17, 12, 12, 13, 3, 4, 10, 5, 8, 5, 15, 18, 1, 3, 11, 12, 3, 16, 12, 16, 3, 7, 11, 14, 12, 9, 16, 9, 13, 17, 2, 1, 3, 4, 7, 12, 12, 18, 18, 1, 2, 3, 4, 9, 2, 6, 9, 1, 10, 12, 3, 3, 3, 18, 6, 12, 18, 4, 12, 10, 10, 2, 4, 5, 7, 10, 11, 13, 15, 18, 1, 2, 6, 7, 9, 12, 14, 17, 15, 4, 7, 8, 11, 2, 6, 6, 7, 8, 10, 16, 17, 1, 6, 18, 18, 18, 5, 7, 9, 15, 1, 3, 5, 17, 11, 12, 13, 15, 18, 1, 9, 14, 14, 3, 7, 8, 9, 11, 15, 16, 17, 18, 1, 2, 5, 8, 10, 11, 12, 14, 10, 14, 1, 2, 3, 5, 10, 11, 14, 15, 13, 16, 8, 5, 9, 3, 1, 1, 1, 1, 3, 9, 17, 12, 17, 17, 11, 3, 4, 5, 2, 13, 17, 14, 6, 1, 12, 3, 13, 10, 3, 4, 5, 7, 1, 3, 6, 9, 12, 14, 8, 13, 2, 4, 8, 11, 16, 5, 8, 11, 1, 4, 7, 7, 2, 12, 2, 5, 1, 1, 3, 5, 7, 10, 11, 14, 15, 17, 13, 12, 17, 13, 7, 2, 2, 10, 16, 10, 17, 17, 17, 5, 13, 18, 17, 14, 1, 4, 6, 7, 10, 12, 14, 15, 17, 16, 11, 17, 10, 17, 17, 5, 5, 13, 5, 6, 7, 8, 10, 11, 15, 16, 17, 18, 3, 16, 17, 4, 5, 6, 8, 12, 13, 15, 16, 18, 7, 6, 6, 4, 5, 8, 10, 15, 16, 17, 16, 18, 12, 18, 4, 12, 12, 16, 18, 3, 7, 16, 14, 3, 12, 9, 12, 13, 14, 16, 16, 9, 17, 18, 17, 17, 10, 5, 3, 16, 16, 16, 5, 8, 1, 8, 11, 11, 7, 7, 16, 11, 2, 2, 4, 7, 2, 12, 16, 2, 1, 1, 15, 1, 12, 3, 5, 13, 17, 12, 2, 6, 17, 10, 11, 2, 16, 3, 16, 3, 18, 6, 3, 5, 5, 5, 9, 16, 16, 14, 16, 4, 8, 1, 2, 8, 12, 14, 7, 8, 9, 13, 7, 13, 9, 5, 1, 4, 5, 1, 3, 6, 7, 9, 3, 12, 12, 18, 17, 2, 9, 15, 15, 15, 15, 2, 3, 5, 14, 15, 7, 16, 18, 7, 15, 7, 3, 8, 13, 18, 7, 16, 5, 7, 8, 10, 11, 13, 14, 15, 16, 17, 18, 3, 9, 17, 18, 18, 7, 14, 6, 8, 17, 14, 18, 11, 7, 6, 18, 14, 3, 6, 8, 9, 9, 1, 3, 6, 9, 11, 13, 14, 16, 17, 18, 3, 4, 5, 11, 14, 17, 1, 9, 1, 4, 7, 9, 12, 4, 6, 7, 8, 10, 12, 15, 17, 18, 5, 6, 8, 13, 14, 15, 16, 17, 18, 8, 9, 18, 9], \"Freq\": [0.9997435426117153, 0.10649444287705427, 0.6440009400165136, 0.14889859376809952, 0.1006856550837604, 0.9934742623947259, 0.00699629762249807, 0.9956294114210741, 0.9999048015081642, 0.04661118431545661, 0.9536396358594772, 0.030660488713216145, 0.1850156529218107, 0.013159008031423237, 0.24396800890258682, 0.19475331886506392, 0.1775150183438995, 0.08184902995545254, 0.05421511308946374, 0.018817381484935232, 0.15159413338448555, 0.8481430393666476, 0.9999259900718651, 0.5845751936178993, 0.043625014449096965, 0.3194890764066219, 0.05235001733891636, 0.15996017207998903, 0.66581712652098, 0.1743155721384496, 1.030937422456905, 0.10991111867766967, 0.2515128573859718, 0.5244043076497512, 0.1141868372532312, 0.9990139606319512, 1.0019470945391584, 0.02221946292358348, 0.2316259120595141, 0.3117118899351639, 0.01278818009990416, 0.42169023879433964, 0.31917902430226625, 0.38922549895566577, 0.00017643948275415493, 0.05152032896421324, 0.0606951820674293, 0.13532908327243684, 0.044109870688538735, 1.0020326349113844, 0.039241167759038305, 0.10015085912912806, 0.1833896998301184, 0.4415622311471583, 0.17348031403238146, 0.06223094280978802, 0.9994621237979359, 0.15204770866833217, 0.06376537344992315, 0.02185785528600368, 0.09376009457232236, 0.015795092505944266, 0.051905758538052536, 0.06424401261676994, 0.07573135262109304, 0.03435565575367002, 0.17103372895325508, 0.034142927235071445, 0.09466419077636631, 0.08881415651490547, 0.03786567631054652, 0.3763086504426428, 0.07182500851089864, 0.056742992954393244, 0.17455578660480014, 0.32055464211490564, 0.9035546962678953, 0.09651975660312347, 0.9997067901685107, 0.96954930340459, 0.9998456589224906, 0.08983771925075681, 0.12691360338598978, 0.7842975490145436, 1.0054585368640192, 0.10071205193877023, 0.6156850093672335, 0.1293439076589375, 0.05746393420760845, 0.09690781936056618, 0.6940578231901272, 0.09306093659253392, 0.06238722006203391, 0.15076911514991528, 0.40537126171211807, 0.5946128046086785, 0.9999236328818654, 0.9998891230067012, 0.901570488663977, 0.024704494889557515, 0.9738167171581392, 0.0011490462739329077, 0.29264370744873075, 0.12608897214724873, 0.05659342238236978, 0.43486033882411596, 0.0900216615097799, 0.12589453203809944, 0.8727880538410548, 0.001210524346520187, 1.0003497969694497, 0.000774941753206165, 0.9988999198827466, 1.000539661699598, 0.7586357876807678, 0.2407791415446137, 1.0000730260467205, 0.9999120735332067, 0.05081871479819943, 0.07719298450359408, 0.8015204890956518, 0.07011696092409796, 0.0729304553568217, 0.926524939885256, 0.999949977121604, 0.9984576353147921, 0.01453754410888632, 0.986130075386122, 0.9972472870719699, 0.004225624097762584, 0.001896724680035318, 0.9976771816985773, 0.9963024712022864, 0.0026081216523620066, 1.0196515437150035, 0.004309492625084968, 0.9954927963946276, 1.010024626463448, 1.000503505631054, 1.0073990415346545, 0.003247274806784415, 0.52015438268674, 0.08472435177701156, 0.39173942441844717, 0.9300370159837166, 0.2526984202146284, 0.5618467124112353, 0.18564051859845265, 0.06526452935936224, 0.9341785574967536, 0.9999948465992999, 0.9986739225955131, 0.032866115485467244, 0.060863176824939344, 0.6901884251948122, 0.21586140047245153, 1.000585201773716, 0.046747910444650195, 0.2940272538027846, 0.4436063148139443, 0.07268729977674268, 0.12278452697581141, 0.020095900526511213, 1.0306869545195325, 0.9987703046099954, 0.41861185980444593, 0.5813932545331919, 0.1503709429326213, 0.16290185484367306, 0.6559659974307103, 0.030782457520627183, 1.0004481977266606, 0.9999573591778524, 1.002566237533129, 0.999119064642613, 0.9997897921824952, 0.9999550937686567, 0.11603431341850691, 0.10275092400359366, 0.5149266837898724, 0.13752214923674894, 0.12814563906151605, 0.06857884653391651, 0.4236796700105068, 0.005548450366821724, 0.058813573888310273, 0.005548450366821724, 0.411473079203499, 0.026632561760744276, 0.06361966471756512, 0.6701372817020078, 0.14002414244057396, 0.12632612850616998, 0.06264309442574342, 0.033544366692494866, 0.07193852134053116, 0.12084054989224054, 0.7113022334794092, 1.0015078190695397, 1.0002506062345884, 1.010024626463448, 0.9869247599493992, 0.07587858515443852, 0.05217801013041293, 0.1499199164310456, 0.3158239415992247, 0.08065544523680027, 0.019842341880579564, 0.30590277065893495, 0.9013570371625858, 0.9993981967706558, 1.0008928978399503, 0.999069975983911, 0.0014111157852880099, 1.0055530287075076, 0.5557633862751733, 0.3757064441619742, 0.06849588828842317, 0.9994322568563409, 1.005359772219807, 1.0007780520883913, 0.1324230406385857, 0.6864301682819344, 0.1810529708165974, 1.0000913091752848, 1.001007533641462, 0.922530007792961, 1.0160218210525902, 0.9996316226219537, 1.0050400011436935, 1.0013331285357079, 0.9991738889986621, 0.12114574485989374, 0.8788086353648645, 0.004301631622334284, 0.9958277205703868, 1.0364129447991985, 0.901570488663977, 1.0011499497976486, 0.8174128331995313, 0.10739730655176323, 0.07398481118010355, 0.030347178771566945, 0.9694237663139441, 0.9965764273482344, 0.9985243400580607, 1.0144160378828542, 0.9991744210086192, 0.061265177461484376, 0.35919334573991774, 0.34774191070038796, 0.04466059665416618, 0.14390636699675768, 0.04313373864889554, 1.000964867425521, 1.0721749193551813, 0.18594743582110218, 0.10740545919815901, 0.13932181012267655, 0.14986808260208234, 0.0002775334863001525, 0.41741036339542936, 0.9999937239845073, 0.9998625405244325, 1.000303892368163, 0.9772439272481496, 1.0000178408744114, 0.9962341466175605, 0.9559813334950725, 0.04323533669073192, 1.0014367027165634, 0.0035911563146997206, 0.9911591428571229, 0.0035911563146997206, 0.000341590857907451, 0.9994948502372016, 0.032716772492672436, 0.966631914556231, 0.5560863582675994, 0.06773856488812117, 0.3761853324484497, 0.9962291744727827, 0.003906781076363853, 0.9968445424100464, 1.0022606883868255, 0.9013570371625858, 0.9908099979050489, 0.007884429691552113, 0.14749618199832165, 0.8528162703511981, 0.9691544162319894, 1.0518322367746398, 0.08678449460466643, 0.09362025959065043, 0.07073530724626921, 0.2503970435083269, 0.015454773011789913, 0.03640787872969739, 0.0906481878576139, 0.03447603210322365, 0.12883930962713322, 0.06583138888675895, 0.07771967581890504, 0.049039183595102606, 0.9882738102095859, 0.8623192975418265, 0.1375684482459723, 1.0091862207001376, 0.999900194460017, 0.03424647511627939, 0.6980548033613424, 0.11148962603934127, 0.08388123420551251, 0.062458329066694566, 0.009806259394529341, 0.8727542993210211, 0.12711758451253163, 0.00022458937193026792, 0.9968445424100464, 0.0432596384890978, 0.20249192484258546, 0.7538222111185341, 1.0002262109589866, 0.7676803154910827, 0.2322887518532916, 1.0010884573245444, 0.42801990447195226, 0.002710359070871025, 0.09171855095827548, 0.07860041305525972, 0.01398545280569449, 0.0735049380020222, 0.04444988876228481, 0.10722180484365776, 0.004987060690402686, 0.15503253885382265, 0.9993972621172117, 1.0013923442517016, 0.9991709622865304, 0.9999425924837916, 0.9998571855369771, 0.5473021836290844, 0.404807650909287, 0.047591494228616034, 0.8950498192484412, 0.754687396213845, 0.10094988233487778, 0.14446276265163543, 1.0000808720842354, 1.0009057072153797, 0.4223469282239178, 0.5776697833599383, 0.9994540165037892, 0.922530007792961, 1.0034675298603282, 1.0013017374099922, 0.9964708069596633, 0.004957566203779419, 0.99985161493617, 0.9929304160286676, 0.9919933328804693, 0.007554723683331049, 1.000140947192531, 0.11239542942101181, 0.7609042849723612, 0.12676416329585707, 0.0010648242562426033, 0.14162162608026624, 0.8571835262752957, 0.4064068557250991, 0.11971922301407083, 0.37703573967898035, 0.05235720686482031, 0.04469517659191977, 1.0008146075660516, 0.10052733343737058, 0.061656764508253956, 0.8377277786447549, 0.08306210655068312, 0.057726560537154296, 0.11914120688640456, 0.4616521327401867, 0.018119725946384543, 0.0586886698794402, 0.1725382753832723, 0.007376171624191938, 0.02164746020143286, 1.0000677492164602, 1.0009057072153797, 0.024705909603611662, 0.0746792267563716, 0.1156685767805455, 0.7844126299146702, 0.1111055962976593, 0.054456361343260644, 0.00036547893518966873, 0.2792259064849069, 0.00036547893518966873, 0.20905395092849052, 0.345377593754237, 0.04962259409753146, 0.874508324965192, 0.0002054765801140019, 0.0756153814819527, 0.01883098994931539, 0.20890629475021757, 0.772070587921931, 0.9996252855750479, 0.8957139399190392, 0.10433894277023015, 0.9984860282361402, 0.45344728190162276, 0.14890682824416068, 0.14003968652120244, 0.034857039876456504, 0.09662126842947592, 0.07277171482979515, 0.0532028503377494, 0.9998377523026718, 0.9236562009569, 0.9985963315829581, 0.5280352189453198, 0.06618095216433507, 0.40596364559342124, 0.9999490317347794, 1.0002183336678496, 0.00046862793927000617, 0.9995833944629231, 0.5789276334649238, 0.028328577587560043, 0.10306780356325036, 0.15128665903143768, 0.11843756374373507, 0.019890277880627263, 0.9994540165037893, 0.8423687264089679, 0.15775543352999488, 0.9998548948781653, 1.0042638581578829, 0.9999005560538411, 1.0019392868523485, 0.001079053339889053, 0.9992033927372631, 0.0009461427166182204, 0.9991267087488407, 1.000549909065745, 1.000349797983552, 0.9999420717915425, 0.9883490363286286, 0.011979988319134893, 0.8481612164517935, 0.06698212963094125, 0.02846740509315003, 0.05609753356591329, 0.9954974984204327, 1.0007763355276365, 1.0002287415330888, 1.000797470799087, 0.9945134600248225, 0.004479790360472174, 1.0098625416876827, 0.7471462210008278, 0.2527383513015146, 1.0029727249140363, 0.9892090029765067, 0.07995146732217324, 0.023143845803786995, 0.05891160750054871, 0.8384384138917379, 0.10650860364336484, 0.8932480276485685, 0.996780701889171, 0.5437602909740766, 0.16291337444287488, 0.2930830393601637, 0.0002683910616851316, 0.004657258445544772, 0.14437501181188794, 0.0004233871314131611, 0.26588711852746516, 0.5846976284815755, 1.0004269018946763, 1.0144160378828542, 0.13192075928482702, 0.05120092835609128, 4.353820438443136e-05, 0.7124591765468348, 0.10436107590948197, 0.000101538290490417, 0.9998475464591363, 1.0003622327716848, 0.999804311720551, 0.9996654556830322, 0.5518148603183484, 0.02305139197987959, 0.0010639103990713657, 0.0987663487137918, 0.32555658211583793, 0.8917064982649218, 0.10826458588205451, 1.0000877799982144, 1.0033355559208117, 0.901570488663977, 0.1376547834096874, 0.8614895195056269, 1.0423922827064263, 0.9470625453886353, 0.0502721556627529, 0.0016216824407339647, 0.9883338231074446, 0.010440146018740612, 0.00798290382083564, 0.9925410417238979, 0.7259288905511, 0.034756295871631974, 0.021413831579678466, 0.0006588871255285682, 0.11859968259514228, 0.057982067046514, 0.04052155822000694, 1.0052426306698994, 0.09788251379572473, 0.009901879505040146, 0.09528529949932076, 0.07207269672521024, 0.32870993438862783, 0.15924170154826858, 0.23683347865333726, 1.007311503741558, 0.08946587675493282, 0.05034719380135896, 0.14198633072037922, 0.629158817503313, 0.08946587675493282, 0.2133567219051995, 0.07470473456064408, 0.09173741404047094, 0.1528458869110778, 0.19647345189449394, 0.22321774686720453, 0.00014940946912128818, 0.04751221118056964, 0.8025818261477958, 0.16264442310192076, 0.03420093009152539, 0.9803220734424188, 1.0041694112375728, 0.10658000477096856, 0.8934957066632864, 0.9986739225955131, 0.2454736964624459, 0.7546189782467616, 0.10048672014999427, 0.9002508901109076, 0.9999983814365254, 1.0005089511135605, 0.9998421290970525, 0.9991088163849334, 0.9186631409876999, 0.0814113790987234, 0.013465936818088603, 0.07619749614137941, 0.08572218315905183, 0.11534724415884677, 0.18484461563951868, 0.024961248735969117, 0.0007225624634096323, 0.19699680252413523, 0.16592661659752103, 0.05557162218586809, 0.049462684995223015, 0.03074174844324618, 0.16153156930090867, 0.7353822656313606, 0.10231784039275886, 0.00043539506550110155, 0.9423397410610923, 0.0008621589579698923, 0.056040332268043, 1.0301223281858123, 0.0024603600468909533, 0.9964458189908361, 0.32570878463525543, 0.6602123129897124, 0.014253550165602426, 0.999501089182879, 0.8301174430871388, 0.0019883052529033264, 0.16801179387033108, 1.0020371090267122, 1.0171020673277742, 0.9882738102095859, 0.08634550832711405, 0.9134000341662359, 0.9968445424100464, 0.0008104355922937252, 0.9927836005598134, 0.006483484738349802, 0.12069501097472776, 0.19756099424147958, 0.6816625163627417, 0.9990081269582399, 0.9260354227095922, 0.07401477425423474, 1.0041474328306326, 0.9776586203076346, 0.022578721023271006, 0.18628999454236517, 0.04924879152173966, 0.15750108695398407, 0.142994078786077, 0.1114288299793551, 0.3525453105631897, 1.000166649827893, 1.0000141390299149, 0.9999830151751808, 0.983531442178884, 0.06738324272179197, 0.0722155071400878, 0.44886367263281346, 0.2977211799938936, 0.0628194374378459, 0.05100723552645607, 1.0088628479222856, 0.9990460979149322, 0.9996679133770322, 0.1048510155275469, 0.8956024242977964, 1.0027057815071678, 1.00086718084952, 0.9992601639311984, 1.002001855601071, 0.9998985123604015, 0.9941528008105555, 0.9998422327371229, 1.0000345299004063, 0.011720890526772259, 0.9884617677577938, 1.0735248918262037, 0.06717208398349285, 0.08630831721134836, 0.1080481195858509, 0.042568355547678606, 0.13981166317494442, 0.38610930444775154, 0.1485336198162119, 0.02134926700250548, 0.9177880524011908, 0.08253812396960855, 0.003161466503167233, 0.9958619484976785, 0.9966898005734454, 0.9988237113352171, 0.9968002758757935, 0.0036296778365982464, 0.9993404179801619, 0.10398221130889636, 0.4031963295651083, 0.08541395928945057, 0.042706979644725286, 0.3644682610674071, 0.9994834110278887, 0.07146505757476984, 0.20563683920072806, 0.034297339680579554, 0.05299159778973665, 0.14528529727352799, 0.027526191074113207, 0.16935231460303338, 0.20585763752485198, 0.013836694978431237, 0.07367304081600888, 0.4392021852400424, 0.36501262692246766, 0.19564846379177564, 1.0011799898986404, 0.2570179705714666, 0.7434644120485362, 1.0003426609940906, 0.9818866717255589, 0.9997739428809277, 0.9914927408788443, 0.794032701308518, 0.027783016535641428, 0.135959442621224, 0.042265652814858765, 0.9959127270419051, 0.00260029432648017, 1.0015078190695397, 0.9996654556830322, 0.9920394837159643, 0.9229450943418249, 1.001498379398203, 0.08043787582751559, 0.7130708992277057, 0.0054349916099672695, 0.09565585233542394, 0.10543883723336503, 0.0003814398629837635, 0.0003814398629837635, 0.9989910011544766, 0.0871659649018819, 0.720993747320136, 0.048737958869869445, 0.009372684398051816, 0.0665460592261679, 0.06748332766597308, 0.09485333118077151, 0.80548423397293, 0.09741693472619777, 0.0010254414181705028, 0.0010254414181705028, 0.9898801187061734, 0.8786908579158884, 0.12098803189662441, 1.000795002116465, 0.9840320083124919, 0.30017222297581975, 0.6997823030984281, 0.1579447926995811, 0.0647314724178611, 0.03452345195619259, 0.444920987085432, 0.2222447219679898, 0.07422542170581407, 0.001294629448357222, 0.07118616063627159, 0.8171578023038677, 0.11073402765642248, 0.0004943483377518861, 0.7677295978578998, 0.23175239935337016, 0.9999048015081642, 1.0009002754452758, 1.0028852206234005, 0.6417846639683857, 0.10866195368776903, 0.1469405964641422, 0.0018521923924051538, 0.029172030180381173, 0.07161810583966595, 0.999095348706634, 0.49475866383724404, 0.5051661267955277, 5.0521664846037375e-05, 0.997548697033452, 1.0063963721377758, 1.0004325417843667, 0.9981472215464826, 0.9981472215464824, 0.9998646758848836, 0.0014154683729401636, 0.9979052029228153, 1.000678920797991, 0.11050762008782472, 0.05062072659302529, 0.02951445753898424, 0.18841206033607383, 0.3553746602513742, 0.07962039708191097, 0.04564445177540586, 0.1405368646769075, 0.9882738102095859, 1.0005489089023902, 0.9998147832883948, 0.9959721099213478, 0.9999771980587969, 1.0013872032624882, 0.32833726292838405, 0.3375399089363868, 0.3342532496478144, 1.000168671815141, 0.996332408416398, 0.9969690790003481, 0.0008726777779107778, 0.9992160557078404, 1.002393587140565, 0.002706577410481864, 0.996020487057326, 0.9483502838044584, 0.051430200134806744, 0.0836508585807793, 0.15399362602370734, 0.30456517146911005, 0.45703787279134866, 0.0003802311753671786, 0.0051432800903715445, 0.9926530574417082, 1.000097648142853, 0.9997343748910885, 1.0003548141375807, 1.0004072610266062, 0.08155977808551364, 0.05097486130344602, 0.8674222231803065, 0.9229450943418249, 0.9988862176180839, 0.0018532211829649051, 0.07913393902347825, 0.18667493308102562, 0.0008116301438305462, 0.7333078349508985, 0.9997625473039379, 0.846457410472313, 0.15376563188474118, 1.0003300128380535, 1.0180267685748194, 0.9926916177119076, 0.19004873312628948, 0.12630322055684653, 0.06572518687284178, 0.09502436656314474, 0.0261317008048648, 0.4965023152924312, 1.0024455083746318, 1.0002449175266446, 1.000166649827893, 0.37857962732662387, 0.0432132207662743, 0.5782088005597806, 1.0000080142482584, 1.0023873892123065, 0.9229450943418249, 1.0000616103342825, 0.6800258687005488, 0.0484518431449141, 0.1997575989307862, 0.06460245752655214, 0.000850032335875686, 0.005950226351129803, 1.0045326751523356, 0.9236562009569, 1.0000898015015651, 1.0000049834368123, 0.9998466521417793, 1.0196515437150035, 0.9999805459128881, 0.9882738102095859, 0.7776237291559583, 0.03681059072927614, 0.18577845008681548, 0.9996754724273548, 1.0009653069168047, 0.14652878512347312, 0.04836069918038464, 0.1390886775572601, 0.473480178727612, 0.020460295807085808, 0.1719491526413676, 0.015401840570154113, 0.020022392741200348, 0.11566782268185738, 0.10026598211170328, 0.1988377617606896, 0.001232147245612329, 0.07885742371918905, 0.06961631937709659, 0.03742647258547449, 0.14847374309628564, 0.21423960233084371, 0.9013570371625858, 1.0010911440635055, 0.3461548464000192, 0.16826296270638752, 0.051743292577918015, 0.1278993040224853, 0.06574899583209132, 0.13227608628941448, 0.03812663663636064, 0.06701339959809306, 0.0027233311883114743, 0.998286119364927, 0.0019346630220250522, 1.0008383106088043, 0.366837756967146, 0.5391870469096935, 0.03727228546725013, 0.056889277818434406, 0.9947066779535847, 0.11129917392140055, 0.0015675939988929657, 0.822986849418807, 0.06427135395461159, 0.7315743870569904, 0.268335079502484, 1.0015917592004782, 1.0012418036246353, 0.16155473077146967, 0.09084812671978897, 0.5788927144470274, 0.16873807102373206, 0.10418006028826468, 0.027982247598087623, 0.86788017165761, 0.9991634808370198, 0.9989924204910453, 0.00019577302547896236, 0.0023492763057475483, 0.0608854109239573, 0.936578153891356, 0.9996332792924547, 1.0004174619168922, 0.038713734986564594, 0.09051639942096769, 0.24518698824824242, 0.2298858453726002, 0.039635490581482795, 0.21937783159053267, 0.13678853028586155, 0.05201675115660858, 0.00036122743858755954, 0.024021624666072713, 0.06736891729657986, 0.27742267283524574, 0.23678458599414529, 0.08832010873465831, 0.060866823402003785, 0.11938566845318843, 0.07314855631398082, 0.9978770427420856, 0.6776503497971624, 0.3223882314635894, 1.0001797608615997, 0.9882738102095859, 0.06548803645705126, 0.040497199556199515, 0.06533748924680516, 0.025291931321343934, 0.07963947422018418, 0.08626355147101235, 0.4245431328939875, 0.11260931326407894, 0.0022582081536914227, 0.055551920580809, 0.008280096563535217, 0.03402366951561744, 1.0010166030390246, 1.0015783249055408, 0.7877858500427841, 0.21223133515871614, 0.7480734933458568, 0.12179689037389829, 0.13044296592513183, 0.9679356910845386, 0.38312570476241403, 0.07041874324293591, 0.021592187835661397, 0.4667818696935444, 0.05804934920642637, 0.0031562072656053544, 0.9973614959312921, 0.9992771148782157, 1.0003605422095856, 1.0001723893080225, 0.9965764273482344, 0.999996109153963, 0.7184814999520696, 0.2814502717857355, 0.9928661824126777, 1.0003998692305625, 1.0069310466544963, 1.0017657139837677, 1.0005686063669317, 0.9996583761911798, 0.8505244684608715, 0.14949836262732658, 0.9985683290659357, 0.19670488564957817, 0.8034091112675542, 0.140333619507253, 0.8593625771887453, 0.11107254517476708, 0.8890202526661556, 0.3782353331021972, 0.23979416722455443, 0.057390737355743356, 0.03453036008033584, 0.07321715239256395, 0.09096192076718097, 0.031173241739192076, 0.09463876466462415, 0.9939408708296578, 1.0000808964236894, 0.02364091278345051, 0.11524944981932124, 0.8141339339800769, 0.04654304704241819, 0.1748546471621834, 0.0432112059078959, 0.007034382357099333, 0.7747869710462265, 0.3123577511339131, 0.6878824686381352, 1.0046071159398602, 1.0011297978260343, 0.06774460119933164, 0.9323121873162072, 1.0026573513197534, 1.0018676135180764, 0.9866405034716892, 1.0001756462997315, 1.0000516184321175, 0.9995811850000841, 1.0023163868453253, 0.002072306399805206, 0.09532609439103948, 0.814416415123446, 0.08807302199172126, 0.0908075594963862, 0.00796716374444864, 0.08048646100925956, 0.06581963684334274, 0.13571339151055126, 0.0360333087533018, 0.09524382112681783, 0.0689883951507939, 0.14186983622217067, 0.15454486945197532, 0.12240460661925638, 0.6199859740450103, 0.37971877086106276, 0.0002012288133868907, 0.8950498192484412, 0.9996541448329739, 0.9997391566660235, 0.014158687534214204, 0.9858917688297575, 0.9993981967706559, 0.9995380482291133, 0.2068336952590501, 0.793334721541562, 0.9919235180985421, 0.08923801426980953, 0.0725744047255699, 0.27494955747995364, 0.54726801871608, 0.015786577462963847, 1.002160058365243, 0.7509593474215128, 0.24854760702269538, 0.0006645657941783299, 0.15631341085490646, 0.00021325158370382876, 0.21900937646383212, 0.0004265031674076575, 0.1603651909452792, 0.3414157855098298, 0.1224064090459977, 0.9013570371625858, 1.000075449077824, 0.9813847135167064, 0.0020039271575147573, 0.9719046713946573, 0.026051053047691845, 0.9776846948079828, 0.7898836702541847, 0.030211466721628284, 0.17980695516581996, 1.0009562118237856, 0.5114785424431619, 0.48854082247387237, 0.760726137243691, 0.2394223346673942, 0.9958010196350666, 0.004547036619338204, 1.0003659995361243, 0.9892655896956456, 0.9998571855369771, 0.9999740577836612, 1.0071946212124432, 0.9997251984927512, 1.0014820675295648, 1.0006965913981691, 1.0013127838805573, 0.030189046142387547, 0.0674384337213012, 0.8207038269837775, 0.08155911659435346, 0.9865859724066892, 0.012648538107778067, 1.0348816587114766, 0.9013570371625858, 0.8415097873491085, 0.15890578907249175, 0.15131468085190003, 0.8489250874085471, 0.09742715324283394, 0.012498541215169023, 0.11955571801723155, 0.10306174149557408, 0.03821275305949218, 0.150084941641169, 0.18379002409846906, 0.005224800016177215, 0.0001024470591407297, 0.07468390611359195, 0.07191783551679225, 0.14332343573788084, 0.6639649603412453, 0.20564271125903796, 0.09120555394752311, 0.039579768694208144, 1.0348816587114766, 0.2799170291717107, 0.7202505460589957, 0.8525614835393382, 0.14794449273182633, 7.143608137221253e-05, 0.13022797634154346, 0.2874587914417832, 0.045861964240960444, 0.040575694219416716, 0.017716148180308706, 0.08443744818195521, 0.04150436327725548, 0.05500578265660365, 0.29717409850840415, 0.9982109144932123, 0.7376147554305603, 0.07091454139928896, 0.19203864860683362, 0.06355263773299924, 0.018751319119379755, 0.10522386095539621, 0.8124645266179307, 0.9996709119066762, 0.9977242404266038, 1.0069730930231635, 1.0001180537809071, 0.9967154191521582, 1.0031104978134076, 0.09946468302573658, 0.07666603657938798, 0.49464122142911243, 0.08158339169526709, 0.13969758851929295, 0.10795829640770958, 1.0180267685748194, 1.002364818289053, 1.0556070868078857, 0.9993981967706558, 0.9977183277332937, 0.9908765368726237, 0.007506640430853209, 0.9982950858827102, 0.2706675310015018, 0.010534320110463532, 0.31785698537388435, 0.028593154585543876, 0.0988936173635352, 0.12232710495619899, 0.15124273872879787, 0.790844997545041, 0.10034512260682518, 0.0003135785081463287, 0.10849816381862973, 0.06727501332446206, 0.9327589685256498, 0.09713985692618617, 0.06870867928925363, 0.8339812106833544, 0.901570488663977, 1.0229140791410758, 0.11799792985557007, 0.8821064756276152, 1.002291878439509, 0.9987146076533461, 0.9954840812331412, 1.1104424408562843, 0.9994586146266344, 1.0023873892123065, 1.0003290388571928, 0.9998777525608773, 8.850042065506083e-05, 0.04387378294721411, 0.8278374373616677, 0.12713789656966423, 0.0009607397725667323, 0.0007540022723831896, 0.0007540022723831896, 0.16211048856238577, 0.8361885200729573, 1.003073073295667, 1.0069310466544963, 0.9845548011732853, 0.2444197530212059, 0.07766532165603213, 0.06706338885854203, 0.27638992246480004, 0.056379270535489995, 0.024820028719705508, 0.010355376220804284, 0.17784947731603548, 0.0650909362450555, 0.03271290885545504, 0.0739934843159102, 0.00022253679493506828, 0.05496658834896186, 0.10793034554350811, 0.24846233154500372, 0.06631596489065035, 0.19739013710740555, 0.05162853642493584, 0.16634625421396354, 0.07725521230952138, 0.07509925289623241, 0.3356110153353161, 0.08318410069606605, 0.06413979254534682, 0.16834449752098032, 0.04491582111018685, 0.15127648549910933, 0.11191579519644737, 0.022316043120131183, 0.04228302906972224, 0.06560581097722777, 0.00016778979789572318, 0.12131202387860787, 0.5810560701128894, 0.03959839230339067, 0.015940030800093704, 0.9996679379606139, 0.8956052250074236, 0.10329391848054165, 0.0011737945281879733, 1.0306869545195325, 0.9997122312896144, 0.00029019222969219575, 0.6429854046986176, 0.35694653760630707, 0.21912577474124495, 0.11532935512697103, 0.02266818359392189, 0.031814994517785106, 0.5794305876551613, 0.031417307086312796, 0.18518767387458926, 0.3552208736186884, 0.1515447413049012, 0.1670023049180011, 0.020610084817466564, 0.0021216263782686167, 0.11850798770043273, 0.1850124455130344, 0.7141632670420834, 0.10050058768609277, 0.08052094811042292, 0.9188861137307086, 0.9878800610698301, 0.010855824846921209, 1.0071946212124432, 0.9049126831776173, 0.00044260317602417285, 0.5665320653109412, 0.43286590615164106, 0.8902187204593514, 0.11004911334596838, 0.7491428678101271, 0.2511729007727879, 0.28567464037649887, 0.3732965854089744, 0.29538531985174743, 0.045843440313382826, 1.0211189708144586, 0.9946276767603096, 0.5328289819796322, 0.46715471210772413, 0.7839097593733498, 0.2158895861375803, 0.9991629264956056, 0.0009294538851121912, 0.20889566094392933, 0.09315116795637984, 0.05231651083037238, 0.038704958455036555, 0.10926280138024673, 0.18898760815007082, 0.08833619704809778, 0.11796678725291046, 0.029075016638472437, 0.07333571075691137, 0.9985787451448934, 1.0047091936322163, 1.0001340185343062, 0.1368494346816474, 0.6405117870666795, 0.1781864288689904, 0.03301316259330463, 0.011286551313950302, 0.8842069434584809, 0.05626190240372113, 0.014065475600930282, 0.04603246560304456, 0.30419757399146785, 0.6957555205000193, 0.17442142957065204, 0.1775968522156314, 0.03175422644979361, 0.12452193086383352, 0.09883502982498261, 0.06339504494798082, 0.04048663872348685, 0.18927787123109122, 0.019336055748892182, 0.055229672432319604, 0.02517656525662208, 0.0023459494789875414, 0.9978105117293677, 1.0044761185406288, 0.7161510461662689, 0.12135665148564038, 0.00036700600247673503, 0.0220203601486041, 0.14007395761195388, 0.9995672809100614, 0.998189811698049, 0.9964682314111247, 0.21688231166762997, 0.783393867144284, 0.3191322523298238, 0.6805025968797712, 0.9202520304228755, 0.07974353457807334, 1.001956565704457, 1.0421185933877808, 0.9998443124233372, 0.922530007792961, 0.040947370318099294, 0.10143780374256417, 0.08220494798709328, 0.025126795422470025, 0.058939396669991415, 0.12718501386682357, 0.047151517335993126, 0.3080358994384288, 0.1150869271819306, 0.09430303467198625, 0.10602087472219972, 0.20645416280363485, 0.04269489279353448, 0.018911831707203192, 0.1110353755536551, 0.033668791296914774, 0.4004437092547949, 0.08080509911259545, 1.000031846086941, 0.9971464054820977, 1.005930211128634, 0.9998516149361701, 0.998544692513169, 0.9988855305586147, 1.0006035470018806, 1.0006811979115198, 1.0008658524300773, 0.9990588320637718, 1.0011119661766268, 0.9962367252849632, 1.0015078190695397, 1.0007646809517576, 1.0003355365774218, 0.9999465280078798, 0.007445137638195914, 0.9939258746991545, 0.5754426022156165, 0.03782984236863084, 0.1548293548489324, 0.23204903308593142, 0.922196398075322, 0.2533237282360791, 0.12821208131746842, 0.46451802434650363, 0.10760331148976723, 0.0465065159828655, 0.9985331621573955, 0.0017426407716533952, 0.04978774953628996, 0.950159893782039, 0.11574136546400601, 0.8843025323913141, 0.11513821165957347, 0.06345989805423004, 0.71225033259178, 0.10897965615220094, 0.22844966940233513, 0.7715432086256778, 0.06492555562732599, 0.0051940444501860795, 0.038089659301364584, 0.0017313481500620266, 0.8899129491318817, 0.03514249043555207, 0.07028498087110414, 0.27392646492132955, 0.20308660262229566, 0.41782571523111645, 0.9987105097060256, 0.08529203888726347, 0.080008461257079, 0.2907709535380636, 0.0007547968043120661, 0.49961742316194835, 0.04360403077218166, 0.042683240612749467, 0.22942241829352839, 0.5020362110166247, 0.07520380488913, 0.11864924622710714, 0.03226649736797132, 1.0006782109324475, 1.0006745673923296, 0.03302106674881288, 0.3236361137791586, 0.10128767330586466, 0.33574713376936693, 0.2062828017107727, 0.9993981967706558, 0.9882738102095859, 0.9989286467973252, 0.542318591586316, 0.018263650163387962, 0.07491823842532613, 0.13194555424161916, 0.11219099386081177, 0.12039100005661861, 0.9745213511143571, 0.9997710950832304, 1.0005538610744387, 1.0010596557652391, 0.9972686075006117, 0.8883539526850274, 1.0004524132271229, 0.7257292878159395, 0.09012176491442868, 0.12476656398957338, 0.05026892414824916, 0.009057463810495344, 0.9013570371625858, 1.000179472496455, 0.9975364397730719, 0.1233856428318817, 0.0003716435025056678, 0.17578737668518085, 0.7001763587206781, 0.999207826622506, 0.00010888032568218352, 0.9998480307394912, 1.0001693373545837, 0.893479099462651, 0.9990460979149323, 0.03249188069746616, 0.5777904002288548, 0.03625905527108542, 0.01860042445724512, 0.14244628856497846, 0.11890144747985805, 0.07345990418557567, 0.21372403187963476, 0.10791744325774151, 0.06675577785870074, 0.603968282682079, 0.006860277566506795, 0.0005277136589620612, 1.0017795963672147, 0.20228954522253903, 0.04706668210737181, 0.32349666463178856, 0.3609834025934121, 0.06594889085841182, 0.00013883977022823542, 1.0001679491751942, 0.06337738915339912, 0.02162770515385974, 0.050236505009281805, 0.071727325953307, 0.026418652498069177, 0.11046555733648615, 0.07405435752049443, 0.05447991551415302, 0.17178968334236694, 0.07350682068115622, 0.28239212488868765, 0.4127345148017708, 0.18439977071316843, 0.17653437764957358, 0.15333544053270792, 0.07309254160108357, 0.246323332072363, 0.32437128996411074, 0.42926376840461244, 0.20475768902345454, 0.7953136492571246, 0.9998419038418028, 0.989084970335381, 0.0029613322465131165, 0.005922664493026233, 0.03360567933913799, 0.1404658439043794, 0.09123647153915095, 0.170386689982647, 0.08003457842610495, 0.02535165283478831, 0.2782786078609321, 0.18085161644351894, 1.0004312441796992, 0.1158682880422964, 0.14289463810675265, 0.5666908082664174, 0.0002875143623878323, 0.0002875143623878323, 0.17394618924463853, 0.9013570371625858, 1.000333743389958, 0.01550673905522828, 0.9844278213125566, 0.39990686369974066, 0.08418296412726967, 0.034459094831270166, 0.11546819496092285, 0.0606056887164006, 0.05138636948522744, 0.00015113638083890426, 0.12680342352384066, 0.1271056962855185, 0.9633141197592222, 1.0004169513035515, 0.9181116583980128, 0.08205501802712711, 0.5530486831577466, 0.2153780732024887, 0.23158324756418075, 0.16119497161686241, 0.8382138524076845, 0.9229450943418249, 0.06178473261627065, 0.16312947388612467, 0.03467056938179216, 0.740972296915994, 1.000463201505256, 0.3092161635219351, 0.41624695735927, 0.27460133303868334, 0.8888042680072571, 0.002398152423013868, 0.997631407973769, 0.9999048015081643, 0.9995125442582888, 0.04673201780204669, 0.37366995907851674, 0.07950028526483639, 0.12483592803295739, 0.27834409009585576, 0.0411465176663439, 0.031185709091007253, 0.02457620059709228, 1.0001350557671325, 0.9999768870988379, 0.9990243104269333, 1.0162527052359533, 1.0364129447991985, 0.06471242626993287, 0.35931485304575983, 0.17483080909390702, 0.024848141578786377, 0.028959704573837362, 0.09492347610313358, 0.14908884947271828, 0.10332536570171602, 0.0021463877832742216, 0.9980703192225131, 0.9112030769747049, 0.08867020979523377, 0.6241093636623601, 0.2118215824886247, 0.16377957408914282, 0.0004367455309043808, 1.0034780226743487, 1.0003145922651162, 1.0088628479222856, 1.0099405766320033, 1.0010749238676935, 0.05643270339048326, 0.9480694169601187, 0.9983157622756926, 0.9994075084423746, 0.7322490210108387, 0.12079037904838624, 0.07165530960497489, 0.07529494437856091, 0.45713057609444724, 0.08216983001910845, 0.05050359117775243, 0.00048717290525163116, 0.06836659770364557, 0.13267342119686087, 0.20867239441611535, 0.9977784803695405, 0.9959208886404397, 1.0033974564640105, 0.9995997981350112, 1.001025140750718, 0.7887360900624837, 0.054418759195111736, 0.002015509599818953, 0.09540078772476378, 0.05979345146129561, 0.6661885063324033, 0.33387506482388146, 0.983531442178884, 0.9943763678075267, 0.00629352131523751, 0.9161661817951401, 0.9236562009569003, 0.9229450943418249, 0.9999518888507288, 0.2997511150009106, 0.5902200278288084, 0.11010612232815083, 1.0008349421414353, 0.14241361229470184, 0.1395137876099681, 0.6379614306414245, 0.044141775756502605, 0.035764504445049555, 0.9983265165734223, 0.001078106389388145, 1.0018160546665231, 0.9999706578234928, 1.0002316164125826, 0.6403837920295298, 9.920740387754141e-05, 0.35109500232261903, 0.00843262932959102, 0.07210644989756836, 0.14081658150285994, 0.03696761833516638, 0.4165715013104085, 0.23251717539433273, 0.0009143933863822074, 0.05525548606281053, 0.04506653118598022, 0.21829279559244338, 0.22312533692434441, 0.3976491153107128, 0.16099266265704554, 0.9996655959765515, 0.9999033531251165, 0.0020225858640493246, 0.00010372235200252947, 0.10781938490662937, 0.056995432425389944, 0.11113850017071032, 0.049734867785212876, 0.6722245633283934, 1.003272757436054, 0.9987146076533461, 0.9968445004619495, 0.004984222502309748, 0.9967600259812187, 1.0005270706750253, 0.9965094252946657, 1.002005458026557, 0.9975977041133027, 1.0721749193551813, 1.0000965882428925, 0.9997882166946898, 0.11420957724112911, 0.20677388791729845, 0.03959499981395077, 0.5712238639825964, 0.06810339967999532, 0.9997391566660234, 0.9959721099213478, 1.0005383250962838, 1.0017584402622124, 0.13246475998930554, 0.6703722916927134, 0.1971880477815485, 1.0230407175820881, 1.0189604024236079, 0.00016172268923383322, 0.20635815146237121, 0.793249790691952, 0.00016172268923383322, 1.0740597830981293, 0.048217534980923925, 0.09098618008127435, 0.026421975458629954, 0.16151332079964068, 0.28375351076194033, 0.031048391394965937, 0.07155523314866322, 0.106613185021787, 0.05716193912450682, 0.1227542361774481, 1.0010596557652391, 0.9013570371625858, 0.9882738102095859, 1.0211189708144586, 1.0120991056293385, 0.0013552885266104348, 0.9983958812696869, 0.8946040765218363, 0.999985770712291, 1.0012079664290996, 0.9979310054300056, 0.9970593427547993, 0.9998492139005968, 1.0007646809517576, 0.9977320607064494, 1.0000851759897496, 0.999676969558158, 0.8946040765218363, 0.09241445120553307, 0.17796927304323276, 0.6070771990532544, 0.10327553103793592, 0.019435616542194584, 0.1629321028189298, 6.109190206934e-05, 0.024436760827736003, 0.6234428606176148, 0.1084381261730785, 0.033050719019512946, 0.04765168361408521, 0.9882738102095859, 1.0016040084609295, 0.9997017981144127, 1.0301223281858123, 1.0030567248684479, 1.0002185621288513, 0.9013570371625858, 0.9999146816268679, 0.023534990173620346, 0.172288197296631, 0.10862303157055545, 0.5183732451061507, 0.17711588758865568, 0.9992442234692585, 0.9999983814365254, 0.9921549140414865, 0.997004374306476, 0.2815406459711783, 0.003247296954684871, 0.04676107614746214, 0.04578688706105668, 0.47150751782024325, 0.151324038088315, 0.5901203455004859, 0.28690652376232606, 0.12281433788049836, 0.05040469480313536, 0.20713179270663434, 0.00011251047947128428, 0.03634088486922482, 0.10035934768838557, 0.04039126213019106, 0.054117540625687736, 0.20218133160989785, 0.1395129945443925, 0.1325373448171729, 0.037015947746052526, 0.9997718567866845, 0.8908500027951607, 0.060133925032102006, 0.048355114974267595, 0.9996486142484355, 1.0818845863967723, 1.0001048453721917, 0.06615403094332799, 0.12672172149588604, 0.4304422280045874, 0.376636949504014, 0.07111313563847649, 0.09111751684724174, 0.00024395586839957628, 0.05074282062711187, 0.10246146472782204, 0.14649549897394556, 0.07940763516406207, 0.22151192850681525, 0.23700312615018837, 5.981778959929825e-05, 0.9624084168631095, 0.0375655718683593, 0.012292771079710076, 0.06146385539855038, 0.05103362539152365, 0.6296630519718162, 0.07412913469279712, 0.17135377868686774, 0.0001241694048455563, 0.03348977746247608, 0.024508428052084766, 0.006545729231302142, 0.016135983686465745, 0.3977672204974999, 0.05069134497729333, 0.1316757159320082, 0.14963841475279083, 0.18952169518537598, 0.031298469855564524, 0.46947704783346783, 0.0003161461601572174, 0.49919478688824626, 0.010625718777796632, 0.3384680176537171, 0.5251955878830457, 0.12569447822515528, 0.9988525218448072, 0.14167147070394778, 0.22751060833533282, 0.16589827602398052, 0.24632635053820087, 0.18188550796105796, 0.03677063345527811, 0.922945094341825, 0.9982619450467733, 0.0015462545617205288, 0.922945094341825, 0.2310950460992524, 0.40557761231238143, 0.22848216241220054, 0.043838381860536575, 0.09101544843230606, 1.014266799746974, 0.28000528239603834, 0.7196976215771791, 1.0001575328389543, 0.9013570371625858, 1.0020832433415154, 0.9999048015081643, 0.8946040765218363, 0.00041100344772196265, 0.4899161096845795, 0.5096442751752337, 0.9979117214777661, 1.0036304304333574, 0.9993426590017338, 1.0110421388656314, 0.9713417374238824, 0.25908323711242687, 0.7409421988699681, 0.8888042680072571, 0.9997825612526903, 1.0000049959186648, 0.10710494396728143, 0.8928302818972974, 0.9986969853299565, 0.893479099462651, 0.00011048804923702158, 0.9999168455950452, 0.9996368657567172, 0.787209966404845, 0.02358162013899976, 0.18865296111199809, 0.07795280482703461, 0.7129017193583507, 0.20887354113910556, 0.03776099065272232, 0.4609445065884035, 0.19661757201934726, 0.06412857895333016, 0.24056355252036032, 0.20408091603607126, 0.7959857034396594, 0.6809185494021648, 0.2104205909273782, 0.06558832578562329, 0.04324277630660968, 0.5692575506421563, 0.37855981574459713, 0.052223295430434434, 0.13331106052829164, 0.1996792824723334, 0.01637657424593238, 0.650753345035734, 0.0002977886188752606, 0.19862500878979883, 0.11077736622159695, 0.008040292709632036, 0.5869413678031387, 0.043774926974663314, 0.051219642446544825, 0.9236562009569003, 0.9999993551536969, 0.9993981967706559, 0.9882738102095859, 0.9995440748824662, 0.9999064637636137, 1.001040448478441, 0.029652208139381492, 0.8877641762834714, 0.08256747459805676, 0.9998850906163274, 0.999168189362051, 0.9991787311182152, 0.7334922523982059, 0.2664834030402881, 1.000482584428238, 0.922945094341825, 0.8950498192484412, 0.901570488663977, 1.0011271837352596, 0.922945094341825, 0.07124488772693024, 0.066548424727971, 0.38841572870518737, 0.1516547178110528, 0.1305206343157362, 0.18774452813800657, 0.0038529235282723875, 0.9979933623006908, 0.7383194267255175, 0.0816197275664256, 0.1800779089574433, 0.1364523978121541, 0.15455322609335823, 0.7091811695815355, 1.000063132363983, 0.9882738102095859, 0.9986145343187801, 0.9999225837876634, 0.9914927408788442, 0.9988010411801626, 0.9516716555304306, 0.0007096731212009176, 0.047548099120461484, 0.0033416422253165295, 0.10024926675949589, 0.033416422253165295, 0.8153607029772332, 0.046782991154431415, 0.9979310054300056, 1.0038122964339937, 0.016875125727057717, 0.050976942300486855, 0.07347710993656381, 0.01851576295052166, 0.07289116807104097, 0.12164153128254104, 0.04089874221349405, 0.03199242585754692, 0.0962116543188499, 0.04839879809218637, 0.15175894317041488, 0.2763301837805701, 0.30325626548203, 0.2167839881894087, 0.03428726343812077, 0.03277902604348202, 0.34528581421262966, 0.0481630474687972, 0.01950653697066108, 0.0023515687798097086, 0.9970651626393165, 0.9995303428961192, 0.036929523963728575, 0.108798358024877, 0.8540228835204776, 0.999798214981044, 0.9993135162432113, 0.8883539526850274, 0.36052935993253604, 0.02494918004095877, 0.07238003880014411, 0.06854170340922738, 0.026045847295506405, 0.44771440666907325, 0.03535870972028778, 0.9646256298974359, 0.9982875510227903, 0.9998571855369771, 0.7841696768988985, 0.21581698220056564, 0.04157829756426755, 0.5738772001021579, 0.3845992524694748, 1.0003486352003492, 1.0001932576402564, 1.000322671001969, 1.0002806947639244, 1.0003820146621027, 0.9994540165037893, 1.0005378336598647, 1.0000874978355936, 1.000375965772375, 0.9999048015081642, 0.0006229418686496863, 0.09780187337800074, 0.5812047634501573, 0.05481888444117239, 0.18221049658003324, 0.031147093432484313, 0.0520156460322488, 1.001416171880958, 0.6309386993637202, 0.18485715975594108, 0.10061078203110235, 0.08364028867645858, 1.0005538610744384, 1.0005694150145747, 0.99935654512536, 1.0037839732037885, 1.0001219426748937, 0.9914927408788443, 1.0033974564640105, 0.036458905360365515, 0.05350462734702991, 0.07954670260443385, 0.06865638022406492, 0.1590934052088677, 0.6027556691395494, 1.0003644897782593, 0.13675830399797928, 0.8177006926545844, 0.04558610133265976, 1.000026728420878, 0.03518527290036966, 0.964888445306291, 1.0001364529601635, 0.6611540310302872, 0.14917635069885052, 0.18945674334565374, 0.9994741687607813, 0.998962961668612, 0.09605225033687413, 0.40096811794273235, 0.27940198861012605, 0.024013062584218533, 0.11731381616665094, 0.08204463049607998, 0.15915751959631647, 0.1498507512409434, 0.293339913985809, 0.39759928100486164, 0.9999875400580952, 0.9994540165037891, 1.000549909065745, 0.03535561964534676, 0.10948837051462222, 0.8542373907859588, 0.844377074535612, 0.01885918339064311, 0.09772485938787794, 0.03943283799861741, 0.9995672809100614, 0.999869473661481, 0.9999616952441789, 0.0736633785153171, 0.03940134199656496, 0.06252821664672266, 0.7897399417572368, 0.035975138344689746, 0.323974275279799, 0.29128981709924195, 0.3847136649864432, 0.3033603861157793, 0.08950979962364239, 0.3669901784569338, 0.24011976681646677, 0.9981446042598758, 1.006911884151707, 1.000005186536434, 0.9935871102644762, 0.9229450943418249, 0.055052508434029306, 0.7998343011058258, 0.14470945074087704, 0.06277423936297406, 0.07920728631663221, 0.1531559976080938, 0.529472772846865, 0.17550494146506887, 1.000194547170109, 1.0000216690450479, 1.0002741864616533, 0.9894910614141351, 0.00797976662430754, 0.17465993227624999, 0.4693186540409777, 0.05881666826286603, 0.08924790097278366, 0.002365452962745699, 0.08573168710924277, 0.0002557246446211566, 0.021672663631643024, 0.014192717776474194, 0.08368588995227351, 0.014342219863733153, 0.9856837952924551, 0.9999742545834847, 1.0518322367746398, 1.062899446838533, 0.19191500722311394, 5.196723726593933e-05, 0.07576823193373955, 0.1475869538352677, 0.3007344020579909, 0.15190023452834067, 0.009250168233337202, 0.12279858165941464, 1.0144160378828542, 0.7622276322491407, 0.2373564307238805, 1.001392372030434, 0.9049126831776173, 0.9997417584451981, 0.8809024339489759, 0.118431185101975, 0.829717441432536, 0.00022819511590553795, 0.034685657617641766, 0.13531970373198401, 0.999738437553127, 0.9993497568267182, 0.9998571855369771, 1.000349797983552, 0.9997340086342238, 0.5599241058581491, 0.11704065916978021, 0.2125840544104171, 0.07822615485327146, 0.0001990487400846602, 0.03224589589371495, 0.9943557719826278, 1.0001121427453588, 0.005954514055594542, 0.9944038472842885, 0.9999582771491589, 1.0114680465234342, 0.6877888062831837, 0.1586487070124033, 0.1535159547267079, 0.9229450943418249, 0.999722005741586, 1.0018741761634558, 0.5348911550260051, 0.0351812190087347, 0.12877009287663088, 0.14892244162920706, 0.11647374448522846, 0.03620591470801823, 0.027386165901893564, 0.17199724857942011, 0.023444983355126594, 0.008993980683647701, 0.05628817124485135, 0.38775172902422733, 0.018089017330033017, 0.07922787478628987, 0.07235606932013207, 0.15441351106307516, 0.33716215464244365, 0.08278794711461956, 0.03586831432366422, 0.16596365978949498, 0.053899412875560285, 0.12195226870045833, 0.025786409757012654, 0.14870809235811056, 0.022878168055093934, 0.004847069503197867, 1.0116234581908905, 0.03563451121658218, 0.504559450854261, 0.03973405675477305, 0.24628808194823615, 0.10942633090401785, 0.06433132998391827, 0.9999106120539967, 1.005359772219807, 0.9989606162060439, 0.9973383268073852, 0.8499116530252697, 0.1498433802935948, 0.9992771764738392, 1.0020716766487752, 0.6162727462905493, 0.0736720740347336, 0.014868060292724014, 0.29502240985337763, 0.8351326811286043, 0.16484318281100555, 0.3586421124621835, 0.6416472910145826, 0.0009324549505034963, 0.9991254794644964, 0.1132955176133454, 0.8137880370203721, 0.07273836733930736, 1.0020270301290006, 0.07938981378209392, 0.8785806058551727, 0.04234123401711676, 1.0051639868954825, 1.0062808882012195, 0.5439807817327871, 0.339545871562728, 0.11636519973347657, 1.0000887801105705, 0.13294262006529003, 0.19970168468682098, 0.6670151370375375, 0.15326548474476787, 0.26867256289919467, 0.527880524150804, 0.050376105543599, 0.9998843837128996, 1.0022151222289741, 0.9990202527975027, 0.9989910885805182, 0.9994181077622531, 0.9972158814562738, 0.0013385448073238574, 0.0013385448073238574, 0.038648123243831434, 0.051530830991775245, 0.9114515731670246, 0.9928661824126777, 0.993280778064278, 0.006644018582369752, 1.00137940178412, 0.9999048015081643, 1.001104561822055, 0.16893012637203808, 0.07085560287727428, 0.17392951995484227, 0.014751297114693862, 0.2775589252082774, 0.0011109763517342657, 6.172090842968143e-05, 0.2928657104988384, 0.02355750834341415, 0.4838527448965946, 0.22425824119073667, 0.05635325525287307, 0.21201757509072736, 0.5429462010650976, 0.45724392662690244, 0.15192948236618956, 0.018843966805108782, 0.17077344917129833, 0.658361090253488, 0.5324753495393689, 0.3082656472955501, 0.15921612054075232, 0.002019018314759819, 0.9973950474913506, 0.07148266998762834, 0.10992713115744528, 0.4973752163845065, 0.022425935682393205, 0.20263434741591005, 0.09611115292454231, 0.9978055408247386, 1.0008383106088043, 0.044009934239465344, 0.12047507094896112, 0.021240315752637715, 0.0703479257727361, 0.19694020765845688, 0.42905437820328185, 0.08003350975593891, 0.03789272330270568, 0.5998004170688441, 0.22110936970350786, 0.05225221423341604, 0.06380270369553959, 0.06325268038781942, 0.9993981967706558, 1.0006275510366418, 1.0002038412699505, 0.9236562009569002, 1.0032011895019837, 0.998904666796942, 0.11875809230774582, 0.03173707639258724, 0.5886715782496021, 0.2608071035810194, 1.000598146990003, 0.1267548836275552, 0.8731796888252521, 1.0014936130092145, 1.0008969791062854, 1.0002815035957795, 0.9986969853299567, 1.009471196936371, 0.28111103716459623, 0.07722086322111801, 0.18085939017577637, 0.4181667797821946, 0.04267468756956522, 0.9882738102095859, 0.01266434125684291, 0.987818618033747, 0.9982091020933517, 1.0013111373752643, 0.9987979576134363, 0.9999313534166253, 0.960907633781361, 0.04013619109160476, 0.9988541184607598, 1.0009204808378496, 0.00018467115374966385, 0.8692471206996677, 0.130193163393513, 0.00018467115374966385, 0.9997261837542207, 0.9880675693664165, 0.0025491869418661694, 0.9967320942696721, 1.005359772219807, 0.14991486542598256, 0.17571069015015414, 0.6744299681508044, 1.0002824528127199, 0.9993981967706558, 0.8888042680072571, 1.0302109336313905, 0.9828270094089162, 0.9882738102095859, 1.004019636082272, 0.9635715761336805, 0.0360030140539079, 1.0000737508995319, 1.0000124205727945, 1.0001247394941115, 0.9013570371625858, 0.9983547537231322, 0.7547530695522233, 0.2452691453972286, 1.0003497979835518, 0.10074812160569376, 0.6632584672374838, 0.2358421937587831, 0.10961880355562162, 0.8906527788894257, 0.8951985944197937, 0.10475728232572054, 0.9975693051743223, 0.9997613493861277, 0.999660895513649, 0.9469406781443898, 0.05330085254225907, 0.3317872627594933, 0.11327018927777864, 0.554866607753785, 0.40680156437918613, 0.0001673391873217549, 0.5930500798682994, 1.0008960509744154, 0.9229450943418249, 0.9922565883116011, 0.006485337178507197, 1.0001433334178784, 0.9998206699054695, 1.0230407175820881, 1.000856043864187, 1.0003452713077194, 0.750356463125336, 0.15925672736777463, 0.026790851332896666, 0.06357511546457224, 6.044062136068801e-05, 0.41226547830125293, 0.15043670656675245, 0.04430297545738431, 0.2611639248995329, 0.13176055456629987, 0.07878917918244555, 0.040383575103973134, 0.06263574914085629, 0.1077994208897895, 0.04071323694155659, 0.043350531642224216, 0.080931981126738, 0.028350918032177055, 0.10631594262066396, 0.09692058024953552, 0.0578556524958962, 0.2559824168835521, 0.2113766786007611, 0.14234738645867678, 0.20300330292672128, 0.10272702351322012, 0.3404492011859601, 0.9982041726407027, 1.000030055773667, 1.0003775697358277, 0.9978276238128175, 0.002086193121562797, 0.8657701454485608, 0.12934397353689342, 0.002086193121562797, 0.9991738889986621, 0.9882738102095859, 1.0035196660700796, 0.9236562009569003, 0.9995433500694642, 0.8946040765218363, 0.9322159320168473, 0.06817894298857392, 1.001378726407744, 1.000582577949706, 0.9988015261544446, 0.0466094170276194, 0.22496561363734038, 0.5318735894683988, 0.1963985515881543, 1.00009671413954, 1.007311503741558, 0.9942998700279371, 0.9999048015081643, 0.42664628542862754, 0.34692601176667465, 0.2259173879019513, 0.00025967515850799, 0.9994635046186618, 0.9955535944054984, 0.006381753810291656, 0.04897439601928734, 0.0003377544553054299, 0.9504410372294797, 0.9959721099213478, 0.053380495339261834, 0.0718745252205809, 0.4478497463305786, 0.34781385742708004, 0.07901994585654508, 0.9882738102095859, 0.9999255082833562, 1.0309810053118367, 0.15755214122681588, 0.280147401118932, 0.11102502452077183, 0.052927672443383464, 0.39831150703904394, 0.07158479558565592, 0.12031058081622845, 0.807885550180974, 0.9997067901685106, 0.996034001873576, 0.002982137730160407, 0.9975486970334521, 1.00009671413954, 0.9954961276979922, 0.9980071991717995, 0.0008717695143607256, 0.7767466372954064, 0.222301226161985, 1.0003380421973902, 0.9999033531251165, 1.0138846200580813, 1.000743543227817, 0.06100187523089193, 0.09559232403500104, 0.06253544192664061, 0.2121433929119007, 0.3026238279610728, 0.1567645955654206, 0.08451656456570501, 0.0027263407924420975, 0.021981122639064408, 0.9995694442244725, 0.07105877557982129, 0.340341630532611, 0.0012816212028424682, 0.18455345320931543, 0.061090610668824326, 0.19979050528755368, 0.14169034409202844, 1.0000063231000005, 0.06725885930426075, 0.8923008667698591, 0.0014946413178724609, 0.03886067426468398, 0.14738828429107964, 0.8526240864513037, 0.11752470780405971, 0.02147461438280161, 0.012103873561215452, 0.6551709624425655, 0.08746024766813747, 0.10659217684554254, 0.004209928526273837, 0.9935431322006255, 1.00420227790114, 1.0001016934074052, 0.9995225002953869, 0.9123333206613655, 0.086331907632791, 0.0005569800492438129, 0.0005569800492438129, 0.9998796750435939, 0.024029090261695824, 0.17881648003078643, 0.797165069431759, 0.08166111894233066, 0.10033698022510583, 0.065548611168956, 0.07506963848958648, 0.6774577131987073, 0.6391903656788674, 0.27881425905630236, 0.0821403003858816, 1.0301223281858123, 0.03799865591713734, 0.06601665221046962, 0.00661369011215998, 0.08417423779112701, 0.027176253915421007, 0.0460553329628595, 0.1582475670473188, 0.24843425039495487, 0.325393553518271, 0.103182246249553, 0.3761992184853952, 0.07650212882265282, 0.023237521629880794, 0.07525896922928471, 0.12182964015007461, 0.12804543811691516, 0.09572328868934434, 0.9995576273986998, 1.0047914512632101, 0.00011508028682913987, 0.5895563094256835, 0.00023016057365827974, 0.04142890325849035, 0.09252455061062845, 0.046147195018485083, 0.10771514847207492, 0.12233034489937568, 0.9994492294993771, 0.00036264485830891767, 0.9996252254708703, 0.9934938545462659, 1.0051639868954825, 0.9236562009569003, 1.000127129393529, 1.0022561335314175, 1.000130090461501, 0.8848427498591035, 0.11330128158741852, 0.0005751334090731905, 0.0014378335226829762, 0.9882738102095859, 1.000010486877907, 0.9999808058491565, 0.9993981967706558, 0.9988375196394383, 0.901570488663977, 0.9225300077929611, 0.9787239393983274, 0.015115427635495404, 0.003778856908873851, 1.00220817418777, 0.9049126831776173, 0.1409664368799981, 0.858613751905443, 0.13896861971075672, 0.8601426146307889, 1.0022256195620571, 0.14513577291113453, 0.047169126196118724, 0.34663260430275966, 0.461047971947704, 0.15153503877990923, 0.5742930312902536, 0.07758624942638355, 0.15861647700685597, 7.739276750761452e-05, 0.03792245607873111, 0.021156194769245074, 0.9787851285888971, 0.0020574526375049854, 0.0010287263187524927, 0.1563664004503789, 0.7375967705455373, 0.10287263187524928, 0.0034777327693177947, 0.0017388663846588973, 0.9946315720248892, 0.8856033729285591, 0.1142154095231266, 1.0020666454629288, 1.001242170684697, 0.9992026146152164, 1.002291878439509, 0.922196398075322, 1.0001968051636212, 1.0055530287075076, 0.3866001967928983, 0.1801913243950414, 0.014629681482234067, 0.09907625875097131, 0.1208035084770615, 0.0008690899890436079, 0.061995085885110705, 0.08589506058380993, 0.04997267437000746, 0.9229450943418249, 0.9990711461823126, 1.1037974288907755, 0.9229450943418249, 0.9989122556117416, 0.999583508403321, 0.0006844870363629399, 0.9993510730898922, 0.9991168544620584, 1.0000998402626189, 1.0003573376898605, 1.0000155058512874, 0.9990190460886064, 0.11368547857886029, 0.03761023351481092, 0.8486391739984506, 1.0224649867619815, 0.9013570371625858, 0.04988599735639777, 0.06359512640090402, 0.009329823933066757, 0.002094450270688456, 0.30883621264151595, 0.03255918148070236, 0.19230861576321276, 0.22905669778529203, 0.11252910090698885, 1.0016683020399246, 0.9888549317547016, 0.010056151848352898, 0.8946040765218364, 0.9991634808370198, 0.8830379431126204, 0.9998917761630007, 1.0003905966859732, 0.9977784803695405, 0.024024388554715958, 0.2593142427591071, 0.05225704029307396, 0.11815098406731707, 0.07329835621128417, 0.018058243281704457, 0.05635876516826937, 0.16172515222199035, 0.03478475770782599, 0.20204990196904132, 0.9948973827400239, 0.00549667062287306, 0.9934176860016979, 0.9999236328818654, 0.04588778695103264, 0.40446806498267346, 0.07126654259129764, 0.05272413072128853, 0.00402688742631511, 0.17877507201943127, 0.047011569488608955, 0.19581910717267195, 0.999919416599076, 1.0034675298603282, 0.9049126831776173, 0.005008621685287877, 0.2604483276349696, 0.044892090660728384, 0.623666152071772, 0.042480532071515704, 0.000556513520587542, 0.02281705434408922, 0.033946695262155935, 0.9655948874568798, 0.8963109650059484, 0.10324479005675043, 0.0779717089293207, 0.9219432620624309, 0.998148002689291, 0.0012813196440170616, 0.9995783234683616, 1.000048819081155, 0.26584217627764706, 0.734127852647486, 1.0065153581648871, 1.0054991554720685, 0.9991738889986621, 0.06946698478051597, 0.9308575960589138, 0.07576933626238463, 0.0006367171114486103, 0.923239811600485, 0.9776846948079828, 0.9946276767603096, 0.9749066882171961, 0.025160838035456243, 1.000538959736477, 1.0000054470353699, 1.0011814574793114, 1.0002993587979363, 0.12133551452369451, 0.8788157980501874, 0.9999275354008388, 1.0011080563836254, 0.9851836356912739, 0.01545937231469902, 1.0007646809517576, 1.0001111380083478, 0.9996225285768895, 0.9998902687533101, 0.9845548011732853, 1.0229140791410758, 1.0010501678329158, 0.9993981967706558, 1.0006811979115195, 0.9979933623006908, 0.9998506976618299, 1.0005378336598647, 0.9959721099213478, 0.9942998700279371, 0.8888042680072571, 1.0002770999718595, 1.0034405223446767, 1.0000539105817636, 1.0470470649087316, 0.10381003512064221, 0.8960445136729117, 0.05045543161655582, 0.08617935035236542, 0.7152149503602292, 0.14805170445149957, 1.0088628479222856, 0.15125521321116187, 0.8485673825914336, 0.9999106120539966, 0.9974321312944613, 1.003510946551605, 1.0144160378828542, 0.9875602977858412, 0.9886195561071609, 0.011398380739129448, 1.0039741314748913, 1.0026573513197534, 0.9954039514953791, 0.9947066779535847, 1.0002055447812959, 0.9997862153421254, 0.9999859926056771, 0.893479099462651, 1.0001169989800622, 0.9997454033252361, 0.9013570371625858, 1.000188946095123, 1.0818845863967723, 1.0000398021330286, 0.10291106929752265, 0.6220606599502039, 0.010566761579656343, 0.1130184064606722, 0.15161005744724318, 0.6490112538753676, 0.0881055545987, 0.06909851360662089, 0.19363423010680583, 0.9489177685327127, 0.050127105708730524, 1.000124882048226, 1.0063963721377758, 0.9972813399513413, 0.004225768389624328, 0.999815707560867, 0.04400764394921526, 0.11753261005948953, 0.20125446927994783, 0.08211182346621872, 0.5554623352126561, 0.0002057743580224651, 0.9997547184521466, 1.000084268801279, 0.883698004553003, 0.9984097346750733, 0.34516657222544905, 0.6549791559210677, 0.9999898210158533, 0.9999879128801267, 0.9992023916255153, 0.9992552388553197, 0.9995062757582832, 0.9779889186602473, 0.16046519249606503, 0.783260791094654, 0.05719551415701327, 0.8861365112836831, 0.11369740951655721, 1.0000990857978878, 0.9993029058351605, 0.0007553309945843995, 0.9999916347905753, 0.9236562009569003, 0.09922228649952838, 0.8980889008803467, 0.0025441611922955997, 0.7957334002069268, 0.20464435531637473, 0.12752162779781614, 0.021033848011948995, 0.019526945467809368, 0.005713672146529429, 0.015885264319471928, 0.02907066158069369, 0.10052295721531446, 0.12344043340743799, 0.20336905585284418, 0.23300480588759023, 0.12092892916720527, 0.9236562009569003, 0.9888659364321482, 0.005618556457000842, 0.005618556457000842, 1.0099405766320033, 0.07702613554122845, 0.9229740415288069, 0.049514453721181385, 0.9503580633581589, 1.1037974288907755, 0.9914927408788443, 1.0001169225589617, 1.0009622002084815, 0.9993950054302543, 0.9049126831776173, 1.0000277649676017, 0.9013570371625858, 0.046701072824089286, 0.32899860258164393, 0.6241912046861485, 0.9999830672788098, 0.9946276767603096, 0.039219917668500415, 0.3216174200902096, 0.17749391311431859, 0.1841891371547634, 0.00024666614885849317, 0.03858563328572143, 0.07315413214717598, 0.035132307201702524, 0.10983691228456045, 0.02057900441905143, 0.0007620565208362483, 0.3124431735428618, 0.3896649009876016, 0.2956779300844643, 0.0005080376805574988, 0.0007620565208362483, 0.2799630119364154, 0.7200971701249146, 0.05335900074979598, 0.0765182892696727, 0.24067132629855895, 0.22195862117449855, 0.4076034779498304, 0.05771078225158819, 0.22940879669893025, 0.01721198768907016, 0.15293919779928683, 0.25983914094660004, 0.02891163945157537, 0.006046695021487067, 0.19433796557430524, 0.05360465446955511, 0.009293364122388204, 0.014714493193781323, 0.21560604763940633, 0.023930412615149627, 0.1320432152389324, 0.22598363757607318, 0.21119169968127194, 0.033378666139577635, 0.13382444336239013, 0.044406887819740753, 0.8754500741606035, 0.08029967308757632, 0.9999538362767941], \"Term\": [\"academic\", \"access\", \"access\", \"access\", \"access\", \"accessibility\", \"accessibility\", \"accessory\", \"accident\", \"accompany\", \"accompany\", \"accord\", \"accord\", \"accord\", \"accord\", \"accord\", \"accord\", \"accord\", \"accord\", \"accord\", \"account\", \"account\", \"accuse\", \"achieve\", \"achieve\", \"achieve\", \"achieve\", \"achievement\", \"achievement\", \"achievement\", \"achieving_gender_equality\", \"acknowledge\", \"acknowledge\", \"acknowledge\", \"acknowledge\", \"acquisition\", \"acquit\", \"act\", \"act\", \"act\", \"act\", \"act\", \"action\", \"action\", \"action\", \"action\", \"action\", \"action\", \"action\", \"activism\", \"activity\", \"activity\", \"activity\", \"activity\", \"activity\", \"activity\", \"adaptation\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"address\", \"address\", \"address\", \"address\", \"address\", \"adjourn\", \"adjourn\", \"adoption\", \"adventist_church\", \"advocacy\", \"advocate\", \"advocate\", \"advocate\", \"afar\", \"affect\", \"affect\", \"affect\", \"affect\", \"affect\", \"agency\", \"agency\", \"agency\", \"agency\", \"agreement\", \"agreement\", \"agricultural\", \"agriculture\", \"agrikalsa\", \"aid\", \"aid\", \"aid\", \"aim\", \"aim\", \"aim\", \"aim\", \"aim\", \"air\", \"air\", \"air\", \"aircraft\", \"airline\", \"airline\", \"airstrip\", \"alcohol\", \"alcohol\", \"allege\", \"allegedly\", \"allocate\", \"allocate\", \"allocate\", \"allocate\", \"allocation\", \"allocation\", \"allowance\", \"ally\", \"ambassador\", \"ambassador\", \"ambitious\", \"ambitious\", \"amendment\", \"amendment\", \"amount\", \"amount\", \"andel\", \"anniversary\", \"anniversary\", \"answerable\", \"anti_social\", \"aoke_langa_langa\", \"appeal\", \"appeal\", \"appeal\", \"appeal\", \"appearing\", \"application\", \"application\", \"application\", \"appoint\", \"appoint\", \"appointment\", \"apprehend\", \"approve\", \"approve\", \"approve\", \"approve\", \"aptc\", \"area\", \"area\", \"area\", \"area\", \"area\", \"area\", \"aro\", \"arrear\", \"arrest\", \"arrest\", \"arrive\", \"arrive\", \"arrive\", \"arrive\", \"art\", \"article\", \"articulate\", \"artist\", \"assault\", \"assembly\", \"assessment\", \"assessment\", \"assessment\", \"assessment\", \"assessment\", \"assist\", \"assist\", \"assist\", \"assist\", \"assist\", \"assist\", \"assist\", \"assistance\", \"assistance\", \"assistance\", \"assistance\", \"assure\", \"assure\", \"assure\", \"assure\", \"assure\", \"assured\", \"athlete\", \"atrocity\", \"attache\", \"attend\", \"attend\", \"attend\", \"attend\", \"attend\", \"attend\", \"attend\", \"attenuate\", \"attorney_generals_chamber\", \"audience\", \"audit\", \"audit\", \"auspex\", \"australian\", \"australian\", \"australian\", \"australian_federal\", \"autonomous\", \"average\", \"award\", \"award\", \"award\", \"awareness\", \"axiom\", \"baggage_allowance\", \"bahomea\", \"bail\", \"bail_application\", \"ball\", \"band\", \"bank\", \"bank\", \"banking\", \"banking\", \"bankruptcy\", \"barile\", \"beach\", \"bear\", \"bear\", \"bear\", \"beat\", \"beat\", \"beautification\", \"believer\", \"belittle\", \"beloved\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"benefit\", \"betterment\", \"bible_translation\", \"big\", \"big\", \"big\", \"big\", \"big\", \"big\", \"bilateral\", \"bill\", \"biometric_voter_registration\", \"biometric_voters_registration\", \"biosecurity\", \"birthday\", \"blame\", \"blame\", \"bless\", \"blessing\", \"blessing\", \"blessing\", \"boat\", \"boat\", \"bomb\", \"bomb\", \"border\", \"border\", \"border\", \"borrow\", \"borrow\", \"borrowing\", \"bougainvillean\", \"bouna\", \"boundary\", \"boundary\", \"boy\", \"boy\", \"bracket\", \"bre\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"bring\", \"british_colonial\", \"broad\", \"broad\", \"brother_george\", \"budget\", \"build\", \"build\", \"build\", \"build\", \"build\", \"build\", \"building\", \"building\", \"building\", \"bureaucracy\", \"burn\", \"burn\", \"burn\", \"bus\", \"business\", \"business\", \"cable\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"campus\", \"canadian\", \"cancer\", \"candidate\", \"cannabis\", \"capacity\", \"capacity\", \"capacity\", \"captain_tim_harris\", \"care\", \"care\", \"care\", \"cargo\", \"carrier\", \"case\", \"case\", \"cast\", \"cathnews\", \"catholic\", \"cattle\", \"caucus\", \"caucus\", \"cbsi\", \"cdf\", \"celebrate\", \"celebrate\", \"celebration\", \"ceremony\", \"ceremony\", \"ceremony\", \"certificate\", \"certificate\", \"certificate\", \"challenge\", \"challenge\", \"challenge\", \"challenge\", \"challenge\", \"championship\", \"chance\", \"chance\", \"chance\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"charge\", \"charter\", \"check\", \"check\", \"check\", \"check\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"chief\", \"child\", \"child\", \"child\", \"child\", \"chinese\", \"chinese\", \"chinese\", \"choiseul\", \"church\", \"church\", \"cip\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"citizen\", \"city\", \"city_council_roundabout\", \"civilian\", \"claim\", \"claim\", \"claim\", \"class\", \"classroom\", \"clean\", \"clean\", \"clear\", \"clear\", \"clear\", \"clear\", \"clear\", \"clear\", \"clerk\", \"climate\", \"climate\", \"climate_change_adaptation\", \"climate_change_disaster\", \"clinic\", \"clock\", \"club\", \"club\", \"coach\", \"coach\", \"coalition\", \"coastal\", \"cocoa\", \"coconut\", \"coconut\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboratively\", \"college\", \"commander\", \"commemorate\", \"commemoration\", \"commemoration\", \"commendable\", \"comment\", \"comment\", \"commentator\", \"commercial_sexual_exploitation\", \"commission\", \"commission\", \"commission\", \"commission\", \"commissioner\", \"commissioner\", \"commissioner_frank_prendergast\", \"commitment\", \"commitment\", \"commitment\", \"commitment\", \"committee\", \"committee\", \"committee\", \"committee\", \"committee\", \"commodity\", \"common_sense\", \"community\", \"community\", \"community\", \"community\", \"community\", \"company\", \"company\", \"compete\", \"competition\", \"complainant\", \"complete\", \"complete\", \"complete\", \"complete\", \"complete\", \"completion\", \"completion\", \"complex\", \"complication\", \"complicit\", \"component\", \"component\", \"comprehension\", \"comprehensive\", \"comprehensive\", \"comprehensive\", \"compromise\", \"compromise\", \"computer\", \"computer\", \"concern\", \"concern\", \"concern\", \"concern\", \"concern\", \"concern\", \"concern\", \"concession\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"cone\", \"confidence\", \"confidence\", \"confidence\", \"confidence\", \"confidence\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"confirm\", \"congratulate\", \"congratulate\", \"congratulate\", \"congratulatory_message\", \"conscience\", \"conservation\", \"conservation\", \"constable\", \"constituency\", \"constituency\", \"constitution\", \"constitution\", \"constitutional\", \"construct\", \"construction\", \"consumer\", \"contest\", \"contest\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"continue\", \"contract\", \"contract\", \"contract\", \"contract\", \"contractor\", \"contractor\", \"contractor\", \"convening\", \"convict\", \"convict\", \"cooperation\", \"cooperation\", \"cooperation\", \"coordination\", \"coordinator\", \"coordinator\", \"coordinator\", \"cop\", \"coral_sea\", \"cordial_relationship\", \"correctional\", \"correctional\", \"correspond\", \"corruption\", \"corruption\", \"corruption\", \"cost\", \"cost\", \"cost\", \"counselling\", \"count\", \"count\", \"counterfeit\", \"counterpart\", \"counterpart\", \"country\", \"country\", \"country\", \"country\", \"country\", \"country\", \"courage\", \"court\", \"covid\", \"cow\", \"create\", \"create\", \"create\", \"create\", \"create\", \"create\", \"credence\", \"credibility\", \"crew\", \"crime\", \"crime\", \"crime_prevention\", \"critic\", \"criticism\", \"criticize\", \"crocodile\", \"csos\", \"cultural\", \"culture\", \"currency\", \"currency\", \"currency_note\", \"current\", \"current\", \"current\", \"current\", \"current\", \"current\", \"current\", \"current\", \"custody\", \"custody\", \"customary\", \"customary\", \"customary_land\", \"cyclone\", \"damage\", \"damage\", \"dance\", \"date\", \"date\", \"date\", \"date\", \"date\", \"daughter\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"day\", \"deal\", \"deal\", \"deal\", \"dear\", \"debate\", \"debate\", \"debt\", \"debutant\", \"deceased\", \"decentralise\", \"decision\", \"decision\", \"decision\", \"decision\", \"dedication\", \"dedication\", \"deepest_sympathy\", \"defendant\", \"defilement\", \"deflate\", \"degradation\", \"delay\", \"delay\", \"delay\", \"delay\", \"delay\", \"delegation\", \"delegation\", \"delegation\", \"deliver\", \"deliver\", \"deliver\", \"deliver\", \"deliver\", \"deliver\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"demarcate\", \"democracy\", \"democracy\", \"democratic_coalition\", \"dengue_fever\", \"deploy\", \"deploy\", \"deputy\", \"deputy\", \"deputy\", \"deputy\", \"deputy\", \"deputy\", \"deputy\", \"design\", \"design\", \"design\", \"design\", \"destroy\", \"destroy\", \"destroyer\", \"detect\", \"detective\", \"develop\", \"develop\", \"develop\", \"develop\", \"develop\", \"develop\", \"developed\", \"development\", \"development\", \"development\", \"dfat\", \"diabete\", \"diabetes\", \"diagnose\", \"diarrhoea\", \"diplomat\", \"diplomatic\", \"diplomatic\", \"diplomatic_relation\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"director\", \"directory\", \"disabilitie\", \"disability\", \"disagree\", \"disaster\", \"discrimination\", \"discuss\", \"discuss\", \"discuss\", \"disease\", \"diseases_ncd\", \"dismay\", \"dispute\", \"dispute\", \"dissolution\", \"disturbance\", \"disturbance\", \"doctor\", \"doctor\", \"document\", \"document\", \"document\", \"document\", \"document\", \"documentation\", \"documentation\", \"dollar\", \"dolphin\", \"dose\", \"draft_federal_constitution\", \"draw\", \"draw\", \"draw\", \"dreamstime\", \"drinking\", \"drinking\", \"drive\", \"drive\", \"drive\", \"drive\", \"driver\", \"drug\", \"drug\", \"due\", \"duidui\", \"dust\", \"duty\", \"duty\", \"duty\", \"duty\", \"duty\", \"duty\", \"earning\", \"earthquake\", \"easy_task\", \"economic\", \"economic\", \"economic\", \"economy\", \"editor\", \"edmund_sikua\", \"education\", \"effective\", \"effective\", \"effective\", \"effective\", \"effective\", \"effective\", \"efficacy\", \"efficiencie\", \"elect\", \"election\", \"electoral\", \"electrify\", \"emergency\", \"eminently\", \"employment\", \"employment\", \"employment\", \"empower\", \"empowerment\", \"encourage\", \"encourage\", \"encourage\", \"encourage\", \"encourage\", \"encourage\", \"end\", \"end\", \"end\", \"end\", \"end\", \"end\", \"end\", \"end\", \"end\", \"end\", \"end\", \"enhancing\", \"enrol\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"enterprise\", \"enterprise\", \"entitlement\", \"environment\", \"environment\", \"environment\", \"environment\", \"environmentally_sustainable_growth\", \"equal\", \"equal\", \"equal\", \"equal\", \"equipment\", \"equipment\", \"equitable\", \"ethical\", \"event\", \"event\", \"event\", \"event\", \"evidence\", \"evidence\", \"evidence\", \"exam\", \"excellence\", \"executive\", \"executive\", \"executive\", \"executive\", \"exhibition\", \"expenditure\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"explain\", \"explain\", \"explain\", \"explain\", \"explain\", \"explain\", \"explain\", \"explain\", \"explain\", \"explain\", \"exploration\", \"export\", \"export\", \"exporter\", \"extravagant\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"face\", \"facebook\", \"faces_count\", \"facility\", \"facility\", \"fact\", \"fact\", \"fact\", \"falls_annually\", \"family\", \"family\", \"family\", \"family\", \"family\", \"fan\", \"fan\", \"fare\", \"farm\", \"farmer\", \"feasibility\", \"federal\", \"fee\", \"fee\", \"felling\", \"festival\", \"fetch\", \"fever\", \"ffa\", \"fifa\", \"file\", \"file\", \"film\", \"final\", \"final\", \"finance\", \"finance\", \"financial\", \"financial\", \"find\", \"find\", \"find\", \"find\", \"find\", \"find\", \"find\", \"find\", \"fingerprint\", \"finish\", \"fire\", \"fire\", \"fire\", \"fire\", \"firm\", \"firm\", \"firm\", \"firm\", \"fish\", \"fish\", \"fisherie\", \"fisherman\", \"fishery\", \"fishery\", \"fitness\", \"fitting\", \"flickr\", \"flight\", \"flood\", \"flooding\", \"flu\", \"fly\", \"fly\", \"fly\", \"fly\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"follow\", \"food\", \"food\", \"food\", \"food_gardens\", \"football\", \"football_federation_siff\", \"force\", \"force\", \"foreigner\", \"forensic\", \"forest\", \"forest\", \"forgive\", \"form\", \"form\", \"form\", \"form\", \"form\", \"formulation\", \"forum\", \"forum\", \"forum\", \"forward\", \"forward\", \"forward\", \"forward\", \"forward\", \"forward\", \"forward\", \"fourere\", \"framework\", \"franchise_shipping_scheme\", \"freedom\", \"freedom\", \"freedom\", \"freighter\", \"friend\", \"friend\", \"friend\", \"fruit\", \"fund\", \"fund\", \"funding\", \"funding\", \"funeral\", \"funeral\", \"futsal\", \"gale_force_wind\", \"gamble\", \"game\", \"gbv\", \"gender\", \"gender_base\", \"gender_based\", \"gender_equality\", \"general\", \"general\", \"general\", \"general\", \"generator\", \"generator\", \"gentlemen\", \"george_hemming\", \"gift\", \"gift\", \"girl\", \"girl\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"give\", \"global\", \"global\", \"global\", \"global\", \"globalisation\", \"goal\", \"goal\", \"gold\", \"gold\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"gordon_darcy_lilo\", \"governance\", \"governance\", \"governance\", \"government\", \"government\", \"government\", \"government\", \"governor_general\", \"grace\", \"graduand\", \"graduate\", \"grandchild\", \"gravel\", \"great\", \"great\", \"great\", \"great\", \"great\", \"great\", \"greater_height\", \"greeting\", \"grid_connecte\", \"grml\", \"groom\", \"ground_breake\", \"ground_breake\", \"ground_breaking\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"grow\", \"grow\", \"grow\", \"grow\", \"growth\", \"growth\", \"guadalcanal\", \"guadalcanal\", \"guadalcanal\", \"gukuna\", \"guste\", \"half\", \"half\", \"handicraft\", \"harmony\", \"hatchery\", \"hauling\", \"hcc\", \"headline\", \"headquarters\", \"health\", \"health\", \"hear\", \"hear\", \"hear\", \"hear\", \"heart\", \"heart\", \"heart\", \"heart\", \"heavy_rain\", \"heavy_rain_alert\", \"heavy_rain_shower\", \"high\", \"high\", \"high\", \"high\", \"high\", \"high\", \"high\", \"high\", \"high\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"hold\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"home\", \"honiara\", \"honiara\", \"honiara\", \"honiara\", \"honiara\", \"honiara\", \"honiara\", \"honiara\", \"honiara\", \"honor\", \"honour\", \"honour\", \"honour\", \"hopper\", \"hospital\", \"hospital\", \"host\", \"host\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"hour\", \"house\", \"house\", \"house\", \"house\", \"house\", \"house\", \"house\", \"human\", \"human\", \"human\", \"human_resource\", \"human_resource\", \"humble\", \"humble\", \"hyc\", \"icalrm\", \"illegal\", \"illegal\", \"illegal\", \"illegally\", \"illegally\", \"immigration\", \"immigration\", \"impact\", \"impact\", \"impact\", \"impact\", \"impaired\", \"impairment\", \"implement\", \"implement\", \"implementation\", \"implementation\", \"import\", \"import\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"important\", \"impressive\", \"imprest\", \"imprisonment\", \"improve\", \"improve\", \"improve\", \"improve\", \"improve\", \"improvement\", \"improvement\", \"improvement\", \"improvement\", \"incident\", \"incident\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"include\", \"income\", \"income\", \"income_generate\", \"increase\", \"increase\", \"increase\", \"increase\", \"increase\", \"increased\", \"incur\", \"indecent_assault\", \"independence\", \"independence\", \"independent\", \"independent\", \"industry\", \"industry\", \"inefficient\", \"inequalitie\", \"infection\", \"inflenza\", \"inform\", \"inform\", \"inform\", \"inform\", \"inform\", \"inform\", \"inform\", \"inform\", \"inform\", \"inform\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"infrastructure\", \"injection\", \"injunction\", \"inland_revenue\", \"inmate\", \"inspect\", \"inspection\", \"instability\", \"installation\", \"institutional\", \"institutional_strengthene\", \"institutional_strengthening_mpgi\", \"institutional_strengthening_silas_tausinga\", \"integrate\", \"integrated\", \"integration\", \"intelligence\", \"intelligence\", \"interest\", \"interest\", \"interest\", \"interest\", \"interfered\", \"international\", \"international\", \"international\", \"international\", \"international\", \"internet\", \"internet\", \"investigate\", \"investigate\", \"investigation\", \"investigation\", \"investment\", \"investment\", \"investment\", \"investment\", \"investor\", \"investor\", \"invite\", \"invite\", \"invite\", \"invite\", \"invite\", \"involve\", \"involve\", \"involve\", \"involve\", \"involve\", \"irresponsible\", \"island\", \"island\", \"island\", \"island\", \"island\", \"island\", \"islander\", \"islander\", \"islander\", \"islander\", \"islander\", \"islander\", \"isolation\", \"issuance\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issuing\", \"italian\", \"jail\", \"join\", \"join\", \"join\", \"join\", \"join\", \"join\", \"joined\", \"journalist\", \"journey\", \"joy\", \"juvenile\", \"kangava\", \"kava\", \"key\", \"key\", \"key\", \"key\", \"key\", \"kiri_report\", \"knife\", \"knot\", \"knowledge\", \"knowledge\", \"knowledge\", \"knowledge\", \"laboratory\", \"land\", \"land\", \"landowner\", \"language_dictionary\", \"lash\", \"late\", \"late\", \"late\", \"late\", \"late\", \"late\", \"late\", \"launch\", \"launch\", \"launch\", \"launch\", \"launch\", \"launch\", \"launching\", \"law\", \"law\", \"law\", \"law\", \"law\", \"law\", \"lawyer\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"lead\", \"leader\", \"leader\", \"leader\", \"leader\", \"leader\", \"leadership\", \"leadership\", \"leadership\", \"learn\", \"learn\", \"learning\", \"lease\", \"lease\", \"lease\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"leave\", \"legacy\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal\", \"legal\", \"leitongo\", \"leprosy\", \"letter\", \"letter\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"levelling\", \"licence\", \"license\", \"license\", \"life\", \"life\", \"life\", \"lilo\", \"lilo\", \"limp\", \"list\", \"list\", \"list\", \"list\", \"literacy\", \"live\", \"live\", \"live\", \"livery\", \"livestock\", \"livestock\", \"load\", \"loan\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"local\", \"lockdown\", \"log\", \"logger\", \"logo_photo_courtesy\", \"logs_felle\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"long\", \"loot\", \"loot\", \"love\", \"love\", \"low\", \"low\", \"low\", \"low\", \"magazine\", \"magistrate\", \"magnificent\", \"maitaki\", \"mal\", \"malaita\", \"malaita\", \"malaitan\", \"malaria\", \"man\", \"man\", \"man\", \"man\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"mangau\", \"manufacturer\", \"mara\", \"marine\", \"marist\", \"mark\", \"mark\", \"mark\", \"mark\", \"mark\", \"market\", \"market\", \"marketable\", \"marriage\", \"marriage\", \"martin_sopage\", \"masite\", \"matantga\", \"match\", \"matter\", \"matter\", \"matter\", \"measle\", \"measure\", \"measure\", \"measure\", \"measure\", \"measure\", \"mechanism\", \"mechanism\", \"medal\", \"medical\", \"medicine\", \"medium\", \"medium\", \"medium\", \"medium\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meet\", \"meeting\", \"meeting\", \"meeting\", \"meeting\", \"mehrd\", \"melanesian\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"member\", \"memorial\", \"memory\", \"mere\", \"mere\", \"meteorological_service\", \"metre\", \"micronesian\", \"mile\", \"millennium\", \"milner_tozaka_say\", \"mine\", \"mining\", \"ministry\", \"ministry\", \"ministry\", \"ministry\", \"ministry\", \"minute\", \"misguide\", \"mislead\", \"misleading\", \"mission\", \"mission\", \"mission\", \"misusing\", \"modernization\", \"money\", \"money\", \"money\", \"money\", \"monsoon\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"month\", \"monument\", \"moretlawoffice\", \"moses_kouni_mose\", \"mother_tongue\", \"moti\", \"motion\", \"motion\", \"mower\", \"mpa\", \"mpg\", \"mpgi\", \"mrd\", \"msg\", \"multi_lateral\", \"multilateral\", \"murder\", \"music\", \"mutilate\", \"nation\", \"nation\", \"nation\", \"nation\", \"nation\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"national\", \"natural_beauty\", \"ncd\", \"ndmo\", \"ndoma\", \"networking\", \"newspaper\", \"ngalito\", \"nickel\", \"night\", \"night\", \"night\", \"night\", \"night\", \"nominate\", \"nomination\", \"non_communicable_disease\", \"nori\", \"note\", \"note\", \"note\", \"note\", \"note\", \"note\", \"notice\", \"notice\", \"notice\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"nurse\", \"objective\", \"objective\", \"objective\", \"observer\", \"ofcf\", \"offence\", \"offer\", \"offer\", \"offer\", \"offer\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"office\", \"officer\", \"officer\", \"officer\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"official\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"operate\", \"operate\", \"operate\", \"operate\", \"operation\", \"operation\", \"operation\", \"operation\", \"opinion\", \"opportunity\", \"opportunity\", \"opportunity\", \"opportunity\", \"opportunity\", \"opportunity\", \"opposing\", \"opposition\", \"opposition\", \"opposition_leader_dr_derek\", \"order\", \"order\", \"order\", \"order\", \"order\", \"organic_farming\", \"organisation\", \"organisation\", \"outbreak\", \"overheard\", \"overload\", \"overnight\", \"overvalue\", \"owner\", \"owner\", \"owner\", \"oxfam\", \"painful\", \"palmer\", \"pamphlet\", \"panatina_campus\", \"pandemic\", \"pandemic\", \"panoramio\", \"parade\", \"parcel\", \"parent\", \"parent\", \"paris_agreement\", \"parisisi\", \"parliament\", \"parliament\", \"parliamentary\", \"part\", \"part\", \"part\", \"participant\", \"participant\", \"participant\", \"participate\", \"participate\", \"participate\", \"participate\", \"participate\", \"participation\", \"participation\", \"partner\", \"partner\", \"partner\", \"partner\", \"partnership\", \"partnership\", \"partnership\", \"party\", \"party\", \"party\", \"party\", \"pass\", \"pass\", \"pass\", \"pass\", \"pass\", \"pass\", \"pass\", \"passable\", \"passenger\", \"passport\", \"passport_holder\", \"pastor\", \"patient\", \"patrol\", \"pay\", \"pay\", \"pay\", \"payment\", \"payout\", \"pcdf\", \"peace\", \"peace\", \"peacebuilde\", \"peacefulness\", \"peanut_fish\", \"peanutfish\", \"peer\", \"peochakuri\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"people\", \"perceive\", \"percent\", \"percent\", \"percent\", \"performance\", \"performance\", \"performance\", \"permit\", \"persuasion\", \"pest\", \"petition\", \"pga\", \"pgsp\", \"phase\", \"phase\", \"phase\", \"physical\", \"physical\", \"physical\", \"physical\", \"physical\", \"pirione\", \"pitch\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"place\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plan\", \"plane\", \"plane\", \"plastic\", \"play\", \"play\", \"play\", \"player\", \"plea\", \"pmc\", \"point\", \"point\", \"point\", \"point\", \"point\", \"point\", \"police\", \"police\", \"police_commissioner_juanita\", \"policing\", \"policy\", \"policy\", \"political\", \"political\", \"political\", \"political_instability\", \"political_partie\", \"politician\", \"poll\", \"polling\", \"polling_station\", \"pollution\", \"pool\", \"port\", \"ports_authority\", \"positive\", \"positive\", \"positive\", \"positive\", \"positive\", \"positive\", \"positive\", \"poster\", \"power\", \"power\", \"power\", \"power\", \"pray\", \"prayer\", \"pre_trial_conference\", \"premi\", \"premier\", \"premier_thomas_weape\", \"premiers_conference\", \"preparation\", \"preparation\", \"preparation\", \"preparation\", \"preparation\", \"preparation\", \"preparedness\", \"press\", \"press\", \"press\", \"price\", \"primary\", \"primary\", \"principal\", \"priority\", \"priority\", \"priority\", \"prison\", \"prize\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"process\", \"process\", \"process\", \"process\", \"processing\", \"proclaim\", \"proclamation\", \"procurement\", \"procurement\", \"procurement\", \"produce\", \"produce\", \"produce\", \"produce\", \"producer\", \"product\", \"production\", \"professional\", \"professional\", \"professional\", \"professional\", \"professional\", \"program\", \"program\", \"program\", \"programme\", \"programme\", \"programme\", \"programme\", \"progressing\", \"progression\", \"project\", \"promotional\", \"pron\", \"proposal\", \"proposal\", \"proposal\", \"propose\", \"propose\", \"propose\", \"propose\", \"propose\", \"prosecute\", \"prosecution\", \"prosecutor\", \"prostitution\", \"prostitution\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"provide\", \"province\", \"province\", \"provincial\", \"proxy\", \"pubic\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"public\", \"publicise\", \"publish\", \"publish\", \"pump\", \"qiqo\", \"quarantine\", \"quarter\", \"quarter\", \"question\", \"question\", \"question\", \"question\", \"quote\", \"race\", \"raid\", \"rain\", \"rainfall\", \"raise\", \"raise\", \"raise\", \"raise\", \"raise\", \"raise\", \"raise_awareness\", \"ramsi\", \"ramsi_special_coordinator\", \"ramsi_special_coordinator\", \"rape\", \"rapidly_change\", \"rate\", \"rate\", \"rate\", \"ratifie\", \"rdp\", \"reaffirmed\", \"reason\", \"reason\", \"reason\", \"reason\", \"reason\", \"reason\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"recent\", \"reconstruct\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"recruit\", \"redirection\", \"reef\", \"referendum\", \"reform\", \"reform\", \"refurbishment\", \"refute\", \"region\", \"region\", \"region\", \"region\", \"regional\", \"regional\", \"register\", \"register\", \"registration\", \"registration\", \"regulation\", \"regulation\", \"regulation\", \"rehabilitate\", \"rehabilitation\", \"rehabilitation\", \"rehabilitation\", \"reintegration\", \"reintroduce\", \"relation\", \"relation\", \"relation\", \"relationship\", \"relative\", \"relative\", \"relative\", \"release\", \"release\", \"release\", \"release\", \"relief\", \"religion\", \"relocate\", \"relocation\", \"remand\", \"remember\", \"remember\", \"remember\", \"renbel\", \"renbel\", \"renbel\", \"renbell\", \"renovation\", \"renovation\", \"rental\", \"repatriation\", \"repayment\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"represent\", \"represent\", \"represent\", \"represent\", \"represent\", \"resident\", \"resident\", \"resolution\", \"resolution\", \"resolution\", \"resolution\", \"resource\", \"resource\", \"resource\", \"resource_owner\", \"resource_owner\", \"response\", \"response\", \"response\", \"response\", \"response\", \"response\", \"retail\", \"retirement\", \"return\", \"return\", \"return\", \"return\", \"return\", \"return\", \"return\", \"return\", \"reveal\", \"reveal\", \"reveal\", \"reveal\", \"reveal\", \"revoke\", \"ribbon\", \"rice\", \"ringgi\", \"rioting\", \"ripel\", \"risk\", \"risk\", \"risk\", \"risk\", \"river\", \"road\", \"road\", \"roadblock\", \"rob\", \"robbery\", \"robust\", \"rock_throwing\", \"role\", \"role\", \"role\", \"role\", \"role\", \"romantic\", \"round\", \"round\", \"roundtable\", \"route\", \"royalty\", \"rsipf\", \"rubbish\", \"rubbish\", \"rugby\", \"rumor\", \"rural\", \"rural\", \"rural\", \"rural\", \"sack\", \"sacking\", \"sacrifice\", \"sacrifice\", \"sade\", \"safety\", \"safety\", \"safety\", \"salary\", \"samlinsan\", \"samsa\", \"san_isidro_care\", \"savings_clubs\", \"scenic\", \"scheduled\", \"scheme\", \"scheme\", \"scholarship\", \"school\", \"score\", \"scouring\", \"scout\", \"sea\", \"sea\", \"sea_level_rise\", \"search\", \"search\", \"search\", \"season\", \"season\", \"seat\", \"seat\", \"second_appointe\", \"secondary\", \"secret\", \"secretary\", \"secretary\", \"sector\", \"sector\", \"sector\", \"security\", \"security\", \"security\", \"seed\", \"seized\", \"seleso\", \"seleso\", \"semester\", \"sentence\", \"separate_occasion\", \"sergeant\", \"servant\", \"serve\", \"serve\", \"serve\", \"serve\", \"service\", \"service\", \"service\", \"service\", \"service\", \"service\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"set\", \"share\", \"share\", \"share\", \"share\", \"share\", \"shareholder\", \"ship\", \"shipping\", \"shortfall\", \"shortland\", \"shortland\", \"shortland\", \"shortland\", \"showcase\", \"showcasing\", \"siaf\", \"sial\", \"sicci\", \"sichange\", \"sick\", \"sick\", \"sick_patient\", \"siec\", \"siff\", \"sign\", \"sign\", \"sign\", \"sign\", \"siip\", \"sikaiana\", \"similarity\", \"simsa\", \"site\", \"site\", \"site\", \"site\", \"sivb\", \"siwiba\", \"siwiba\", \"skill\", \"skill\", \"skill\", \"slam\", \"small\", \"small\", \"small\", \"small\", \"small\", \"snorkeling\", \"soccer\", \"soccer_knock\", \"social\", \"social\", \"social\", \"social\", \"social\", \"society\", \"society\", \"society\", \"socioeconomic\", \"soe\", \"soe\", \"software\", \"solar\", \"solar_pow\", \"solbrew\", \"solomon\", \"solomon\", \"solomon\", \"soltuna\", \"song\", \"sooner\", \"sore\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"spc\", \"speak\", \"speak\", \"speak\", \"speak\", \"speak\", \"speak\", \"speak\", \"speaker\", \"specie\", \"specie\", \"specie\", \"specie\", \"speech\", \"speech\", \"spend\", \"spend\", \"spend\", \"spend\", \"spend\", \"spend\", \"spiritual\", \"spiritual\", \"sponsoring\", \"sport\", \"sporting\", \"spread\", \"spread\", \"spread\", \"spread\", \"sprep\", \"staff\", \"staff\", \"staff\", \"stage\", \"stage\", \"stage\", \"stage\", \"stage\", \"stakeholder\", \"stakeholder\", \"stakeholder\", \"stanley_dick_pirione\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state\", \"state_owned_enterprise\", \"statehood\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"statement\", \"station\", \"station\", \"steal\", \"sterile\", \"sticker\", \"stockyard\", \"strategic\", \"strategically\", \"strategy\", \"strengthen\", \"strengthen\", \"strengthen\", \"strengthen\", \"string_band\", \"student\", \"study\", \"sublease\", \"submarine_cable\", \"succumbing\", \"sufferer\", \"suggestion\", \"suggestion\", \"suggestion\", \"suidani\", \"sulufou\", \"summit\", \"summit\", \"supervise\", \"supervise\", \"supplementary\", \"supply\", \"supply\", \"supply\", \"supply\", \"support\", \"support\", \"support\", \"support\", \"support\", \"support\", \"suspect\", \"suspect\", \"suspend\", \"suspend\", \"suspend\", \"suspend\", \"suspend\", \"suspension\", \"suspension\", \"suspension\", \"sustainable\", \"sustainable\", \"swell\", \"swim\", \"switch\", \"symbolic\", \"sympathizer\", \"symptom\", \"synergy\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"systematise\", \"taiwanese\", \"talemaot\", \"tanda\", \"tank\", \"tarnish\", \"tax\", \"tax\", \"taxi\", \"taxpayer\", \"teach\", \"teacher\", \"teaching\", \"team\", \"team\", \"team\", \"tenakoga\", \"tenerife\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"term\", \"terminal\", \"termination\", \"termination\", \"terming\", \"tertiary\", \"tessie\", \"test\", \"testing\", \"tetere\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"tina_hydro_project\", \"tina_hydro_project\", \"tit\", \"tobacco\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"today\", \"toilet\", \"token\", \"tomperry\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"total\", \"tough\", \"tough\", \"tour\", \"tour\", \"tourism\", \"tourism\", \"tourist\", \"tourist\", \"tournament\", \"tower\", \"town\", \"town\", \"townsville_peace_agreement\", \"tractor\", \"tradition\", \"traditional\", \"traditional\", \"traffic\", \"traffic\", \"traffic\", \"traffic_light\", \"trafficking\", \"train\", \"train\", \"trainer\", \"training\", \"transaction\", \"transmission\", \"transport\", \"transport\", \"travel\", \"traveller\", \"treatment\", \"treatment\", \"treaty\", \"trial\", \"tribal\", \"tribe\", \"tropical_depression\", \"tropical_disturbance_watch\", \"truck\", \"trustee\", \"truth\", \"tsi\", \"tuna\", \"turtle\", \"twitter\", \"ulmwp\", \"undercarriage\", \"undermine\", \"underpin\", \"undp\", \"unified_voice\", \"unique\", \"unique\", \"unit\", \"unit\", \"unit\", \"unit\", \"united_arab_emirate\", \"unity\", \"unity\", \"university\", \"unpaid\", \"unresolved\", \"unsubstantiate\", \"unused\", \"upgrade\", \"upgrade\", \"upgraded\", \"upset\", \"upsetting\", \"usable\", \"vaccinate\", \"vaccination\", \"vaccine\", \"vatukulau\", \"vehicle\", \"vendor\", \"vertically\", \"vessel\", \"vice_president\", \"victim\", \"view\", \"view\", \"view\", \"view\", \"view\", \"village\", \"village\", \"village\", \"village\", \"villager\", \"villager\", \"violence\", \"viral\", \"virtual\", \"virtual\", \"virus\", \"vision\", \"vision\", \"vision\", \"vision\", \"vision\", \"visit\", \"visit\", \"visitor\", \"vitally\", \"vocational\", \"voice\", \"voice\", \"vote\", \"voter\", \"voter_registration\", \"voting\", \"wale\", \"walk_long_distance\", \"ward\", \"ward\", \"ward\", \"warning\", \"warning\", \"warrior\", \"waste\", \"waste\", \"water\", \"watt_solar\", \"weapon\", \"weapon\", \"weapon\", \"weather\", \"weather\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"weighted\", \"wellbeing\", \"wellbeing\", \"wellbeing\", \"wellington\", \"western\", \"western\", \"wife\", \"wife\", \"wiki\", \"wikimedia\", \"win\", \"win_win\", \"wind\", \"windspeed\", \"winner\", \"wirenew\", \"witness\", \"witness\", \"witness\", \"woman\", \"women\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"worker\", \"workshop\", \"workshop\", \"world\", \"world\", \"world\", \"world\", \"world\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"year\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"yesterday\", \"young\", \"young\", \"young\", \"youth\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [17, 4, 12, 14, 11, 15, 2, 1, 16, 8, 7, 10, 6, 5, 18, 3, 13, 9]};\n",
        "\n",
        "function LDAvis_load_lib(url, callback){\n",
        "  var s = document.createElement('script');\n",
@@ -7779,7 +7087,7 @@
        "if(typeof(LDAvis) !== \"undefined\"){\n",
        "   // already loaded: just create the visualization\n",
        "   !function(LDAvis){\n",
-       "       new LDAvis(\"#\" + \"ldavis_el69268128585287042000397029\", ldavis_el69268128585287042000397029_data);\n",
+       "       new LDAvis(\"#\" + \"ldavis_el60482131347821289757232211\", ldavis_el60482131347821289757232211_data);\n",
        "   }(LDAvis);\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/LDAvis\n",
@@ -7787,14 +7095,14 @@
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
-       "        new LDAvis(\"#\" + \"ldavis_el69268128585287042000397029\", ldavis_el69268128585287042000397029_data);\n",
+       "        new LDAvis(\"#\" + \"ldavis_el60482131347821289757232211\", ldavis_el60482131347821289757232211_data);\n",
        "      });\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & LDAvis\n",
        "    LDAvis_load_lib(\"https://d3js.org/d3.v5.js\", function(){\n",
        "         LDAvis_load_lib(\"https://cdn.jsdelivr.net/gh/bmabey/pyLDAvis@3.4.0/pyLDAvis/js/ldavis.v3.0.0.js\", function(){\n",
-       "                 new LDAvis(\"#\" + \"ldavis_el69268128585287042000397029\", ldavis_el69268128585287042000397029_data);\n",
+       "                 new LDAvis(\"#\" + \"ldavis_el60482131347821289757232211\", ldavis_el60482131347821289757232211_data);\n",
        "            })\n",
        "         });\n",
        "}\n",
@@ -7804,7 +7112,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7822,577 +7130,197 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "a8e8feb8",
+   "execution_count": 115,
+   "id": "11df65fd",
    "metadata": {},
    "outputs": [],
    "source": [
-    "topics_df_new = topics_df.drop(0, axis=1).T.reset_index(drop=True)\n",
-    "topics_df_new[\"dominant_topic\"] = [np.argmax(row) for _, row in topics_df_new.iterrows()]\n",
-    "inclu_indexs = topics_df_new[topics_df_new.dominant_topic.isin([0, 13])].index.to_list()"
+    "from gensim.models import CoherenceModel, HdpModel\n",
+    "hdpmodel = HdpModel(corpus=corpus, id2word=id2word)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "id": "262eb9cf",
+   "execution_count": 158,
+   "id": "98cc651d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>url</th>\n",
-       "      <th>title</th>\n",
-       "      <th>date</th>\n",
-       "      <th>news</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>https://www.solomonstarnews.com/taro-airport-u...</td>\n",
-       "      <td>Taro airport upgrade steps up, flights to be s...</td>\n",
-       "      <td>2023-08-04</td>\n",
-       "      <td>\\nALL Solomon Airlines flights to Taro Airport...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>https://www.solomonstarnews.com/hcc-chc-submit...</td>\n",
-       "      <td>HCC, CHC submit multipurpose hall proposal to ...</td>\n",
-       "      <td>2023-08-03</td>\n",
-       "      <td>\\nTHE Honiara City Council (HCC) and Central H...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>https://www.solomonstarnews.com/in-court-with-...</td>\n",
-       "      <td>In court with Assumpta</td>\n",
-       "      <td>2023-08-03</td>\n",
-       "      <td>\\nHenderson murder trial moved to Friday\\nTHE ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>https://www.solomonstarnews.com/bus-stabber-aw...</td>\n",
-       "      <td>Bus stabber awaits sentence</td>\n",
-       "      <td>2023-08-03</td>\n",
-       "      <td>\\nTHE young man who allegedly stole another ma...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>https://www.solomonstarnews.com/health-scandal...</td>\n",
-       "      <td>HEALTH SCANDAL AWAITS TRIAL</td>\n",
-       "      <td>2023-07-11</td>\n",
-       "      <td>\\nFIVE people charged in connection to the $10...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2004</th>\n",
-       "      <td>https://www.solomonstarnews.com/murder-case-ad...</td>\n",
-       "      <td>Murder case adjourned</td>\n",
-       "      <td>2014-04-10</td>\n",
-       "      <td>AN accused charged with murder following a kil...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2005</th>\n",
-       "      <td>https://www.solomonstarnews.com/where-are-the-...</td>\n",
-       "      <td>Where are the solicitors?</td>\n",
-       "      <td>2014-04-10</td>\n",
-       "      <td>THE Public Solicitor’s Office (PSO) has been r...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2006</th>\n",
-       "      <td>https://www.solomonstarnews.com/accused-jailed...</td>\n",
-       "      <td>Accused jailed for life</td>\n",
-       "      <td>2014-04-11</td>\n",
-       "      <td>A YOUNG man in his 20’s has been convicted of ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2007</th>\n",
-       "      <td>https://www.solomonstarnews.com/accused-asks-c...</td>\n",
-       "      <td>Accused asks court to grant him bail</td>\n",
-       "      <td>2014-04-11</td>\n",
-       "      <td>A MAN who was remanded for simple larceny has ...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2008</th>\n",
-       "      <td>https://www.solomonstarnews.com/japan-steps-in...</td>\n",
-       "      <td>Japan steps in with $1m worth of relief</td>\n",
-       "      <td>2014-04-10</td>\n",
-       "      <td>THE Japanese government is providing relief as...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2009 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                    url  \\\n",
-       "0     https://www.solomonstarnews.com/taro-airport-u...   \n",
-       "1     https://www.solomonstarnews.com/hcc-chc-submit...   \n",
-       "2     https://www.solomonstarnews.com/in-court-with-...   \n",
-       "3     https://www.solomonstarnews.com/bus-stabber-aw...   \n",
-       "4     https://www.solomonstarnews.com/health-scandal...   \n",
-       "...                                                 ...   \n",
-       "2004  https://www.solomonstarnews.com/murder-case-ad...   \n",
-       "2005  https://www.solomonstarnews.com/where-are-the-...   \n",
-       "2006  https://www.solomonstarnews.com/accused-jailed...   \n",
-       "2007  https://www.solomonstarnews.com/accused-asks-c...   \n",
-       "2008  https://www.solomonstarnews.com/japan-steps-in...   \n",
-       "\n",
-       "                                                  title        date  \\\n",
-       "0     Taro airport upgrade steps up, flights to be s...  2023-08-04   \n",
-       "1     HCC, CHC submit multipurpose hall proposal to ...  2023-08-03   \n",
-       "2                                In court with Assumpta  2023-08-03   \n",
-       "3                           Bus stabber awaits sentence  2023-08-03   \n",
-       "4                           HEALTH SCANDAL AWAITS TRIAL  2023-07-11   \n",
-       "...                                                 ...         ...   \n",
-       "2004                              Murder case adjourned  2014-04-10   \n",
-       "2005                          Where are the solicitors?  2014-04-10   \n",
-       "2006                            Accused jailed for life  2014-04-11   \n",
-       "2007               Accused asks court to grant him bail  2014-04-11   \n",
-       "2008            Japan steps in with $1m worth of relief  2014-04-10   \n",
-       "\n",
-       "                                                   news  \n",
-       "0     \\nALL Solomon Airlines flights to Taro Airport...  \n",
-       "1     \\nTHE Honiara City Council (HCC) and Central H...  \n",
-       "2     \\nHenderson murder trial moved to Friday\\nTHE ...  \n",
-       "3     \\nTHE young man who allegedly stole another ma...  \n",
-       "4     \\nFIVE people charged in connection to the $10...  \n",
-       "...                                                 ...  \n",
-       "2004  AN accused charged with murder following a kil...  \n",
-       "2005  THE Public Solicitor’s Office (PSO) has been r...  \n",
-       "2006  A YOUNG man in his 20’s has been convicted of ...  \n",
-       "2007  A MAN who was remanded for simple larceny has ...  \n",
-       "2008  THE Japanese government is providing relief as...  \n",
-       "\n",
-       "[2009 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "busecon_news = news.iloc[inclu_indexs].reset_index(drop=True)\n",
-    "busecon_news"
+    "from sklearn.feature_extraction.text import CountVectorizer\n",
+    "import scipy\n",
+    "from corextopic import corextopic as ct\n",
+    "vectorizer = CountVectorizer(\n",
+    "    stop_words=spacy_stopwords,\n",
+    "    ngram_range=(1,3),\n",
+    "    binary=True\n",
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "id": "d510a2b3",
+   "execution_count": 167,
+   "id": "e1ac3e1d",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# ss_df = pd.DataFrame()\n",
-    "# for news in text_lst[:-1]:\n",
-    "#     news_lst = news.split(\"All rights reserved.\")\n",
-    "#     header = news_lst[0]\n",
-    "#     header_lst = header.split(\"\\n\")\n",
-    "#     topic = header_lst[0]\n",
-    "#     sample = news_lst[-1].replace(\"\\n\", \" \").strip()\n",
-    "    \n",
-    "#     sid = SentimentIntensityAnalyzer()\n",
-    "#     ss = sid.polarity_scores(sample)\n",
-    "#     ss_temp = pd.DataFrame(ss, columns=ss.keys(), index=[0])\n",
-    "#     date_pattern = r'\\b\\d{1,2} (?:January|February|March|April|May|June|July|August|September|October|November|December) \\d{4}\\b'\n",
-    "#     ss_temp[\"date\"] = re.findall(date_pattern, c[0])[0]\n",
-    "#     ss_temp[\"text\"] = sample\n",
-    "#     ss_df = pd.concat([ss_df, ss_temp], axis=0)\n",
-    "\n",
-    "ss_df = pd.DataFrame()\n",
-    "for news in busecon_news.news:\n",
-    "    sample = news.replace(\"\\n\", \" \").strip()\n",
-    "    \n",
-    "    sid = SentimentIntensityAnalyzer()\n",
-    "    ss = sid.polarity_scores(sample)\n",
-    "    ss_temp = pd.DataFrame(ss, columns=ss.keys(), index=[0])\n",
-    "    ss_df = pd.concat([ss_df, ss_temp], axis=0)"
+    "word_doc = vectorizer.fit_transform(news[\"news\"])\n",
+    "word_doc = scipy.sparse.csr_matrix(word_doc)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
-   "id": "fc4f5f42",
+   "execution_count": 143,
+   "id": "2a0c9e86",
    "metadata": {},
    "outputs": [],
    "source": [
-    "busecon_news[\"sentiment\"] = ss_df[\"compound\"].tolist()\n",
-    "busecon_news[\"date\"] = pd.to_datetime(busecon_news[\"date\"])"
+    "keywords = [[\"economics\", \"development\", \"economy\"], [\"tourism\", \"visit\"],\n",
+    "            [\"community\"], [\"government\", \"politics\", \"election\"],\n",
+    "            [\"food\", \"price\", \"security\", \"inflation\"], [\"police\"],\n",
+    "            [\"labor\", \"job\", \"employment\", \"work\"]]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
-   "id": "55d5d385",
+   "execution_count": 165,
+   "id": "e5f80dbd",
    "metadata": {},
    "outputs": [],
    "source": [
-    "sent_by_month = (busecon_news.set_index(\"date\").groupby(pd.Grouper(freq=\"m\"))[[\"sentiment\"]].mean().reset_index())\n",
-    "sent_by_month['date'] = (sent_by_month['date'].dt.floor('d') + pd.offsets.MonthEnd(0) - pd.offsets.MonthBegin(1))"
+    "# Get words that label the columns (needed to extract readable topics and make anchoring easier)\n",
+    "words = vectorizer.vocabulary_.keys()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
-   "id": "68917c55",
+   "execution_count": null,
+   "id": "e58a2601",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Open</th>\n",
-       "      <th>High</th>\n",
-       "      <th>Low</th>\n",
-       "      <th>Close</th>\n",
-       "      <th>Inflation</th>\n",
-       "      <th>country</th>\n",
-       "      <th>ISO3</th>\n",
-       "      <th>date</th>\n",
-       "      <th>sentiment</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0.997417</td>\n",
-       "      <td>1.035504</td>\n",
-       "      <td>0.960535</td>\n",
-       "      <td>0.997725</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Papua New Guinea</td>\n",
-       "      <td>PNG</td>\n",
-       "      <td>2017-01-01</td>\n",
-       "      <td>0.617313</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0.998328</td>\n",
-       "      <td>1.037044</td>\n",
-       "      <td>0.960832</td>\n",
-       "      <td>1.037044</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Papua New Guinea</td>\n",
-       "      <td>PNG</td>\n",
-       "      <td>2017-02-01</td>\n",
-       "      <td>0.861838</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1.029174</td>\n",
-       "      <td>1.066052</td>\n",
-       "      <td>0.992296</td>\n",
-       "      <td>1.012038</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Papua New Guinea</td>\n",
-       "      <td>PNG</td>\n",
-       "      <td>2017-03-01</td>\n",
-       "      <td>0.697121</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1.019978</td>\n",
-       "      <td>1.059257</td>\n",
-       "      <td>0.980700</td>\n",
-       "      <td>1.028941</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Papua New Guinea</td>\n",
-       "      <td>PNG</td>\n",
-       "      <td>2017-04-01</td>\n",
-       "      <td>0.889195</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1.018736</td>\n",
-       "      <td>1.061383</td>\n",
-       "      <td>0.976089</td>\n",
-       "      <td>1.009300</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Papua New Guinea</td>\n",
-       "      <td>PNG</td>\n",
-       "      <td>2017-05-01</td>\n",
-       "      <td>0.717284</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       Open      High       Low     Close  Inflation           country ISO3  \\\n",
-       "0  0.997417  1.035504  0.960535  0.997725        NaN  Papua New Guinea  PNG   \n",
-       "1  0.998328  1.037044  0.960832  1.037044        NaN  Papua New Guinea  PNG   \n",
-       "2  1.029174  1.066052  0.992296  1.012038        NaN  Papua New Guinea  PNG   \n",
-       "3  1.019978  1.059257  0.980700  1.028941        NaN  Papua New Guinea  PNG   \n",
-       "4  1.018736  1.061383  0.976089  1.009300        NaN  Papua New Guinea  PNG   \n",
-       "\n",
-       "        date  sentiment  \n",
-       "0 2017-01-01   0.617313  \n",
-       "1 2017-02-01   0.861838  \n",
-       "2 2017-03-01   0.697121  \n",
-       "3 2017-04-01   0.889195  \n",
-       "4 2017-05-01   0.717284  "
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "png_infl_path = os.getcwd() + \"/data/prices/outputs/2017/RTFP_country_2017_2022-08-22.csv\"\n",
-    "png_infl = pd.read_csv(png_infl_path)\n",
-    "png_infl[\"date\"] = pd.to_datetime(png_infl[\"date\"], dayfirst=True)\n",
-    "png_infl_sent = png_infl.merge(sent_by_month, how=\"left\", on=\"date\")\n",
-    "png_infl_sent.head(5)"
+    "corrtopics_model = ct.Corex(n_hidden=len(keywords))\n",
+    "corrtopics_model.fit(word_doc, anchors=keywords, words=words)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
-   "id": "05895139",
+   "execution_count": 99,
+   "id": "7ad29242",
    "metadata": {},
    "outputs": [],
    "source": [
-    "sent_change = []\n",
-    "for i in range(len(png_infl_sent)):\n",
-    "    if i < 12:\n",
-    "        sent_change.append(np.NaN)\n",
-    "    else:\n",
-    "        a = (png_infl_sent[\"sentiment\"][i] - png_infl_sent[\"sentiment\"][i-12])/png_infl_sent[\"sentiment\"][i-12]\n",
-    "        sent_change.append(a)"
+    "dominant_topics = []\n",
+    "for idx, val in enumerate(best_model.load_document_topics()):\n",
+    "    sort_topic_lst = sorted(val, key=lambda x:x[1], reverse=True)\n",
+    "    topic_1, topic_2 = sort_topic_lst[0][0], sort_topic_lst[1][0]\n",
+    "    dominant_topics.append({\"first\": topic_1, \"second\": topic_2})"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
-   "id": "b5a595be",
+   "execution_count": 104,
+   "id": "62004384",
    "metadata": {},
    "outputs": [],
    "source": [
-    "png_infl_sent[\"sent_change\"] = sent_change"
+    "dominant_topics_df = pd.DataFrame(dominant_topics)\n",
+    "news_with_dominant_topics = pd.concat([news, dominant_topics_df], axis=1)\n",
+    "\n",
+    "busecon_topic_num = [13]\n",
+    "busecon_news = (news_with_dominant_topics[\n",
+    "    (news_with_dominant_topics[\"first\"].isin(busecon_topic_num)) |\n",
+    "    (news_with_dominant_topics[\"second\"].isin(busecon_topic_num))].reset_index(\n",
+    "        drop=True))\n",
+    "\n",
+    "ss_df = pd.DataFrame()\n",
+    "for be_news in busecon_news.news:\n",
+    "    sample = be_news.replace(\"\\n\", \" \").strip()\n",
+    "    \n",
+    "    sid = SentimentIntensityAnalyzer()\n",
+    "    ss = sid.polarity_scores(sample)\n",
+    "    ss_temp = pd.DataFrame(ss, columns=ss.keys(), index=[0])\n",
+    "    ss_df = pd.concat([ss_df, ss_temp], axis=0)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
-   "id": "22a2019f",
+   "execution_count": 94,
+   "id": "d510a2b3",
    "metadata": {},
    "outputs": [],
    "source": [
-    "png_infl_sent[\"infl_diff\"] = png_infl_sent[\"Close\"].diff()\n",
-    "png_infl_sent[\"sent_diff\"] = png_infl_sent[\"sentiment\"].diff()"
+    "# ss_df = pd.DataFrame()\n",
+    "# for news in text_lst[:-1]:\n",
+    "#     news_lst = news.split(\"All rights reserved.\")\n",
+    "#     header = news_lst[0]\n",
+    "#     header_lst = header.split(\"\\n\")\n",
+    "#     topic = header_lst[0]\n",
+    "#     sample = news_lst[-1].replace(\"\\n\", \" \").strip()\n",
+    "    \n",
+    "#     sid = SentimentIntensityAnalyzer()\n",
+    "#     ss = sid.polarity_scores(sample)\n",
+    "#     ss_temp = pd.DataFrame(ss, columns=ss.keys(), index=[0])\n",
+    "#     date_pattern = r'\\b\\d{1,2} (?:January|February|March|April|May|June|July|August|September|October|November|December) \\d{4}\\b'\n",
+    "#     ss_temp[\"date\"] = re.findall(date_pattern, c[0])[0]\n",
+    "#     ss_temp[\"text\"] = sample\n",
+    "#     ss_df = pd.concat([ss_df, ss_temp], axis=0)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
-   "id": "8be4537e",
+   "execution_count": 109,
+   "id": "2574eb29",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "27"
-      ]
-     },
-     "execution_count": 112,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "TypeError",
+     "evalue": "strptime() argument 1 must be str, not Timestamp",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[109], line 8\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m:\n\u001b[1;32m      7\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m busecon_news[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdate\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mto_datetime(\u001b[43mbusecon_news\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdate\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconvert_datetime_format\u001b[49m\u001b[43m)\u001b[49m)\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/series.py:4630\u001b[0m, in \u001b[0;36mSeries.apply\u001b[0;34m(self, func, convert_dtype, args, **kwargs)\u001b[0m\n\u001b[1;32m   4520\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply\u001b[39m(\n\u001b[1;32m   4521\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m   4522\u001b[0m     func: AggFuncType,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   4525\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m   4526\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m Series:\n\u001b[1;32m   4527\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   4528\u001b[0m \u001b[38;5;124;03m    Invoke function on values of Series.\u001b[39;00m\n\u001b[1;32m   4529\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   4628\u001b[0m \u001b[38;5;124;03m    dtype: float64\u001b[39;00m\n\u001b[1;32m   4629\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 4630\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mSeriesApply\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/apply.py:1025\u001b[0m, in \u001b[0;36mSeriesApply.apply\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1022\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_str()\n\u001b[1;32m   1024\u001b[0m \u001b[38;5;66;03m# self.f is Callable\u001b[39;00m\n\u001b[0;32m-> 1025\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/core/apply.py:1076\u001b[0m, in \u001b[0;36mSeriesApply.apply_standard\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1074\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1075\u001b[0m         values \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mobject\u001b[39m)\u001b[38;5;241m.\u001b[39m_values\n\u001b[0;32m-> 1076\u001b[0m         mapped \u001b[38;5;241m=\u001b[39m \u001b[43mlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_infer\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1077\u001b[0m \u001b[43m            \u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1078\u001b[0m \u001b[43m            \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1079\u001b[0m \u001b[43m            \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1080\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1082\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[38;5;241m0\u001b[39m], ABCSeries):\n\u001b[1;32m   1083\u001b[0m     \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[1;32m   1084\u001b[0m     \u001b[38;5;66;03m#  See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[1;32m   1085\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index\u001b[38;5;241m=\u001b[39mobj\u001b[38;5;241m.\u001b[39mindex)\n",
+      "File \u001b[0;32m~/miniforge3/envs/po/lib/python3.9/site-packages/pandas/_libs/lib.pyx:2834\u001b[0m, in \u001b[0;36mpandas._libs.lib.map_infer\u001b[0;34m()\u001b[0m\n",
+      "Cell \u001b[0;32mIn[109], line 3\u001b[0m, in \u001b[0;36mconvert_datetime_format\u001b[0;34m(date_str)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconvert_datetime_format\u001b[39m(date_str):\n\u001b[1;32m      2\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m----> 3\u001b[0m         date_obj \u001b[38;5;241m=\u001b[39m \u001b[43mdatetime\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstrptime\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdate_str\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m%\u001b[39;49m\u001b[38;5;124;43mY-\u001b[39;49m\u001b[38;5;124;43m%\u001b[39;49m\u001b[38;5;124;43mm-\u001b[39;49m\u001b[38;5;132;43;01m%d\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      4\u001b[0m         \u001b[38;5;66;03m# Convert it to the desired format\u001b[39;00m\n\u001b[1;32m      5\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m date_obj\u001b[38;5;241m.\u001b[39mstrftime(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124mY-\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124mm-\u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
+      "\u001b[0;31mTypeError\u001b[0m: strptime() argument 1 must be str, not Timestamp"
+     ]
     }
    ],
    "source": [
-    "from scipy import signal\n",
-    "correlation = signal.correlate(c[\"sent_change\"], c[\"Inflation\"], mode=\"full\")\n",
-    "lags = signal.correlation_lags(len(c[\"sent_change\"]), len(c[\"Inflation\"]), mode=\"full\")\n",
-    "lag = lags[np.argmax(correlation)]\n",
-    "lag"
+    "def convert_datetime_format(date_str):\n",
+    "    try:\n",
+    "        date_obj = datetime.strptime(date_str, '%Y-%m-%d')\n",
+    "        # Convert it to the desired format\n",
+    "        return date_obj.strftime('%Y-%m-%d')\n",
+    "    except ValueError:\n",
+    "        return None\n",
+    "busecon_news[\"date\"] = pd.to_datetime(busecon_news[\"date\"].apply(convert_datetime_format))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
-   "id": "e681833a",
-   "metadata": {
-    "scrolled": false
-   },
+   "execution_count": 113,
+   "id": "fc4f5f42",
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/html": [
-       "<table class=\"simpletable\">\n",
-       "<caption>OLS Regression Results</caption>\n",
-       "<tr>\n",
-       "  <th>Dep. Variable:</th>        <td>infl_diff</td>    <th>  R-squared:         </th> <td>   0.016</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.001</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   1.028</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Date:</th>             <td>Mon, 21 Aug 2023</td> <th>  Prob (F-statistic):</th>  <td> 0.314</td> \n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Time:</th>                 <td>17:56:57</td>     <th>  Log-Likelihood:    </th> <td>  108.42</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>No. Observations:</th>      <td>    67</td>      <th>  AIC:               </th> <td>  -212.8</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Df Residuals:</th>          <td>    65</td>      <th>  BIC:               </th> <td>  -208.4</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Covariance Type:</th>         <td>HAC</td>       <th>                     </th>     <td> </td>   \n",
-       "</tr>\n",
-       "</table>\n",
-       "<table class=\"simpletable\">\n",
-       "<tr>\n",
-       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Intercept</th> <td>    0.0048</td> <td>    0.003</td> <td>    1.422</td> <td> 0.155</td> <td>   -0.002</td> <td>    0.011</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>sent_diff</th> <td>   -0.0225</td> <td>    0.022</td> <td>   -1.014</td> <td> 0.311</td> <td>   -0.066</td> <td>    0.021</td>\n",
-       "</tr>\n",
-       "</table>\n",
-       "<table class=\"simpletable\">\n",
-       "<tr>\n",
-       "  <th>Omnibus:</th>       <td> 0.098</td> <th>  Durbin-Watson:     </th> <td>   2.491</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Prob(Omnibus):</th> <td> 0.952</td> <th>  Jarque-Bera (JB):  </th> <td>   0.062</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Skew:</th>          <td>-0.062</td> <th>  Prob(JB):          </th> <td>   0.969</td>\n",
-       "</tr>\n",
-       "<tr>\n",
-       "  <th>Kurtosis:</th>      <td> 2.917</td> <th>  Cond. No.          </th> <td>    3.69</td>\n",
-       "</tr>\n",
-       "</table><br/><br/>Notes:<br/>[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 12 lags and without small sample correction"
-      ],
-      "text/latex": [
-       "\\begin{center}\n",
-       "\\begin{tabular}{lclc}\n",
-       "\\toprule\n",
-       "\\textbf{Dep. Variable:}    &    infl\\_diff    & \\textbf{  R-squared:         } &     0.016   \\\\\n",
-       "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared:    } &     0.001   \\\\\n",
-       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       } &     1.028   \\\\\n",
-       "\\textbf{Date:}             & Mon, 21 Aug 2023 & \\textbf{  Prob (F-statistic):} &    0.314    \\\\\n",
-       "\\textbf{Time:}             &     17:56:57     & \\textbf{  Log-Likelihood:    } &    108.42   \\\\\n",
-       "\\textbf{No. Observations:} &          67      & \\textbf{  AIC:               } &    -212.8   \\\\\n",
-       "\\textbf{Df Residuals:}     &          65      & \\textbf{  BIC:               } &    -208.4   \\\\\n",
-       "\\textbf{Df Model:}         &           1      & \\textbf{                     } &             \\\\\n",
-       "\\textbf{Covariance Type:}  &       HAC        & \\textbf{                     } &             \\\\\n",
-       "\\bottomrule\n",
-       "\\end{tabular}\n",
-       "\\begin{tabular}{lcccccc}\n",
-       "                    & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
-       "\\midrule\n",
-       "\\textbf{Intercept}  &       0.0048  &        0.003     &     1.422  &         0.155        &       -0.002    &        0.011     \\\\\n",
-       "\\textbf{sent\\_diff} &      -0.0225  &        0.022     &    -1.014  &         0.311        &       -0.066    &        0.021     \\\\\n",
-       "\\bottomrule\n",
-       "\\end{tabular}\n",
-       "\\begin{tabular}{lclc}\n",
-       "\\textbf{Omnibus:}       &  0.098 & \\textbf{  Durbin-Watson:     } &    2.491  \\\\\n",
-       "\\textbf{Prob(Omnibus):} &  0.952 & \\textbf{  Jarque-Bera (JB):  } &    0.062  \\\\\n",
-       "\\textbf{Skew:}          & -0.062 & \\textbf{  Prob(JB):          } &    0.969  \\\\\n",
-       "\\textbf{Kurtosis:}      &  2.917 & \\textbf{  Cond. No.          } &     3.69  \\\\\n",
-       "\\bottomrule\n",
-       "\\end{tabular}\n",
-       "%\\caption{OLS Regression Results}\n",
-       "\\end{center}\n",
-       "\n",
-       "Notes: \\newline\n",
-       " [1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 12 lags and without small sample correction"
-      ],
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjgAAAGwCAYAAACkfh/eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAACqeUlEQVR4nO2dd5hU5fXHv3f61ll2ly3A0ruACihFUVBBNP40sUeDmgDGGDS2xKAmtiQmMVEssUbFFiUGjUYRBbvScUFBQKRI22Vhe516f3/MvO8tc+/Mnbozs+fzPPsoszN379295bzf8z3nCKIoiiAIgiAIgsgiTN29AwRBEARBEImGAhyCIAiCILIOCnAIgiAIgsg6KMAhCIIgCCLroACHIAiCIIisgwIcgiAIgiCyDgpwCIIgCILIOizdvQPdgd/vx6FDh1BQUABBELp7dwiCIAiCMIAoimhtbUWfPn1gMoXXaHpkgHPo0CFUVVV1924QBEEQBBED+/fvR79+/cK+p0cGOAUFBQACv6DCwsJu3huCIAiCIIzQ0tKCqqoq/hwPR48McFhaqrCwkAIcgiAIgsgwjNhLyGRMEARBEETWQQEOQRAEQRBZBwU4BEEQBEFkHT3Sg0MQBJEJ+Hw+eDye7t4NgkgpNpstYgm4ESjAIQiCSDNEUURtbS2ampq6e1cIIuWYTCYMGjQINpstru1QgEMQBJFmsOCmrKwMubm51JCU6DGwRrw1NTXo379/XOc+BTgEQRBphM/n48FNSUlJd+8OQaSc3r1749ChQ/B6vbBarTFvh0zGBEEQaQTz3OTm5nbznhBE98BSUz6fL67tUIBDEASRhlBaiuipJOrcT2qA8+mnn+L//u//0KdPHwiCgP/+978RP/PJJ59gwoQJcDgcGDx4MJ544omQ9yxduhSjR4+G3W7H6NGj8cYbbyRh7wmCIAiCyFSSGuC0t7fj2GOPxaOPPmro/Xv27MHZZ5+NadOmobq6Grfddhuuv/56LF26lL9n9erVuOSSSzBnzhxs3rwZc+bMwcUXX4y1a9cm6zAIgiAIgsgwBFEUxZT8IEHAG2+8gR/+8Ie677n11lvx1ltvYdu2bfy1a665Bps3b8bq1asBAJdccglaWlrw7rvv8vfMnj0bvXr1wiuvvGJoX1paWuB0OtHc3EyzqAiCSCu6urqwZ88eDBo0CA6Ho7t3hwiyd+9eDBo0CNXV1TjuuOO6e3eiZvr06TjuuOOwaNGi7t6ViIS7BqJ5fqeVB2f16tWYNWuW4rUzzzwTGzZs4MY7vfesWrVKd7sulwstLS2KL4IgCCKxXHXVVRAEIeRr9uzZ3b1rcVNVVYWamhqMGTMm5m0sXboUkyZNgtPpREFBAY455hjcfPPNCdxL4OOPP4YgCCE9lF5//XXce++9Cf1ZsbB3714IgoBNmzbF9PnDzV2G35tWZeK1tbUoLy9XvFZeXg6v14ujR4+isrJS9z21tbW6273vvvtw9913J2WfCYIgCInZs2fjueeeU7xmt9u7aW8Sh9lsRkVFRcyfX7lyJS699FL86U9/wrnnngtBEPDNN9/ggw8+SOBe6lNcXJySn5Ns/rx8W+Q3BUkrBQcIdU+zDJr8da33hHNdL1y4EM3Nzfxr//79CdxjgiCI5CKKIjrc3m75itbFYLfbUVFRofjq1asX/35TUxOuvvpqlJeXw+FwYMyYMXj77bf595cuXYpjjjkGdrsdAwcOxN///nfF9gcOHIg//elP+NnPfoaCggL0798fTz31lOI9X3/9NU477TTk5OSgpKQEV199Ndra2vj3r7rqKvzwhz/En/70J5SXl6OoqAh33303vF4vfv3rX6O4uBj9+vXDs88+yz+jpTxs3boVP/jBD1BYWIiCggJMmzYNu3bt0vy9vP322zj55JPx61//GiNGjMDw4cPxwx/+EI888ojiff/73/8UhTZsvxiCIOCf//wnfvSjHyE3NxfDhg3DW2+9xfdxxowZAIBevXpBEARcddVVAAIpqhtuuEHxe/zDH/6AK664Avn5+RgwYADefPNNHDlyBOeddx7y8/MxduxYbNiwQbF/q1atwimnnIKcnBxUVVXh+uuvR3t7u+G/z6BBgwAAxx9/PARBwPTp0zV/X3q0dnkjvylIWik4FRUVIUpMXV0dLBYLb3il9x61qiPHbrdnxQqCIIieSafHh9G/f69bfvY395yJXFtiHhV+vx9nnXUWWltb8dJLL2HIkCH45ptvYDabAQAbN27ExRdfjLvuuguXXHIJVq1ahWuvvRYlJSX8QQ0Af//733Hvvffitttuw3/+8x/84he/wCmnnIKRI0eio6MDs2fPxuTJk7F+/XrU1dVh3rx5WLBgARYvXsy38eGHH6Jfv3749NNP8cUXX2Du3LlYvXo1TjnlFKxduxZLlizBNddcg5kzZ6KqqirkWA4ePIhTTjkF06dPx4cffojCwkJ88cUXimBETkVFBf71r39hy5Ytummu9957Dz/5yU/w8MMP82Dp6quvBgDceeed/H133303/vrXv+L+++/HI488gssvvxzff/89qqqqsHTpUlxwwQXYsWMHCgsLkZOTo/v3ePDBB/GnP/0Jv/vd7/Dggw9izpw5OOmkk/Czn/0M999/P2699VZcccUV2Lp1KwRBwNdff40zzzwT9957L5555hkcOXIECxYswIIFCxSqXbi/z7p163DiiSdi5cqVOOaYY6Iex9DSaTzASSsFZ8qUKVixYoXitffffx8TJ07k3Qz13jN16tSU7SdBEAShzdtvv438/HzFF/N+rFy5EuvWrcPrr7+OmTNnYvDgwTjnnHNw1llnAQAeeOABnH766fjd736H4cOH46qrrsKCBQtw//33K37G2WefjWuvvRZDhw7FrbfeitLSUnz88ccAgJdffhmdnZ144YUXMGbMGJx22ml49NFH8eKLL+Lw4cN8G8XFxXj44YcxYsQI/OxnP8OIESPQ0dGB2267DcOGDcPChQths9nwxRdfaB7nP/7xDzidTrz66quYOHEihg8fjp/+9KcYMWKE5vuvu+46nHDCCRg7diwGDhyISy+9FM8++yxcLhd/zx//+Ef89re/xZVXXonBgwdj5syZuPfee/Hkk08qtnXVVVfhxz/+MYYOHYo//elPaG9vx7p162A2m3kqqqysDBUVFXA6nbp/q7PPPhs///nPMWzYMPz+979Ha2srTjjhBFx00UUYPnw4br31Vmzbto3/3u6//35cdtlluOGGGzBs2DBMnToVDz/8MF544QV0dXUptqv39+nduzcAoKSkBBUVFVGnzlpdxofPJlXBaWtrw3fffcf/vWfPHmzatAnFxcXo378/Fi5ciIMHD+KFF14AEKiYevTRR3HTTTdh/vz5WL16NZ555hlFddSvfvUrnHLKKfjLX/6C8847D2+++SZWrlyJzz//PJmHQhAE0W3kWM345p4zu+1nR8OMGTPw+OOPK15jD7FNmzahX79+GD58uOZnt23bhvPOO0/x2kknnYRFixbB5/NxpWfcuHH8+4IgoKKiAnV1dXwbxx57LPLy8hTb8Pv92LFjB1f7jznmGMXE6vLycoWyYjabUVJSwrerZtOmTZg2bZrhUQJ5eXl45513sGvXLnz00UdYs2YNbr75Zjz00ENYvXo1cnNzsXHjRqxfvx5//OMf+ed8Ph+6urrQ0dHBu1vLjz8vLw8FBQW6+xkO+XbY72Xs2LEhr9XV1aGiogIbN27Ed999h5dffpm/RxRF+P1+7NmzB6NGjQrZrvrvEy+tnWkS4GzYsIHnAwHgpptuAgBceeWVWLx4MWpqarBv3z7+/UGDBmHZsmW48cYb8Y9//AN9+vTBww8/jAsuuIC/Z+rUqXj11Vdxxx134He/+x2GDBmCJUuWYNKkSck8FIIgiG5DEISEpYmSTV5eHoYOHar5vXDpEkDbT6nlAVIHFYIgwO/3625D/r5w2wi3XTWRjkWPIUOGYMiQIZg3bx5uv/12DB8+HEuWLMFPf/pT+P1+3H333Tj//PNDPicvl45mP8Mh3w773Wi9xrbt9/vx85//HNdff33Itvr375/w/VMjiiJaXcbHNyT1ipk+fXpYg5o8H8o49dRT8eWXX4bd7oUXXogLL7ww3t0jCIIgUsi4ceNw4MABfPvtt5oqzujRo0PU+FWrVmH48OFcvYnE6NGj8fzzz6O9vZ2rOF988QVMJpOuchQL48aNw/PPPw+PxxPzQMiBAwciNzeXm3THjx+PHTt26AaIRkjUHCctxo8fj61bt3bb/nW4ffD5jZve08qDQxAEQWQ2LpcLtbW1iq+jR48CCCxgTznlFFxwwQVYsWIF9uzZg3fffRfLly8HANx888344IMPcO+99+Lbb7/F888/j0cffRS33HKL4Z9/+eWXw+Fw4Morr8SWLVvw0Ucf4brrrsOcOXPCFqNEy4IFC9DS0oJLL70UGzZswM6dO/Hiiy9ix44dmu+/66678Jvf/AYff/wx9uzZg+rqavzsZz+Dx+PBzJkzAQC///3v8cILL+Cuu+7C1q1bsW3bNixZsgR33HGH4f0aMGAABEHA22+/jSNHjiiqx+Ll1ltvxerVq/HLX/4SmzZtws6dO/HWW2/huuuuM7yNsrIy5OTkYPny5Th8+DCam5sNf7aly3h6CqAAhyAIgkggy5cvR2VlpeLr5JNP5t9funQpTjjhBPz4xz/G6NGj8Zvf/Iav5sePH49///vfePXVVzFmzBj8/ve/xz333KOooIpEbm4u3nvvPTQ0NOCEE07AhRdeiNNPP93wyCCjlJSU4MMPP0RbWxtOPfVUTJgwAU8//bSumnPqqadi9+7duOKKKzBy5EicddZZqK2txfvvv8+NyWeeeSbefvttrFixAieccAImT56MBx54AAMGDDC8X3379sXdd9+N3/72tygvL8eCBQsScrxAQLX65JNPsHPnTkybNg3HH388fve736GystLwNiwWCx5++GE8+eST6NOnT4jnKhzRVFABKRzVkE7QqAaCINIVGtVA9HT0roH1extwwUMfYP+iizNvVANBEARBEIQWLVFUUAEU4BAEQRAEkQGQB4cgCCLB1DR3YtpfP8SvX9uMLk/iq1MIgohMtB4cCnA08PtFXPdKNR5aubO7d4UgiDRg4/eN2N/Qidc2HsBlT69BfZsr8ofipAfaIwkCgP65TymqBLCnvh3/23wIj3y4E15f/M2JCILIbDrckmrz5b4m/PCxL/BdXWtSfharwuno6EjK9gki3XG73QAQ0vso2hRVZrTGTDHtroAM5vWLqGnuQlVxbjfvEUEQ3UlnMMA5tqoIje1u7GvowI8eW4UnfjIBJw0tTejPMpvNKCoq4q3tc3NzdTvzEkS24ff7ceTIEeTm5sJiUYYo0aaoKMDRoF3WCvr7+g4KcAiih8MUnGFl+bjt7FG4+oUN2PB9I375ry+x7rYzYLMkVgyvqKgAgITN7yGITMJkMqF///4hgT0pOAmg0yNFiXvr23HysMSu0AiCyCw63YF7Qq7NjOI8G16aNwmjfr8cTR0eNHW6UVaQ2H41giCgsrISZWVl8Hiiu6kTRKZjs9kUg1AZFOAkAHm+fV8D5cEJoqfTHrwn5NgCngCH1YwCuwUtXV60dHpRVpCcn2s2mw3PYCL02fh9I3rlWjG4d3537woRB1RFlQA6ZCmqvUfbu3FPCIJIB9iiJ9cqrQkLHAEzcGuUq0oitRxpdeHiJ1fjyufWdfeuEHFCfXASQIdbihJJwSGMsmT9Pry6bl937waRBOQpKkZhTiDAaemKblVJpJYDjR3w+UXsb+ikqtgMJ9oycUpRadDuVpqMRVGkKgYiLF0eH257YwtEUcR5x/XlqQwiO+hQpagAoNARuH1Ge9MlUktjh5v/f1OnB6X59m7cGyJWRFGMejFBCo4GnbIAp9Pjw5HW5Df1IjKbDrcPPr8Ivwi0uuiBl210BrsXyxUcKUVFCk4609AuXY+N7e4w7yTSGXaPjQYKcDSQm4wB4HtKUxERkLfv73RTK/9sg3twFCmqoIJDHpy0pkmm4DRkYYCz5WAz5i5ej+21Ld29K0mFXWcWk/FsCgU4Gsg9OAAZjYnIuLxSbl/eR4nIDqQUlZTVLwwqOJSiSm/kQY08XZUt/HvDfnywvQ7/2XCgu3clqbAKKpYaNgIFOBqwmxmz3ZDRmIiEXMFRB8hE5qNpMg7eaClFld7Ig5r6LFRwmIXiSArmo3UnTMEpCJr7jUABjgbsATWoNA8AsLeeAhwiPHIFR53iJDIfruBYtaqoSMFJZxQKThYGOPVtgWM6mu0BTlApLbCTghMX7GY2qqIQALCvnlJURHhcWabgvLe1Fj99bl1KpmZnAp0aHpwCqqLKCBplJmO54ThbONoeuEaPtuoHb498sBP3LduWql1KCqTgJAhWJj6qMtCelEzGRCS6skzBeebzPfhoxxEs21Lb3bvS7YiiiA5eRRXqwaEUVXojT1FlowfnaDBFpafgdHl8+PuKb/Hkp7tR19qVyl1LKNyDQwpOfLB8+8iggtPU4UFzR/ZF/kTikCs47VkQ4LCb5a66tm7ek+7H7fPz8tQczUZ/dG9IZxqzuIrK7fXz3jANHW7NRoZ1LVLgE07lSXd4iiqHApy4YCvw0gI7ehcEmkJ930BpKkIfuYLTmQUpKvYg2FnX2s170v3Iy/61U1Sx/719fpHaCiQRv19Eo2xxmm0KjjxgE8VAkKPmsEy1qW/P3JQzT1E5KEUVF/KeFwNLcgGQ0ZgIj0LByfAyca/Pj6bgQ2HnYVJw2P3AahZgNUu3zMIEzKL68dNrcPJfPkS7K/OD4nSktcuraA6XbQqOOi2lpdDIFZxMPn62kCigMvH4YCbRHKsZ/YsDlVRkNCbCoVBwPJkd4MhXvHWtLjT3cBOtVgUVIKWo2t2+mGYceXx+rN/bgPp2N/Y30gIqGagVjWyrogoJcDR8OHLfzdG2zD1+puBQH5w48PlFdHkCN6s8u4UUHMIQSgUns1fj6lXedz3chyNVUClvrPKVZCxG47pWF0RR+TOIxMJSUuyh2O72KXpWZTr1qoBFO8CRKziUourRyFffuTYz+gcDnH0U4BBhcCk8OJl9A1Xn6b/r4T6cDo0mfwBgNZu4qhNLgFPb3Mn/P9PPmXSFKTYDSvJgDrb4b8qighH1taoZ4GRdiooCnJjpCK6+TQJgt5gwoIQ1+6MUFaGPsooqsxUc9aqwpys4rERca0J8PPOoapql1EE2tBZIR9gDvTjPhl65NsVr2YA65aSVgsq2FFWBI/Q61IMCHBUdMjlaEASeoqprddEqi9AlmzoZqx8AO3t4gKPV5I9REMc8qlpZgJPpvq10haWoeuVaUZxnVbyWDTDFpig3cGxHW0MVnCOt2aLgMA8OKTgxIw3VC9zMinJtPH9LM6kIPZSzqDL7YcXm9QwvzwdAlVRagzYZ7N7QElOKShbgZPg5k66wzsW9slTBYWrriPJAU1qteVRyD04mdCbv8vggiqLiNVEU+TUWTYrKuB25h8Dy7Xmy1drA0jx8daAZe+vbMaKioLt2jUhjskvBCdwEJw0qwbeH23CwqRMdbm+IybanwAdtWrVSVLE3+6tpkaeotAMkURSxfm8jNu1vxLeH27DzcCu+q2vDtGG98cScCVH/zJ5GU1CtKc61oTgvEOBko4IzqrIQa/c0hKSg3F6/IqBL92GjNc2dOOPvn+CM0eV46NLj+esdbh8v96cAJw60Vmv9i3Px1YFmMhoTumTTNHF2QxzSOw8leTbUt7uxq64dY/s5u3nPuoeOFKSoOnRSVB9/ewQ/fW59yOvLt9ai0+3T9AUREuxc7pUnBThZqeAEF96RysZbu7xweX2wW9LzvFm/txHtbh8++faI4nW2gLCaBTisxhNPlKJSoangkNGYiEA2KTjsplmSb8fQsmCaqgdXUqnT1nJYiiq2KiopwOnSOWfYoqp/cS5uOGMYHrt8PA+0amRVWIQ2TK0plgU42dILRxRFXkXFApyGdjf8ssaGLD1VUeiAJVhF1qgxcNTt9eO9rbXd3vNqz5HAM7apw8PVN0A2h8phhSAIhreXkgDnsccew6BBg+BwODBhwgR89tlnuu+96qqrIAhCyNcxxxzD37N48WLN93R1xT9ITOtmxkvFyYND6KBQcDK8Dw6TsUvybDzA6cmVVJ0efQUn1hSV3y/icEvkKipWkXfioGLccMZwnD22En2KcgAoq7AIbbiCkyvz4GRJmXhLpxceXyCYYR4cn19UpODqgudYeaEdvYIBnlYp+dIvD+DnL27EA+/vSPZuh0UuInwvy5jwJn9RTBIHUhDgLFmyBDfccANuv/12VFdXY9q0aTjrrLOwb98+zfc/9NBDqKmp4V/79+9HcXExLrroIsX7CgsLFe+rqamBw+GIe3/ZoMQ8WYqKFBwiEgoFR8Mkl0nw0tp8G4ZxBafnBji8s7mGBynWeVRH213wylbaeimqTn4/koKrSmfgPnewiRScSLCu3L3yrFmn4BwNqjcFDgvy7Bapkkrmw2EKTlmhAyVhUnTfHg4otNtqu1ep3X1UesbKn7dSBVV0rpqkBzgPPPAA5s6di3nz5mHUqFFYtGgRqqqq8Pjjj2u+3+l0oqKign9t2LABjY2N+OlPf6p4nyAIivdVVFQkZH87NZp6DQgqOAcbO+H2Rt+Svbv519p9mP/CBqrUSCLyAEcUwbthZxryFWBxng3DgivDnqzgdGgEGYxY51HVqtQXvRQVm2smD676OIMKThMpOOHw+0WFyZgpGOlutDUKSyWX5tsV/5VXSvEAp8COknx2/KEKDjuXDnRjlkIURew5It1n0l7Bcbvd2LhxI2bNmqV4fdasWVi1apWhbTzzzDM444wzMGDAAMXrbW1tGDBgAPr164dzzjkH1dXVuttwuVxoaWlRfOmhlaIqK7DDYTXBL2bmqunpz3ZjxTeH8fGOuu7elaxF3f49U5v9NXW4+fiAXrlSiur7+na4vD0zQA7XByfWFJU6vaSXour0hHoCK4scwW1k3r0olbR0ecBEsqJcG4pzs0zBCQYyTJkpDQYw8lLxI8Emf2UFDpTksQAo9PjZuVTT0tVt13ljh0fRbkGp4EgenGhIaoBz9OhR+Hw+lJeXK14vLy9HbW1txM/X1NTg3Xffxbx58xSvjxw5EosXL8Zbb72FV155BQ6HAyeddBJ27typuZ377rsPTqeTf1VVVen+TL5as0srJkEQUFEYuKlo5S/12HWkDbuOdP/Kl8l7Xx9s7uY9yV5cKmUvU9UyJl8X5VphNZtQVmBHgcMCvwjsOdozU7Th+uDEmqJSKzh6KSqm4OTK7kfMg3OIPDhhYedygd0Cm8WEXsFGfw0d7oxOITOYUsOUmZKggiNPUR1uYSkqO0/RaSlY7FwSxUCmojvYc1T5rFQoOCxFlZNmKSoAIa5nURQNOaEXL16MoqIi/PCHP1S8PnnyZPzkJz/Bsccei2nTpuHf//43hg8fjkceeURzOwsXLkRzczP/2r9/v+7PlE8Sl8N6gBitkHF7/fjRP77AD//xRbeXDbMKDwpwkke2KDjs5shuhoIgcB9OT01ThVVwWIrKFZuCU14YeCjppai05mBJKSpScMLBuxgHz2V2Tru9/oyvdASka5WlpnrzAEeeomIKjp0rPA0avXLkn+muYprdwQoq9nf6Xq7gdEXfxRhIcoBTWloKs9kcotbU1dWFqDpqRFHEs88+izlz5sBms4V9r8lkwgknnKCr4NjtdhQWFiq+9OhwMQVHHeAE/t1p8MHV1OFGS5cXrV1efHWg+wILl9cHty+gLmw52Jz2K5fPdh7B+r0N3b0bUaNWcDL1Btogq6Bi8FLxHtrRuMPDTMahAY4zJ1YFJxCcDCrNU/yMkJ+tEVxJKSpScMLBuxgHzbc5VjPsFlPwe8qHfEuXB29UH8D+DKqU5Skq7sEJVknJOhezQZtlBQ4UsxSVyoNzuKUL8sdCd/0OWErqlGGlAAIBHPO28RRVOnlwbDYbJkyYgBUrViheX7FiBaZOnRr2s5988gm+++47zJ07N+LPEUURmzZtQmVlZVz7C+jL0ezmZvTB1STrJ1C9rynu/YoVeX+Oxg5PWsvaa3fXY84z6/DT59bD68ssky5TcGzmwCXFAuVMg3UxLpYFOMPK0sto/Oamg9iRwmoPHmRodDIukJmMo1k81AbLdwf3zlf8DDXtPMAJNRm3ubwxdVDuLkRRxC9e2ohfv7Y5JT9PreAIgqDbzfjhlTtx45LNOOX+j3Dls+vw/tbatL8HSSZj5sFRKjg+v8j/v6xQbjJWHvshlRK4v9tSVIEAZ0xfJz8mlqaSFJw0S1HddNNN+Oc//4lnn30W27Ztw4033oh9+/bhmmuuARBIH11xxRUhn3vmmWcwadIkjBkzJuR7d999N9577z3s3r0bmzZtwty5c7Fp0ya+zXho12nLzlZQ7QYDHHnDpC/3Nca9X7GibkD2dTeqSeFweX247Y2vAbAbd2aleJiCw/L8WmnJbw614D8bD2Dz/qZU7lpU1PPpy3b+2tDy9ElRbdrfhF+9uglzn1+fMjWyUyPIYDDJ3C8avzcAkgdncFDB0UtRdWo0Hs2xmXlJsPrhlM4caXXh3S21eG3jAcUAyGTBzMTMXAxAdx7V5gNNAAIelE++PYKrX9yIk//yEZZvqUn6fsYKU2LUVVQsdVXf7oJfBAQhoMgyVVZtMlYrgd3VsZ+lqAb3zsOAYGuWkAAnnRQcALjkkkuwaNEi3HPPPTjuuOPw6aefYtmyZbwqqqamJqQnTnNzM5YuXaqr3jQ1NeHqq6/GqFGjMGvWLBw8eBCffvopTjzxxLj3l/edUKWoWF8c4ykqpYLTXakhdfnqljT14Tzx8W7sOiLlXLu7o2Y0iKLI2wewG6jWivzD7Ydxy2ub8a+12j2g0gHNFFVQZdh9tK3bV7V7g6u8A42d2JyiYD1cJ2OH1QSrOeAnNDquQRRF/lCRUlTGTcYAUJmBpeKtsgaYqVDgGlQKDgBNBUcURXwbTL8+fvl4/PzUwSjJs6G2pQt/fa97G9+Fg3ccZ1VUBUoFh6WnSvLssJhNuqMqDgXTpez73eHB8ftFHswMKs3nrVlY2irWKqqUzKK69tprce2112p+b/HixSGvOZ1OdHTo/5IffPBBPPjgg4naPQWJSlHJH9BH21w40NiJquLcBO2lcdrUCk4aBji7jrThHx99BwAwCYHVcKB/RV737phB5P4bdpPQOk/YOeHMje4iTSW8i3G+9FDoW5SDHKsZnR4fvm/owJBgwNMdyLv/vvt1DY6rKkr6zwxnMhYEAQUOKxra3YbHNTR1ePg5wwOcKEzGANDH6cC2mhb+cMoE2mUBzvbaFpwc9FokC67gyAKcXvwhL92fj7S60NzpgUkAZowsw1ljK/HzU4Zg/L0rsPtIOxra3YptpAtHdDw49W2BKrEjsh448ve1ubzo8vjgCGYpmAp44sBiLN9ai/0NHYYLgSLBFvaRtnW4tQudHh/MJgH9euXw5rrMaCwpOGmWoso0tGZRAXKTsUEPjirH211pKpbqYQPK0s1oLIoibn/ja7h9fpw6vDdGVgQM4E0ZpOC4ZE39JAUn9GHHA5woZdZUwkpP5Td0k0lIm5ENtbIAZ9mWmqSfyx6fn5v0tQIcQPIFGPXDMPWmJM+GolypssfnDz0WvUGffFxDBik48sXW9jgUnO21LYYKEVgQUyRbUBQH/1/eC4epN/2Lc/lDv1g2pmTj991nMdDD5fXxgLq3KkXl9vnR0unlFVSsUq/QYeFqo1zFYefQiYOKAQSUtqYEjLPw+vw47x9f4PJ/ro14nbIZVP2Lc2E1m2QKTjBF1ZmGVVSZiJ4czRQdo+W/6hRLdxmNWYrquKoimE0C6tvdiodEd/PaxgNYs7sBDqsJf/jhGH4zimU6c3fRFWyMZRKkFYbWilySWVMinMaElKKyK15PlwCHye4AsL+hE1sP6TftTATyv6Pe5G7e7M/gOctUqAqnQxG4dKrSVD6/yJUetf+HVVJlkoLTlqAU1Zxn1uGyp9eELCLVyLsYM7iCI/ssGyTLunYzThjYCwCwIQ2rOtl1ajEJ/J7jsJpREExlHmlzKSqoAKXJWh7gsMKTQb3zuNqzvzH+NNXBpk58daAZq3bVR6wy3BNUapiiOUCm4IiiyBfq0Xpw0vdO201IbdmVv5rcGFNUA0tysbe+A9XdpOCwKL80345hZfnYXtuKrw808xx+KtlR24qnPt2NLq8Pfr8Ivyhi9a56AMCNZwxHVXEuD3ASsYJIFUzBcVjN/EGkFQg3d8ZmlEslDRqyPiAFON3duJIFB3k2M9rdPiz7ugZj+jqT9vOYYms2CbxCTk1BlBPFmYJTUeiA3WKCIATMrR1uL/JlXhu5ChiaospABUcW4Hx7uBU+vwizKbo0iMfn56mXwy0uroBpEdaDo6HgDC9Xpl4nDCjGK+v2Y0MaKjhHW6VUsjz9U1pgR6vLi6NtLtkcKmmxUpxnx+EWl6LvDeti3MeZg/7FuahrdWFfQwfG9SuKax8Pyc7Nw61dYVPzTMFhAc7AoIIT2Fc3VzcLHVZ4uox3oiYFR4Yoiro577yoU1SBh9n0EWUAgK2HWkKawaUCdtMtcFj4g0BtNO50+3Dnm1vw/tbI3aXj4Q/vfIOlXx7AO1/V4N0ttXhv62G0dHkxqrIQPzt5EAApfZNJJmOm4NgtprDnSbqnqPx+kQ8nlHtwAKBPUDE43M3q3+Gg7H7RxEA38mVfJzdN1SGrqtTzETDZ3GiKivXAqXA6IAgCbyqqPmc6ZMEV69/CYAM3M2lcg9yD4/L6YxpeLF9gRrpHaHlwtBSMncFBk8N1FJyvDjR1y707HGzQplpp5b1w2lyKJn/q77Pj73T7+LOqssjBfaKJMBrLz0115241rER8YDDAKcq18fvklkOB55XVLHCrhVEowJHh8vr57BK9FFW0fXCO6VOI3gV2eP1it1QwtQU7rBY4rBjLAhyVrP/86r14fvX3uPnfm5MWWNS3ubAqqNbcOnsk7j3vGPzxR2PwlwvG4vmfnQBrcHXszAlcgJmq4PBUpkYfnFhLHVNFc6eHr5R6qVbG5UGZO9KNKpmIoshbz196YhVsFhP21nfE5eeIRLgKKgYPcAxeO0zBYUEK9/epu2G79IMr+biGdPLUhaNNdU1sr4n+7yZXtcLdq3x+kd+D5ecyn0cVVHdEUcTOYNqVqZSM/sW56F1gh8cnajZr/XznUdzx36+7ZXYT74FToA5wgpVUrZKC0zt47QJSgMc+z1Kc+XYLCh1WHuAkotmfvPw80sKIpahY2wRAUnFYa5NChzVq4zMFODLkwYs65x2tyZhdfEW5NhwfrPToDqMxV3DskoIjr6Rye/1Y/MXewHtdXv7/iebdLbXw+UWM7evEL6YPwZwpA3H5pAG45IT+PEcMdJ+Cc6ipM+aeIi65gmNnD6vMMxmzCqpCR2B2j5yy4Cw2uQcm1TR3eng5/qDSPJw6vDeAQDVVsmBBh57BGIg+RVXLPTiBIIUZW9WLJ24wtof+7PJCBwQhcP1mynTsNtU4ix210fun5AuHcPeI5k4P784rNxmrq6jkFVTq6kBBEDBxQNCH873Sh+Pzi7j5tU14ac0+fLQ9uUOMvz3cGtKbhqWYSlWpZHkvnLqW0BQVH7gZPGdYipMF2/0TqODI76fhAhyvz8+Pb5AswGE+HBZcxrIwpABHBlsd2C2mkNxwDm/0Z9Bk3CENLRwfvEiiNRr7/SJu+vcm/PipNfDE2H9EnqIaXVkIkxC4qNkJ9/ZXh1Db0gVL8Hif/WJPSO+cRPC/zYcAAOeMC99tmt2MmjtTd9Oua+3CzAc+wdQ/f4hLnlyN1zbsV8jpkejS8uCoVqt+v8g9CGkb4KjKTuVUBG+ArS5vVL+bRMICg165VtgtZpw9tgIAsGxL8lKr4QZtMqKdKK6r4OgFOBo/22Yx8eqZTPHhsGuCGWFjUd7k5164AIcpNAUOC1eHAWUfHHn/mwEleTzQlDNxYKCyaMNe5eL0s51HuJqYzADzcEsXzn30c1zwxCoe3AOhgzYZLMA50uoKKROXv599nik4lUFFsD9XcOJPfcoVnHCFLQcaO+H1i7BbTHyoNSBTcA42AYitOIMCHBlak8QZuTp5cj3kq3W5ghONnPzK+n14/cuDWL27PmZzJ7vp5jusyLGZuQz79YFAufhTn+4GANxwxjAM7p2H5k4PXlzzfUw/S4/DLV1YF6xE+EGkACcn9SbjVd/V8y60a/c04Nf/+QoT/7ASt73xtaHGdnIFR+9h1drl5SvKaEsdU4WewRgISNjMX9RdPhz2QCkP3gRPH1UOq1nAd3Vt3EeRaDp1PHlyop0ofpgP2gwcRw5vIqoOcML/7Eqepgr/MPL5RTzz+Z5u72LOFlvHBxd8MQU4sgVmuJSglv8GkBZQPn+gMufb4HmjTk8xmIKz8ftG+GVl/P/ZeID/fzLvVR9ur0OXJ2Cslldz1asGbTJKCwLHu+tIG29v0Fse4Kg8SExl6aNScA42dcbd1FOp4Ogrv/IKKpNMWGAKDvssKThxwldrGpE8C3qMeHD8flFKUeVYMbafE2aTgMMtLsMD8mqaO3Hfsu3830blbzVyBQeAZDQ+1IzPvzuK7bWtyLWZMWfyQCyYMRQA8M/P9iR0AnrACAqM71+Efr3CNzvsjhTV2j0Bb9AF4/vh12eOwODSPHR6fPjX2n1YtydyiShTcOwWs2ykh/L3x44nx2oOSf+kC/VhAhwAKHcyo3H3pKlYYMUCg0KHFdOGBdJUy75Ojoqj14dGTjQm49YuD+/oy1SxnKBxUt3NWK+ik8EeSpGmiq/b04B73/4G97y9NeL+JROmvkzoHwga9jV0RK0GdhhMUbEHuNpLZreYeaVaY7ub+2/UFVSM0X0KkWM1o7nTg++Ci8zmDg/e/+Ywf08yW1p8KEt/fbRD+n91kz8GC3i21QTSf0VBtZPBru2jISmqQLBcVmCHzWKCzy/GPczVqAdHXUHFGFiqfFbEsjBMzzttN9Hh0l8xSZ2MI1+QrS4vNysX5liRa7NgVGXAoW/EhyOKIu54Y4uirDLWi4htgwU4Y2WVVE9/tgcAcPHEKjhzrTj32D4YUJKLhnY3Xl6TuHECb38V8EicM65PxPeyUkK9Rn+N7W48/enuhM6yWbs7EMScNaYCv5wxFB/cfCpmjg5Mu2cO/nBwBcdq4ukE9WqcPfzSNT0FSA+F0nydAKegeyup6niAI93UzxoTSFO9m6SZQeEWPQwpRRX53sB+dwUOC3/Q5uqMgWEPfz2DMx/XEOFBxP6usS6SEgW7F/UvyeFpkx1RKm+GFZwO/WCdzYtr6HDrVlAxrGYT75bN0lRvfXVIkS5KloLj8vrwxXdH+b/lwQ4f06CTomKKdJnKhFzCq6jUKarAtW0KdhIG4vPhdLi9igA0bICjqqBiMAWHEW0XY4ACHAWSqU8jRaVT6aAFu/AcVhPP6x5fZdyH87+vavDB9jpYzQLv6Bjr1OBWPoU1cFGzAGfVrnp8+u0RmARgbrBE22I24ZfTAyrOk5/uTkhp5MGmTmz8vhGCEDk9BSgVHK103vOr9+KPy7bhmc/3xL1vQOChuftoOwQBOCGYbxcEAcf3LwIAbDkY2QgZjYITy0WaKsKlqAApsEiXFBUAzBxdDpMQSHewsthEEm5MA4ObjA0sQtT+G0B/DAy716jn4jH68GZ/4Y+bLcpi9fElChbg5NksGFERCCiibfhntEycmYjVCg4gVVI1tLl5impYmXaAA4Q2/GPpqcG9Aw/gpiT5BdftaUCH24fiPBssJgG7jrRzMy4btNlbpeCo/y0v4ABkJuNggMTOxz6yvmiJMBqzHjis6OlIq0s35bW3XlvBKcmzKfpCkYITJ0wiVk8SD7wW+EV7fKIieteCRfRFOdLFNX5AEYDICk5Duxt3vxWQkhfMGIYxfQIBidH8vhp1impUZSEEQbpRnDWmUjEj60fj+6JvUQ6Otrnw6rr4VZx3vgqYi08cWKx4MOkhb13f5Qn9PR9oDKw4ahPU/2NtMAU1sqJQ0YiK/d6NlPYzBcdhlTw4HSqTcbpXUAHak8TlsBRVd3XCZj+3THYeFeXa+P6y5meJxJDJ2GFcwalR+W8Amb8vpEycqUfaP5spOJGq/9gxaI2CSCUswMl3WDAyGOBsr4muksqoyZh1Me6l0VyOVVLtONyKli4vTIIUrGjBjMbrv2/AzsOt2Ly/CRaTgCsmDwj+rOQoOEyxOWNUGSYEvUAf7aiD3y/qKzgFyn/LK6gAoDhfmpXX6fbx9CYLlgG50Tj2AIf1wBlcmgezSYBf1Ddj8yniqgBHEKQFPkAenLhhKSqtFZNcJo5kNNZ6mDEFZ+vBlrB9E+59+xvUt7sxorwAv5g+hK/4Y0lReX1+fnNjkXCe3aIoh5w3bZDiM1azCb+YPgQA8MQnu+M2mrH01P8dGzk9BQQaKrIKNq2VEXP/NyTopsI8NpOCc1gYx/QJzMTafbQ9YlUZa6dvt5glr5bHp1CgWjIhwGF5fT0Fp6B7S8VZiqpCFSj34t2vkxDgeCKbjPk1akBlPRxGwVHfV1jKKpKCE8mDw+4BHl98Ac6Kbw7H1cuLBSf5dgufORet0dhomTj34Gicy0zBWbM74L3Tq6BiHN+/CCYhUFnEhgLPGFmGIUFjcrL8gqz8/LSRZThtZKBh7Ifb69DS5YE3GKyq1dZcm0VxrqoVnAK7hXfk3lvfzlNZlQlWcJi3p2+vXJ4m0+qh1eXx8TSZOkUFgA/dBKiKKm7CrdZsFhMfVNah0eNEDnswyxWBASW5KM6zwe3z4+MdRzQ/98/PduON6oMwCcBfLhwHm8UUdZdUOXIPT4FM3mNpqhMHFuP4oOFPzkUT+8FuMaG2pUvRbjtavq9vx1cHmmE2CdwrEQlBEHglldaN42hw5dKYoNJMZjCePFgZ4JTk27mJc1uEhmQslWe3mvjDSj5HCJClqNK0ggqInKKq4Cbj7k5RKVelRRF8W/FgLEUV+PkB1VF6AO860oafPrcOn++UfBQ1qh44gH6Kqj1MmTggNfs73OoKq86wQMnrj32xsuVgM+a/sAHXvLQx5m3wFJVdSlFtr22NqrLUaKO/8B6cwGtsiOYwnQoqRoHDygOy/24KKNIXTujHFfpkBDh7jrZjb30HrGYBJw/rzQOc1bvruYpd4LAoDMQMeWWV2oMjn0fF+qH1yrUqFvCJaPZ3iI9/cHDFVUv5/b6+A6IYOBathRUpOAlEb5I4I0enIZcaJlnKV+uCIGDmqIBx9bpXqvGeaizCPz/bjT+8sw0AcNPM4dzYJg3yiz5FxdJTdotJUbnz05MG4qShJfj9/43W/JzdYkbf4M3zYIzN7wBJvZk6pESzt4oezjDzqFiDq8YErNYb2t28D8aJg0pCvn+MzmgLNSyQcVjMivRmp4ZfIF27GAMGqqiCgUV3pKh8fpFXjqhTnUWq7rSJxEgn4wK7hXsN5EbeF1d/j492HMHVL27g51CthoLD0t/qFFWkMvHSfDssJgE+vxjWf8SOwRuHgvPpzsCi7EBjZ0x9skRR5ApOgd2CoWX5MJsENHd6oqrKazcY4OhVUQHS+c1+L3oGYzkTB0oLwZI8G04bWZbUuXksPXXioGLkB39ffYty4Pb6eU8xtd+GIS8SUKeoACmttTV4TqrnElb1SpyCU+nMQUVwH+o07hvMYDy4NE+zS7FSwaEAJy4i3cz0KmTUyEvE5dx93jE4Y1Q53F4/fvHSRvx7/X4AwLOf7+HBzfWnDcUvg+XagCTLxaLgSP4b5X6M61eEl+dNDjukkLeCNxjg+Pwi/vnZblz9wgb84OHPcNw97+P+93YAAP7PQPWUHL1ScVGUcs+JUHDWBdWb4eX5mg917sOJUEklV3AsZimYVFR8pHkVlSiK/Heq7q3BKJOlqFI9HqC+PaBSmITQFFqvJD5ouIITJoVhMgk8BSy/TjcfaAIQuK/Me34Dapu7pEGbihSVSfGzGJFK1M0mgQd74ZTWdp6iil3BYUNxgcCqO1o6PT5eWZpnt8BhNXNT6fYoOhrLvW0ulWImh81U01RwVEHPMJ0ScTnMhwMA5x3XF1aziS9WOj2+hM+qYumpGcFZhoIgcBXn9eqDAEL9NwylghPqe1QrOHL/DQBUFQfu/Y0dnpibvsqrs8rDKDh6FVQMpYJDKaq4iHRD4RUyEXo3SGMalA8zh9WMJ34yHhdN6Ae/CPxm6Ve4+oUNuOftbwAAC2YMxY0zhysi2Wi7pMqRKqiiPzH6RhngPPzBTvzhnW14/5vD2HqohT9shpXlY/ZYY+kpBk9RqR5YLV1e3ryq3R3/TWUt99+EqjcAMKZvQJbeGqGSSq7gANqDWZuDCly6KjgtnV6e12dltGrYatDt8/MHSKo43BxsTZ9vh0U11Zs9sBKVtpQjqSjhryH1PCqPz4+twZlvlU4Halu6MPf59TjYGAgO5D4iac6dukw8fIoKkPlwwpjuWYoqVpOxy+vDelmTOfZQioa24GJLEKT7qDxNZRR1daKeN1FKUYWey+rXwlVQMVjDPyCQngICShTrS5fIXjhtLi9Pnc8IBjUAeIDDWmSoB20y5POp1CkqQAqAvqlh56dSwSlwWHkQFGtH41pZdRYLcLSUOtbAdnCpdpApD3xiUXDSt2a1G4h0M+O58ggPVmZ21FqtW8wm/PXCcSjOt+HJT3bzhlG/nDEEN88aHiLTRdslVQ5TcPJjCHD6GOySCgSc/Q9/uBMAcO30IZgwoBf69spB36KcEPXICOz3pjYZs/QUo6nDgwqn/so6Eqz/zYkqgzGDKVw761rR6fbpKntyBQcInD+NHR6+cgbSv4qKTScusGvn9YFA6rI4z4aGdjcOt3TpprKSweGWUOWDEal3UjwYSVEBofOodtS2wu31o9BhwZKrp+BHj33BAx5AnaJiVVRKhYXNM9MzGQe2kwOgMey4Bm4yjjHAqd7XpKho/D6GKeC8gspm4fe4URUFeOermqhKxdUjUFq6PIqqOiBQXCGfBahGruBEqqBi9CnKwR0/GAW/KGJ0sADBZBLgzLGiscOD5s7Q/YiVL747Co9PxICSXEVl0eTBJbBbTHxBpa6YYigUHI0UFbtu2d+0sih0v6uKA/3Q9jV08OONBt4OociBwy363j3WaFFPRSsrsKM0346WTo+mGhUJUnBkRFJw8qJMUTk1Li4gIDcuPGsU7vjBKBQ4LPjV6cNwy6wRmjnIRJiMC2IKcAIn08EIJuP9DR24cckmiCJw+aT++M3skTh9VDlGVhTGFNwA0k1JnaJi6SlGQxwr9uYOD7YFpfFJg7UDHHZx+cXwMrqk4LAAJ7QpZKxVVHWtXfhv9cGkl/hyg7GO7M2QVmOp9eEcDnpMtG5y7IGVjCoqI8M2gVClddP+JgDAsVVF6F+Si6eumMBTlw6rSXEeSFVUsSg4kb1ykgcnthTVKlmzOQDYczT6FJW8RJwxImjc3RZFqbhefyn1a3zQpsb1Jg/MI1VQyZk3bTCuPmWI4jV2r0pkcC1PT8mfCTk2M6YOkdRmPQWnd/AazrdbNM8ddWqrj0rBAeIrFW/p8vC/t1zBUVdRiaKI73gfIu0ARxAEvHr1ZPz7mimKoh2jUIAjI1JrdL1qBzVaJmMt5k0bjM2/nxWSlpIjmYxjT1EV2KM/MYykqLo8Plz78pdo6vDg2H5OXdNytHAFR5UGCVVwYn+grd/bAFEMmNv0VgaCIPA01ZZDYQIcruAEzg+tXjgtnbGlCxet3IkblmziM8OSBQseI6ky0TT7++ZQC27+9+aQv1ss6FVQAZIHJxlpM6MKTqFKaf0q6L85tl8RAGDCgGL87aJjAQDH9HGGPLjkP0v62ZFL1I2kqNh2/CIU85SMsirov5k2rBRAfAqOfM4f64Wz60ibYX+QXn8pOY0yBV2dzgSU53ikCqpIFOrcq2JFFEU+kkGenmKcJntNr+M4U3C00lNAqIetUkMV7V8cezdjpiYWBauzKpza94ya5i60u32wmISQrsVyhpbl86KbaKEARwa7EeibjLVXWmr0TMZamEzagQ1D3kQsWmNnS1c8Co4U4Oj93Hve/gZfH2xGr1wrHvvJBN3URrTomYzVD8qGOAIcluPWU28YzGi8NUwlldQHR0pRAcpUpqTqRRdsslXPkvX7kmrsZQqO3qqQIY1riBy03P/ediz98gBeWLU37v2rU82hkpPMKqrOCKXaDHadskXF5v2B8+VY2Y353GP7YOVNp+KfV0xUfFav0Z+ROVhGxjXIAydvlAFOu8vL1ajLTuwPQOo8Gw3MgyPvTNuvVw7y7RZ4fKLCxBx2f9xSJRagHeCwLsZ6wbozx8qr3oxUUIVDGg6cmHNv66EWHG5xIcdqDunNBQDTR0gBjl5l6qTBJRhZUYALJ/bT/L66kSe718uJp5KKG4zZfKvgNdvS5VVkP1h6amBpXtLm81GAIyPSDYUFPu1Gq6hikNTUMOe4zy8aGvQpR6+KygjM69Dh9mneRD7aXod/rd0HQQAWXXo8V3wSAfu9hQY4yptIPKbSdREMxgxJwQkT4ARz2Y4QBSfw+xdFkacuojXKsRvC3voObPg+8hyzWGGzafSa/DGMdjP2+UU+u+ebCH2EjFCrMYeKwc+XpCg4kVUUQJmiand5sbMucMzH9lNWKg4tyw9pPqdXndlhILhiq+9wVVTKACe6NNW6PQ3w+kVUFefg5KCCc7TNHXV1DQtM5AGOIAiYPDhw/V313Dr8adm2iOl/dizMN6L1N28M08UYCPgg2SLKSAVVOPTuVbHCCh+mDCnRTJ1VFefi2H5OCIK++lScZ8PyG07BtdOHan5fnqISBO1FA0tR7TnaHvXCSioRD2y3wC41H5SrON8x/02cKlo4KMCREemGkpvgFJURcqxmWIIqT7Q+HHYTisVk7LCaudSpld9nQ+AunlCFU4f3jnr74TCaomIrtWhpc3l5yimSgnNMUMFhplEtutiwTabgqCbPd3p8vItstOeEfFXP2gokg3rDHhz9nhZyttW08KnZ0Xgs9NCaQ8XoJfNBJFrlMjJsE1AWA2w52Ay/qGxyFg5WJh5biiqwsDja5tLtkC7fbrTdjFftClznJw0pRYHDytMi0ZaKt7mUHdUZf71wHM49tg/8IvDUp7sx+6FP+c/U3g6bxB447maN4ovGMD1wGCPKC2AxCRiv0eg0GsI1JY2FrcGF1Lh++i08nr5iIpb+YiqGxag+yRcxpfl2TfVkVGUh7BYT9jV04IvvjKlrjBqu4ATOfUEQNEvFvwsuAoZSgJMawk0TB+QmY/0Ulcvr4w8l+SyqWBEEIeZmf+xmEEuZOAD0LdJfHbLyvrFhLsRY0VVwguWR7HhiTUls2NsAn19E/+LckBJJNf165cCZY4XHJ/LBfGpCFBzeENKrOA6LSYioBKiRl8K/83VNxBYFscJn20RQcCrClHzKYQoZEAiQYx0WywifogqcLz6/aGgelFHk3agjKjiyFBXrfzMu6L+JRI6GguPzi7zKJU9j+C+jV66VB9aslF6N/H4VrdGYPdymBM2tzCsRbak4S1Gpj6U4z4aHf3w8nrlyIioKHfi+vgOXPb0WH2w7HLINj8/PFxmsy7hWYMHLqMME689edQI+umW6Yg5fLOgtxmLlm+DCiy2stCgrdMQVmMlTW300/DdAoNvzZZMCKclFK7+NauHAnhfy1JeWd29nsMkqBTgpoiPC9F4jJmN2wQlCbN4XLWJt9qcetBkt4Zr97QoOSJPPtUoUzhztqhimMrCVS6wBDrs5s/RTOORG4606aapQBUd5nrTIeuDomcn1YMGyxSSgw+3DO1/XRPV5o0Qa08AI17RLjjzAAYDtcaSp3F4//9trBTjyKe6JrKSSq2cRPTh8HpVX038TDhYQu31+HoDIK/DCBVeCIPDrVMtoLIqiwgsWjQensd3Ne6VMHRJIT7HOstEajaU5VNrHcvqocrx/0ymYMSKgBn8QrCSSI7/vVnIFJ/SeWNeqr/Yx8uyWuIMbQKqUTUQVlcvr42mbWEqzjZJnM3PVRst/w/jFqUNgt5iw4fvGqFQctYIDyBdGgfuGKIpSibiBPkSxQgGOjEiTgyWTsX6AI1XLWCMaiI0SayUVr6KKsVxbrwS1y+PDgWDDsiFlkXtIRAtbFbW6vIryaJaiGh7Mm8daJi6V/hoL/KTJ4tqpFl0PTvA8iacHDtvG7OAsr9c2JCdNxQKISCM12EPjaJtLVw0QRRHrgo3hWJozmm61atiIBqtZ0PVVsFRBIiupWJAhCIHS7nAUyBr9MQXn2Cpj6qZikG/w3GT3GJMgBc56sPtDq4Z61eXxQ774jibAWR0cRjmivAC9gxU5A0uYNyPaFFXknlyFDiumDQsEOFr3Ovb3sJlNvAeMdoDDWgoYHw8TK4k0Ge883AavX0RRrlVXWUkEgiCgNLiQCadglxU6YlJxeA8cp1zBYaXigWv5aJsbzZ0ew32IYoUCnCBemfyp15adBT7qXgxymFSZCIMxI9ZeOIlScNQBzvf1HfCLAfOY3jyUeGCBgChCYWZkKaqhZfEpOF08IDF2+vOZVEYVHFVnWh70xhDgdAUfdJdPGgCTAKzf24jdwfRgIjFqMi7Js8FsEiCKUuChZteRNjS0u2G3mHD++L4A4vPhsEqysgKHrgJWlIReOJ0y/00k5Y1do3vrO3CgsROCIA21jYTdYuJVPexnygdtRvrZTBXRui+puyNHk6JiXpgpst4rrLNstAqOVpm4FpJZO/RYeF8gu5nfI7QCIZY+7R1DY7hoYff5RHQyZgrx6MrCqJXeaGFeO/WYBjXXnDoEtqCKs8pApZsoilzxl2+b988KBp/MhF9VnGu4D1EsUIATRC7j5urIqLkGhm0m0mDM4PJ3lB6cVo3SzGiQPDjKAIe31y7LT8qFaLOYuArCVmidbh+/6TMFpzFGkzHrW+MwWNY+po/UkEzrAcEUHLtqVEO7SsGJxQvFVvSDSvO4mfs/Gw9EvZ1w+Pyi4RSVySTwlbGeD4dVgozv34s/5OOppKoL08WYwcZLJHIelZEybQa7RpnKOKR3vmHlVBCEkFJxo9VbgHR9ayk46ntVNCbjVcG0xElDS/lrLEUVbak48+AURLgXhQtcWJorz2aR3qex6GMeHK0uvolG6roe/3kn+W+Sl55isPL4SKmw8kIHbw9gRMVp7PBw35r8euUBTnCxkooKKoACHA5rIGU2CbBpNIcCJG9OuBRVMlryq+fcGCVRKSp1gMMUhCFJlBaLVOY99uCwWUy8hDF2BScY4BhcOQwsyUOezYwujx+7VeZKURR59YrDqlRwOuNMUXl8fp5SyLGacdHEKgDA0i8PJLSz8TeHWuDxiSiwWwzJ+nqdSRnMf3PioGKMqgzcQL+tbY15nw+HKRFnJKMXjtEmf0DoNXasQYMxQ+3v401HDSxO2Hu0DOjqAMdomXhNcyd2H22HSVCOMhlQGrj2oi0VZ+pSRAWHV6NpBDiyoC/cQF4e4KQiRZXAQa9slEcy/TeMP/5wLN65/mRMGRy+TQYA/GJ6QMVZvzeyisOeFaX5NkVfNN7sjyk43GCcPP8NQAEOR75i0lMlpKF4YRScZAQ4MQzcFEUx7ioqFuDUtboUJdLJNBgzClUrIxbglObZeB+RjhgHbrIUlZEHFxBQLVhVw9cHlGkqj0/kU5LZBc0UQPbAiXWSuNzkmmMz4/RRZeiVa8XhFhc+3Xkkqm2Fg6UiJg0u1uz8qoaXireGBjiiKPIZX5MGFWNQaR7sFhM6PT7NtMbyLTW8c6seh/kDS1/BSYYHR5okHvn6UV9jRv03DHWAw86dSOXpgKSKtGkGOOoUlbEgkzXeG9uvSHHeFjqsPI0ZTak49+AYTlFpeHB4isqiG+A0dXj4QN7eKQhwWEFES5cnpi7RDL9f5GnccBVUiSLHZg7pqK1HNCqOlv8GkK7dwy2uoME4/IiGREEBThAjcjQ3GYd5qCayyR9D3QZejdYJ1+728QdvrApOSZ4NNosJoqgs79uVCgVHVSrOyphLC+wosFt4b6BYVuxqz4wRWEMwtTQv7z0iDdvUNhlH68FhD1izSYDVLMBuMeO84wKelv9tOhTVtsLxxS5WClwa4Z0B1BURcg40dqK2pQsWk4Dj+/eC2SToTo3+vr4d17z0JX7+4sawqujhMCXiDNbzpDmhCk74zuZy4lVwWBDVpTIZhxu0yWDGXa0AR/17NWoyPtAYWImPrgxdYTMfTjRpKq1OxlrIW2Ko72tcBZIpOB1un2LMA6ugCpTPJ8/bwVD6BWNvUfB9Qwfa3T7YLSbFgM10Qa7ifHtY3wOoVUEFSNeu2+tHY4cH39UFzp1klogDFOBwIs2hAqTVVLheJM1hJonHSrhVzbaaFhx3zwr88zPlrCImH1tMgmEzrRpBEHiHYmY0FkURu1Og4LAeQuz3yRWcfDsEQeAqTiyVVNGmqAB9M6F8yrKeyTjWFJWWyZXl5+MZUyHH7fVjfTCldNLQyHI1ILVer9Xou8L8N+P6OXlgMEpnqOLyLbV8H3aFMU7XBb0+TObWoijMPKrttS2Y+IeVeGXdPt3Pa2F00CYQSJ2y68xmNmGkRmAQjhAFJ0JFpxyW9mnTMuaqAxyDJuNw6W3uw4miF067gSoqQLpG3D4/93Iw5Gk7+X7JVZy6MENZk4HcL9jUGfs1yQzGIysKDKmoqaa80MHnQW0JM7aGKTjq8nObxcSVv+21LZJXjQKc1GBktWakTJylVBLR5I8Rrorqi++OornTwx8WDG4wdkSuwghHH5XRuK7VhTaXF2aTgP4l8feR0EMtQbMLgl0kfMBiDEbjLlVZtxGkRm7Kh4hLpgax37NawWHKW6wpKvl+WsyBn5EoD86m/U3o9PhQkmfDcIP5cLYa00pRrQvO+DpRNgKDPey3qYzGy7dK56xeE0VANqYhzEOrVxgPzspvDuNomwuPfvhdVA3LojEZA9I5MqqyIGr1IEfVHLJTplZEIpoUlVGTMduWlik4llLxVoNVVHk2M1h3DXX6STIZm2E2Cbw6VP4+ZnxPhcGYofYLxsI3KfTfxMoorsTqV0TWNGkrOIC0MGJd8PsW5cRcAGMUCnCCGLmZsYuzw+PTvVHGOlQxHOGqqJihjknKjHhLxBl9nEqj8a6g+72qV05SJWC1ee+oLEUFhH+gRUJScIyf/noqWhevoJK2lavyasl7I0UDC3BYK38AMJsC/290+nIk2M1mypASw32bKsKYjKUZX5IxlRmN5QpObXMXqvc18X+Hk71Ziirc2INwZs+Dwc6qB5s6+eBII0Tqi6WGnSNGG/zJYfcddm62R2FwzgsT4ISmqIydNy1d+opLtKXioijy4CRSFZWyc7s6wJE8OIB0PWkpOKnw3zAS0exPMhgn338TK9J1rL8YOcQ8OBoNBCuCQefnweq8ZKenAApwOEYG27Gbjc8vciObmqSUiYdRcFjO+XBrl8IPwiVme3z7IfXCCZy4u44mPz0FhDEZB/vusHLm2Dw4QQUnigBNqmTTUXBkKouk4MSXouqSpagYVlNiFRxmJpWXAkdCq+06+/fe+g4IAjBhoNRKnqWoDjZ18t/F+98oFcedOgpOh9vLg3UjVVRaaQJ5FeA7XxnvBM1UFL2+WGqKg/sQrf8G0KiikpVERyI/TIATkqIyeN60hRnUG22peKdH8gMaqQrTu991qFQtLaMxS2emKkUFJGYe1Tc1qSsRjxX5QkVvgc88OFqNCpny+3WwEWbWBDiPPfYYBg0aBIfDgQkTJuCzzz7Tfe/HH38MQRBCvrZv365439KlSzF69GjY7XaMHj0ab7zxRlz7aKTvhPxGp5em4ibjZHhwwnTtFEVpiiuQOAWnb5G2gpPs3KnaZCwFOMEUVRweHFcMHhypFb/yb8B8AnI1iD2UPD4Rbq8/5ioqLQXBHAxwoulIq799L6r3ByZ+T5U1c4sEmyje0uVVXAdMvRldWahQq5yyzqw7gkZjllI9Y1QZAODbOu0Ahz2wcm3msHI2S1k2aaQs5SMMln1dY7jaJZoycQC4ceZwXDV1IH4wrtLQ++XkqHps8QWXEZNxmDJx9dw8o1VUfFCvxu882lJxFngJQnQ9hdSLCalMPPB9rZ45R/iYhhQqOCzAidEXV9fahSOtLghCwIOTrgwvL4BJCHQ912ry6feLXNXVUnBYgMMuv2RXUAEpCHCWLFmCG264Abfffjuqq6sxbdo0nHXWWdi3L7zhb8eOHaipqeFfw4YN499bvXo1LrnkEsyZMwebN2/GnDlzcPHFF2Pt2rUx76cRBcdiNvEeOeqVESMpKSq+ogmtLKiTNVuTp6law6zAokHdC4c3+Uuy018yGauqqJiCw1JUcZmMo0hR6fQiYtuSp+sUrffdPlkVVXTBJk9RyfYzkR6cdXsa4PGJ6FuUw3sLGaHAbuEPZLmKI+9/o0a++mtod3Mz8nWnBa7r/Q2dIX4R+fYrCvW7GANSyrLV5VWk70RRxMHgdSEIAQl9U3AFGYloPThThpTgrnOPiakzq9rfxzsZGyhR51VUBhr9GTcZ67eYiLZUnFdQGejKDGgrM4BUJs4qy7QCnFSbjIHoeuF0uL18scZg/pvBpXmGx8d0Bzk2M09PaqWpjra74PGJMAlAuUaKUF0FySpTk0nSA5wHHngAc+fOxbx58zBq1CgsWrQIVVVVePzxx8N+rqysDBUVFfzLbJZuGosWLcLMmTOxcOFCjBw5EgsXLsTpp5+ORYsWaW7L5XKhpaVF8aXG6M0sh9+IQm8moijKFJwEmoyDD0afXwy5YbEUFQA+HwqQV0HE6cGRmYwVFVRJjr71TMYswGE3lYYYjH0xmYx1WshrKTg2iwnWYCDS0uXhf7NYTcbyFJXkwYk/wGHpqalDSqIyoguCEJKmcnv9vDfPJI0AhxmNt9e2YOW2w/D5RRzTpxDHVhXxhyXrbiqnlvtvwq/IA4NMA/8vf9C0dHl5sDBrdDkA42mqaLoJxwufKM7LxJkp17iCo20yVnUyNpqiilD1FE2peDsPTAx6mXRSVOpmgZopqhR2MWawxawRD87FT67GKX/9iAc1QGb4bxhafjoGyyCUFTg0K8HUVZBDeydfrUpqgON2u7Fx40bMmjVL8fqsWbOwatWqsJ89/vjjUVlZidNPPx0fffSR4nurV68O2eaZZ56pu8377rsPTqeTf1VVVYW8h+W8I93M8lS5cjltsuGQieyDk2M1874v8ou+y+NTXNxyBYdXQcQd4AQUnHa3D4dbXLxcPNkeHL4q6nTD4/Pz8l+WomIenFhmD3V5o1dwCmS9RuTqiUtDwQGkoKRGZsSNVk3r8oSmSCQPTvwm4y+CDf6i8d8w1FPFH1jxLb6v70BRrlWznw67MX5T04r3gump2ccEBoiylZyW0ZgplOF64ACB1J1kOpXOCZae6pVrxYUTAte90TRVtCbjeFCnqKIxGcsDHLXCG+ssqkgK8IBgJZWRUnEjgzbl6KmlPFBiKSpVGlsURcmQnkKTMVebIwQ47S4vthxsQYfbhxuWVPPrOxP8N4zRYQIc9vyp1JlvJb+GywrsCc1y6JHUAOfo0aPw+XwoLy9XvF5eXo7a2lrNz1RWVuKpp57C0qVL8frrr2PEiBE4/fTT8emnn/L31NbWRrXNhQsXorm5mX/t3x86kbnD4IRptRlQDls5BnpiJG7Vp6wskG5YR1qVUqdSwUlMgOOwmvkK+/NgxU2vXGvEmUXx4pSVXrI0lEmQzKSJ6IMTTRWY/PcoTwVoKTiAtMpkD9gCu4X7Z4zC0hUOhYITvQdnze56nPXQZwrloqnDzVeO0fhvGLxUvMWF1bvq8eSnuwAAfz5/nKZSxQKc7TUt+Gxn4DxiE9LZXBwtozHreNpXI6evppdGLxxp8F8Opg0rRYHdgprmLu49CkdnlCmqeMhVKcOSodZ4isovhjYhDR3VEPm88fvFiJ2HB3GjsYEUlcEScYbkd9Pz4GibjFtdXq7OpjJF5TRYJi5P5317uA1/fjfgK+Ul4pXpH+Awj9B2jRTV2mCLCL3jkAc4qTAYA0BKEn5q+VsURV1JfMSIERgxYgT/95QpU7B//3787W9/wymnnBLTNu12O+z28BG9UQVHPWdITjIMxoxChwUN7W6FgqPuQyJXcFrinEMlp09RDurb3fgsmIIYnGT1BpBWZy6vHweCD6niPDt/wMfqwRFFMaYUld1ihsNqQpcnYBpm+6cXLLFAmJnuYpkkrtVojnlwjJpFAeDNTQexraYF173yJdy+Y/Gj4/thze56iGLgRhOu/FoPNkjv28OtePaLPRBF4NITqnjQomZgSR7//QHA4N55/CbHzIZavXBW72Z9dULTXmqKcm1AfYfinGDVf32KcuCwmnHG6HK8UX0Qb39VgwkDwm8zWg9OPPDUNx+2afxn51gDvWP8YiCYkC/SQj04kc+bNpnqo7dAGsBSVAYUHKMl4gzJtKvnwQmWiasCHKb2Fdgtho3hiUAqiAh/L2Jl9UW5VjR1eLB41V5MGlTM03zp3AOHwRYqu460weX1Ke57n3wbeD5MH1Gm+dniXBusZgEen5gSgzGQZAWntLQUZrM5RFmpq6sLUWDCMXnyZOzcuZP/u6KiIu5tqjFatcAunHYND04yBm0ytCqp2AXN1ANtk3H8MSzz4bCeKckc0cDIt1l4wy9WucXSU4CUooq2o6+8O2q0HZ61+m6w7anHPrCVN0tRxXJOyDsZMyxBD040JmN2nvhF4KZ/b8ZrG/bjCzYpOgb1BpBSAK9tPICa5i4MLMnF784Zrft+s0nAiHIp5z77mAq+IBkWfF2dotrf0IH9DZ2wmAScMNBIgBO6kmaNx1gV1w/GBiqcjKSpjKq6iUDdHJLPXTLwswVB0O1mHJKiMpDaZNuwmfWV6EFRlIpLTf4MNkzU6TkVScHhBuMU+m8A443+vm8IKDjTh/fGlVMGAAB+tWQTRDFQ9cX8helMpdMBZ44VXr/IB2YCgUD3+/oOWM0CpujcU0wmgStrQ2X3gmSS1ADHZrNhwoQJWLFiheL1FStWYOrUqYa3U11djcpKqfRyypQpIdt8//33o9qmGqMrJvWNSA47wRPpv2FoGe+YoW5csO+GvBeO0dkvRmA+HNZsL9n+GyBwMbAbGBvuKb8BFHEFxR+2s7Qal0ce4ES3ytO68bp01KBQBSf6v4O2yZilqIx7cNgE3zF9CyGKwG+WfoX/Vh8EYHz+lBq53GwxCXjo0uMjpiBGVkgrVLnSw1JUB5s6FaXOzAR9bFWRofRGL41eOPIUFQBMGx5IUx1ucWHjvvBpqs5UmoytyiqqDk/wZxsMCqRSceW1wLbHvm/EnN4apskfI5pScT6mwWBPLv0+OMpjkQKcwPaPGBjKmgyMmoyZgtO/JA8Lzx6FoWX5fIhxKgZsJgJBEKQ0lWy2HFNvJg4oDvvMGdfPCUEATjSwYEkESa+iuummm/DPf/4Tzz77LLZt24Ybb7wR+/btwzXXXAMg4I+54oor+PsXLVqE//73v9i5cye2bt2KhQsXYunSpViwYAF/z69+9Su8//77+Mtf/oLt27fjL3/5C1auXIkbbrgh5v3sUPVY0CPPQIrKmcAKKoZWbwi2YhlVUYAcq1nRC6fVFVv3XC3U/odUpKgAyW/znYaCk2+38EqlaJr9MYNxYIBltApO6N9ASlGpFRxmMg48YONRcBxxpqiYgnPfj8bhiikDAoMBXV6YBGDK4NgUnApZI68bzhhmqHvvqGAlVR+nA2P7Sjf04jwb/9vKK6lYesqoR0hrHtWhJmVfDrvFjJnHGKumirYPTjyEpKhcxlNUgPTQZ9c9gx0DO3eNmNPbXJErMAsdkg9vX0N4H4602DKq4Oj0wWE2At7JmL1PmaJKtYIjV5LCjQLZGxxtMbAkFw6rGQ9dehy/h2WC/4ahVUn18Y46AMCpI3qH/exDlx6PL249jQ/gTTZJD3AuueQSLFq0CPfccw+OO+44fPrpp1i2bBkGDAhIdDU1NYqeOG63G7fccgvGjRuHadOm4fPPP8c777yD888/n79n6tSpePXVV/Hcc89h3LhxWLx4MZYsWYJJkybFvJ/RlolrKjidiR+0ydCqLJAuaAf69QrcwFmaKrEpKmWAk4oUFSApJruPsABHunEJgsBX7NEYjXkPnCgmiav3R75ilUzGyvMmNxEpKg0Fh6WojJqMfX6Rl9iXO+24+9xj8LOTBgEAJgzoFXMlwzF9CjG0LB9nHlOOX0wfaugz5x7XF6cO742FZ48K8csNK2NpqsCqUBRFrApWeRkNwlg1i7yy7lAwwOwrq+xgaar3t2oXJTBSazJWLpzaozAZA/q9cHiAEzz/jCg4LQbVXzZvSGuqvJxoq6icGkqpVzZ8U6+TcXdUUAHSQszt9SuG76phCs6AYHrvmD5O/PFHYzGivAA/PL5P8nc0Qagrqbo8Pr4YmR4hwLFZTCHPk2SSEpPxtddei2uvvVbze4sXL1b8+ze/+Q1+85vfRNzmhRdeiAsvvDARuwcg+hSVVh+c5mSmqDQuepai6l1gR79eOdhZ18YrqRLV6A9QBjhWs4CqKJrCxQPLbbPcdYkqR12cZ0Ndqys6BScGgzGjQNZwUdqetoLDzhPW8TMWJa1Ly2Qc5aiG+jYX/GKgAq0kLzCJ/XfnjMIZo8riqmTItVmw4saA6d9oD53iPBue/9mJmt8bXp6P1bvrsTOo4Ow52o7DLS7YLCaMH9BL8zNqeuUpB7D6ZJ1V5efwCUHD8qHmLrS5vLoPcn5PMNBsL17kZeI+v2SEj1bBUXsDmTLNzj9DJmODi6PyQge2HmrhAy51txdtFZWG103eWFXdybjN5YXX55d64KQ4RZVnC7Tx8PpFNHW6kWMLfYB3eXyoCQZgA2VDii+eWIWLJ4a2LUln1CMb1u9tQJfHj/JCu8Jnlw7QLKogRjoZA3KTcbgUVXKqqAB1iopd0Hb06xW4aA40Bhry8VbrCTQZA0D/4tyoUzuxwn6P7GEuT1EBiE/BiSHAUUvigMxkHKLgBP7NFOtYzomOMGXiRodtsodP7wKpAk0QBEwdWhpT9ZQcNkYlEUhG44CCsyrovxnfv8jw36pINYD1SKsLXr8Is8zcCAQeoKykfJ9OmbPfL8qGnaY2RSUv9TZqcM7XNRkzBSfwfSPeLe7BieCZYc0etYauyom2ikpeUMFSPixQs5oF2IKLCXllYmuXt9tMxoIgROxmfKCxA6IY+B0ku8VGshlWng+TEEgF17W68MmOgP/m1OG9E3Y/SBQU4AQx2rU0TzUpWk5STcZaCg6XZOUpqg64vH4uRSciRVWaZ+cjKlJhMGaof4+lKumZrdiNtEhncMUlygoqQPtvoKvgqG7msaSCtFJULLg0quB0R+v6WJB64QQUHKnLsnETdC9V4zeWnqoodIT0IOofTBPsa9CuAuryyoOMVPbB8fF7kSAYr/STJopL++3zizwAZ6qIkRRVG/fvRVZwgNB2FaHbi03B8YvSQrJdo6rMajbxdFVzp6fbFBwgtGRdDfPf9C/JTbsgIFocVjP3YX5T08INxqcO1y4P704owIFytRZpxRQ2RZVUBUf5cPX4/KgPKhdlhUoFh63ABCFQbh0vJpPAu1Mme0SDHHU/odI8VYATi4ITwyRxhtZEcf0yceX2Y0lRdWqYXOWN/sIZGhmHeSfg9C5BHR7sZnywqROtXR6sCeb09UpOtWAeHKbgSBVUoQ+8AcE0q94sJfkCJieBTTv1YD/D7fPz8yvXajb8MJS6GUsPWHmJeCFXQ6NQcAwGOIlOUTms0sw/ppayY1GnE+U+nCPdZDIGIpeKs3J6Nok902Fpqg+31WFnXRtMAnByDB3Rkw0FOAis1tizIj6TcTL74ChTVMw4ajEJKM61KUzGPD1ls8AUZfdcPZgxLpU5VnVzvNICpbTLpN7oPDjRj2mQ9id0orheykvd3j+Wc6JL02Qs/T2NiDhsdd07zRWcolwbegcVumVf16C+3Y0cqxnHBlsgGNuGVEUliiKvKKx0hnoi2KiB73UqgKQu0qaEXUPhkAex9cFrW60ChkOrTJwdgyBIPWiiKROPpP5WsHEdCU5RBTq3B97LFo1tOo1Y2T2itqWL99tJtckYkNKjes3+WCA9oCQ1/sVkw0rF/70hMBXg+P6xFywkk/QdXZpColmt5arKOeU0Bx+07GRPJGoFh1VQlebbYTIJPMA53NrFFY1EpKcYt589CpMGFeOssdqdapOB+vdYkggFJy4PTmglm2EFJ54qKrmCY5Yeth6fH2ZT+OPIFAUHCKg4R1pdWLzqewDAxIG9uN/CCGx8h9vrR6fHx+emaVVt9OcKjnaKyqgnL1HYLSbejZgps+pzKBxMbWmVeXCkieRmWfVd4jw4TCmJmKLqik7BAQLX2tE2t6TgsBSVjoLD2gvkWM0J6f0VLT1NwWGVVOz+d+rw8NVT3QUpOFB2jI20WsuxspVS93YyZvlm9uAqzrPxXjisAVMiDMaMERUF+OWMoVHNb4oX+e+x0GEJedjFouDoNeYzglQmLk9R6Sk4yn87Y2j01+HW8OCYpN+BER/OkQzx4ABSqTgrP43GfwMEAgLWV6Spw8NTVH21UlTBB41+iirwN05FegoIqBYsmGIKTjRDPvPCpKhyZT2jDFVRGeiDA0gKztE2N29Yp7296MrEAaCA+90Cn5XK5tXXVeB9bI5ZWaG9WzwukTw4rFdQtig4o1R9eyKVh3cXFOAgtAV4OJjUq05Rub1+vmJKziwq6YIXRTEk9SAIkoqzvTbwgEhEiXh3IjcZqw3G8u+zsmAjxDJJnMGrqBQpqvCjGvhn40lRaXhwAGO9cJiC0x2yfbSwqeKMaIeACoLAm2w2drh5D6JwKapDTZ2aD+dU9sBhsCD5SFv0Ck5BmBRVrs0Mi9l4/ySjKapewdlCgX3W9uGIYuTBnVo4VQs6PUWNBzhBBae7zvOiMN2MPT4/7082IEsUnPJCOzf1F+fZMCZNOzFTgAPjc6gA/RSVPHKP5WEWCZaT9vlFdLh9ml07+wYDnG3BSa+JTFF1B/JAUWtOS1wenBiUqIJwKSqdMnFGtCZjj0+qhNPz4HgNlIqzQLg8zpLwVDBc5u8qsFtwTAzDB3vJynXVYxrklBXY4bCa4BfBU1lyUjlok8F+lqTgRJGi4p2MQ1NUOVYzP2+MnDNGAxz5bCE9H06Xx8+9YtEEOGwxwe6r0rgHbQVnV7AZaLytD2KF3avUA0IB4GBjJ3x+EQ6rKSMWGkYIjGwIXJ+nDCtNiU8tFijAgSy/a6ChF0tRqRUcdiEWOCwhJamJQH6TaunyKHrgMLiCU5MdCo5TEeCE+prkHhwjFUWATHGJKUUlPUTYoEaXTmdkuVfAbtEfWqi/n9L5Jf+sySTwIaSRUlQ+vyjN58kED06ZFOBMGlzMVYdoYOdEbXMX97KoR40AgRt0OB9ORwp74DCkAIcpONGnqOSpc1bpmWe38PYCHgMKDlNcjNw/WIq8TqebMduWIEQXLKpbMkiLUG1llF3X3afghM5BYzD/zYDivLQNBGLhR+P7osBuwWWTBnT3rujSowOcN6sPosvjk+Wqo1BwQgIcZjBOTlARqCyQypS1vBWsVJyt3DJdwSk0qOC4gqZSI8RVRRW84Ysi0BY8Z4woOPGMaTAJoekvo+Ma6tvlXYzTv7mYM9fKH1CTY5yRxa4/5uPJtZl1B532L2a9cEJ9OJ0GZ9MlEhbIHuVVVFGkqDRGNchVKHNUCk6wCtOA4iKViocPcPJtlqi8MeqWDCxw0/PgMLrLa+YMYzLOtgoqxsUTq/D13WfixEGpGZwZCz06wLn9v1sw5b4P8OwXewAYW2Gw97S7vQrVgJ3YyTAYM+QeEC1vBVNwGEbLMtMVh9XMAxGtACfXZubGY6OVVPGManBYpZ/H0lR6AZP8XIqpgkqWXlA/GKSHVfgAh6UxS/LtMakh3cGlJ1RhYEkuzhkX22weFuBsPRQIcPoU5eg+WHmpuIbROJWDNhlcwQmey9EoHloKjtykHo3JOJo5dizAqdXphdMeZQ8chnoeVbtOwBka4HSPguNUNZmUw86vgaXZ4b/JJDLjrpckKp0ONHZ4sGZ3AwAp/RQOJpGKorR6BwJ9GIDkriDklVRabcmZgsPIdAUHkJq3aQU4gYGb0XUz5ibjGKvB2MqSPQSkMnHtYZtAnIM2NR5yfKJ4hJJfyX+T/ukpxk2zRuDjX89QTCuPBpai+iao4FSG2c5AAwFOboqqqAApoGEKTjQpKt7ozy2lTztkKSqjqp/bKw21LIhQJg7IuhnrKDhGmwaqUffBYTaCPB0PDqO7UrHhPDgsBdo/RTP8CIkeHeAsv+EU/POKibyGf+LAyEP95IZPuQ9nf0PAqFjVKzTfnyjYw7Wpw4OjwTy9MkWlUnAy3IMDSCtyLQ8OEH0vnHhSVIC84WLgRubSqcqKO0WlMYeKYXTgpqTypb/BOFFIDdcCfx8t/w0j3LiG7qyiYkFBLCZjUZT8Q3IVymhQ3CZTgIwEJRXO4DwqnQAnVgVH3XNKT8FRq6Pdda6z867V5Q2ZE5dtPXAyicxf4seB2STgjNHlOGN0Obo8PkNpC7NJgN1igsvrR4fby30gbIq3WkVJJOzh+n19O3x+EYKgfPCX5NngsJp4GiYbFJxfTB+Cd7+uxcnDtHuiRFtJFU8fHEBZru/zi7zSSa3gyBu3RZrpo4XWHCqGObgaj9SVti6Dmvwlil4qD5xWBRWDjWvY19ABURQVqSwpOEjdNaQOpqJRcBxWE8wmAT6/iPbghPROjUZ/kc4Z5r+R+3bCUV5g0IMThZ8IkJuMA59nfw+9UQ18f7rpXJdf4y2dHpQEFWefX+SL32zz4GQCPVrBkRPNA0/LaMz6HKhVlETCHq7fBUsiS/KU3opALxzpIsoGBee84/riiTkTdM2erHttqhScAtlEcZdsIKPaCCwIAn9AxTWmQWMVz/wUERWcDBnTkEjUJv9wKaq+vXJgNgno8vh5VSKjJjioM5meOjXqczwak7EgCFKpuKo5Xq7dIik4EUzG0fhvAKDcGX4eVSw9cIDQPjh6oxrkfx+bxZTSv5cci9nEPY9yH05NcyfcPj+sZiFssE0kBwpwYoDdiNo1ApyqJOZZ2armuzBNreQBVne0LE81vXizP4MBjk7nYaPIy1eZUgaEBjiAFJzEctPV6mLMkAZuRvDg9EAFRz3eI1yKymo28UGcch+Ozy9iVXCaeSorRNTBbLTpsXyV0VheRcVNxhGCYmlMg8EAJ+jBaXN5FektRrSDNhmFDmUqWPLg6Cs4vfO7p4sx3xeNZn/7gudVVa/cpLQPIcJDAU4MsBsPM/F1un3cGJhcBSdwce85Gsjpahnq5D8/G1JUkSjOZSkqgyZjj7Yp2Cjy8lWm4FhMgmaVErsZx1VFpWUyNujBqcugMQ2JopcqwIm0ah5QzEY2SD6crw82o7nTgwKHBcf2S12HVnUwG22JujRRXLovBbYjm0UVIUUVTQ8c9jPZz9UyGkc7aJPBx6K4AqlgvW7zNouJ/966u9cTUw/lRuO9WVoinilQgBMD6hTVwabASZxvtyS3TDy4bZZH11ZwpAsp2u65mQhPURn04CTKZNwqU3D01CB2441rTEMYBYc8OKGoPTiRqrH6l0g+HMZn3x4BAJw0pDSl5fXqh3e0Cg6rMGJBSrtsvIFRkzHz4ESzOGKBhZbROHYFR/o7tnV5uRqltR12z+3uLsGs4lPe7I8FztkyoiHToAAnBnK4ghO46PbL/DfJlEjVAYvWyrzHKTjMZBy1Bydek7HkwdFKTwGS/6NfDLn3cCZj1pU2nILj84t8PlBPUnCc8vll+baIf+cBxaGl4p/tPAoAmDY8umGf8RKaoopSwQmem6zZX6dM9YhewTH+s5nRuE7Dh9MWY5m4XJlp6fKErcZii47uPs+dGqXiUgUVKTjdQfY/AZMAu/EwBedAQ/IrqACEdGTVTlFJ+5DIaeLpCktJ7GvogM8vRsxzx9PoD4Cim3Skiqw//GgMLtrfFFNX3k53cNsaq3gjHpyGdrdmpV22Y7eYkWszo8PtM2Tq5M3+gtdwa5cHX+5rBACcMiy1E5LVway650sk8lUKjlaZuCeigsNSSsZVR6aSaSk4LLUUix+wMMeCTo8PDe1u3ptHawApCyy6W6nU8uDwLsbU5K9bIAUnBthKi128qaigArQUnNALekjvPOTbLRhYkstX+tnMsVVFKHRYcKCxE//esD/i+/X61hhF3k2aqUH6Ck4OZo+pjGn+TIcnuPoO0wcn3Gqcle2qK+16AizoDVdBxeDjGoIr7TW7G+D1ixhQkpvUggEtQlJUBhqPylF7cOTNCq1BBccXsUw8esWFLbS0SsWjNS3LYfc7VtEGaKtazEje3Z2CWbO/1zYcwCMf7MR3dW1SgENN/rqFnnXnSxB5qhRVygIclZdDq/y3wGHFyptOxX9/eVJS9yVdcOZYccMZwwEAf3tvB2/trgdXcGI1GefIU1SBbdl0Apx46ApnMjZH7krLhmx296q2O2BmTyMKDvPgNHZ40NLlwec7A/6baTp9l5KJuudONGXiAJAfVF2kAEfWyZgrOMb64ESToqoIM48q1kZ/gHSt1QQnlVvNgua1tvDsUXjo0uNw5jEVUf+MRHLy0FLYLCYcbOrE31d8izMe+ASdHh9MQvLVfUIbCnBiICRFFWzyl+wVnxEFBwhIxupy2WxmzpQBGNI7D/Xtbjz64Xdh3xu/B4eVr3rj3lY4OsNs22ygiuowHx3ScwOccCXijHy7hafw9tV3SP6bFKenAK0qqthSVOoy8RybWab6GUtRRaO4SAM3NTw4MVZRAVLqqTYY4Oh5ksoLHTjvuL7drlhPHVqKdbedjr9eOA6nDu/Nf+fDywuSsggiIpP9Jo0kEM5knEyMeHB6IlazCXecMxo/fW49nvtiD358Yn8M0pCrvT4/Vz1iT1GxWVQe2RyqxN+8OoNKk5bJ2GLAg1PHFZyeYzBmnDWmEnuOtPMRLJHoX5yLo21urNp1FLuPtsNsEjBlSGzTzONBHtAIQvQqY75sorgoiooycaZcGjUZR1OBGW6ieLtO/xojsMUEU3C0/DfpRlGuDRdPrMLFE6vQ1OHGql31GF1Z2N271WOhsDIGmC+i0+NFu8vLu+gmW4bMsUorsaJca8y9XLKRGSPKMGNEb3h8Iv74zjea7+mSDUeNv9FfkhUcIymqMA8rqQdOzwuCfzJ5AFYtPB3DygsMvZ+V8L68dh8A4Piqom5psSD/W+dazVF7t1gQ0erywi0L5nNtFn7fiGwyDqSoovHgsDRoXYsLoqg8J2PZHkNKUQUWkLEESd1JUa4NZ4+t7HZvUE+GApwY4CZjlw8HmwIXX6EjuT1wgEA79sI06fmQjtxxzmhYTAJWbqvDp8FeJnJYQALErrqwB5/PL/L5V8lRcLQbmwHGGv2xdEHvHqjgREt/Val4d6SnAOXfOpYZWPJOxvIxMoFOxpFbCwDRj2oApPJst8+vaLgpiiLvxROPyfhQUzBFlWEBDtH9UIATA2wl0eH2YX+KSsQZTLbt7p4P6ciQ3vm4cupAAMC9b38Dv+pmLq96irVfkcNq4m3vmZE3mQpOOA9OuNU4T1FRIBwRdZfZVPe/YcjTkdGWiAPKKiqWPreaBVjNJslk7BNDVBY5sXhwbBYTSoL9qJhfBgBcXj8PqGJRX9iCkaW+MiFFRaQXFODEAO9k7PGmrIKKQQpOeK4/fRhsZhN21rVxdY0Rbw8cIKiiBVeWLIhItQfHyLBN1ja/jBSciMgDnEKHBeP6pm48gxx5ikrr7x4JZYDDFMDAaxZZuivceRPtqAYGO8/YgFdACpYEQbvdQSSY51CeaiOIaKAAJwbYzafD7UtZBRWDPVx7k8FYE2eOlTfcUpeMxzumgcGCTKbg2OPcnhbhpombI3Sl9fvFHl0mHi2sFw4ATE3xeAY5NrOJq3OxKB5yk7F80CYAxTHptRcQRTGmTsYAUMF64cgUHF4ibrPE1AtK7YOKRdUiejYU4MQAW0l0uHwpV3BKgiWtRkpgeyosjcdWkAxXnJPEGezmz1NUSTB7d4aZJh7Jg9PQ4YaXdzGmACcSpfk2Hgh0V3oKCKiD7O8dbYk4oPTgdKhM6nIFRy/A6fT4+DkVbYCjVSrOgqVY/DdAaN+vTDMZE90PnTExwMvEPV7sb0ytB+eXM4ai0pmD847rm5Kfl4kU8FJuZYATb5M/BltZsllPyVBwOsMqOOE9OGwmUEmerdt7g2QCgiDg7LGV+HznUcwa3b3N4nJsZrS5vPEFOG4fnwGVF1yMyc8DvV447Hoxm4SoU2QswJGPa5AGbcZ2vamLNsiDQ0QLBTgxwC7YTreP3xSqilOjqAwvL8BvzxqZkp+VqRRwBSdZKarA9puCFSOpVnC4B0cnRcV8EFqdrglt/nbRsRBFManDco3AApu8GPwmcoXjaDD4ZgGyPEOkN4VebjCO9vfAApw6eYDDxz7EVl2qTlGRB4eIFjpjYoDNiGns8HBJl1JG6UNhBAXHHmeKSn3jTbSC4/X54fbpm4ylYZvaD6ojLeS/iYXuDm4A6e+tpdxFwm4JVPh5fCI3wLOASRAE/j29BpGxjGlgVDiDHhyZyXjVrnoAQK/cGAMcVWNT8uAQ0UL6dQywmw8LbopyrVFXHRDJI7KCE2eAo5LOE10mLm9IqNnoj5mMdR5UPXlMQ6bD/t6x+E0EQeCfY40e5UqQJYI5PR7PDGtbUdscCKw27G3Ac6v2AACunDIw6u1p7QcpOES0pCTAeeyxxzBo0CA4HA5MmDABn332me57X3/9dcycORO9e/dGYWEhpkyZgvfee0/xnsWLF0MQhJCvrq7QVuHJQJ0fT5XBmDBGAZ/4rVJwmMk4zrLuQtUKN9Fl4iw9JQja27ZEUHB68piGTIfdW2IpEwekoID5sOQBMuuFo3feMMUzli7O7Fyrb3ehpcuDW17bDFEELprQDzNGlkW9vcD+mhRBDik4RLQkPcBZsmQJbrjhBtx+++2orq7GtGnTcNZZZ2Hfvn2a7//0008xc+ZMLFu2DBs3bsSMGTPwf//3f6iurla8r7CwEDU1NYovhyM1N3T1zaeKJsWmFQWyeVFyEtEHBwhVcBI9MoOXiFvNmmkTcyQPDik4GUtOMP0d68OcBQTMAC9fjFn5iA9t5U/yzESvlJTk2WAxCRBF4DevfYW99R2odDpwxzmjo96WHLnROBZfEtGzSfoZ88ADD2Du3LmYN28eAGDRokV477338Pjjj+O+++4Lef+iRYsU//7Tn/6EN998E//73/9w/PHH89cFQUBFhbGKB5fLBZdLKl9saWmJ4UgkTMEqA1bpQgpOeqGr4CTKZOxQp6gSu07oCGMwBowrONTkL/MYVVmAldsOY0RFbAMawyk4vPpOJzBuicODYzIJKCuw41BzF5ZvrQUA/PmCcXGPr5HvC5WJE9GSVAXH7XZj48aNmDVrluL1WbNmYdWqVYa24ff70draiuLiYsXrbW1tGDBgAPr164dzzjknROGRc99998HpdPKvqqqq6A9GhXxllKoSccIYemXirgR5cNQPgEQrOJ0R9jOSB4c9qJI9G41IPDfNHI61t51ueBK6mnxVjya56mGNMIU+ljENcsqdUkD94xOrYj4GOXK1NJbSeaJnk9QA5+jRo/D5fCgvL1e8Xl5ejtraWkPb+Pvf/4729nZcfPHF/LWRI0di8eLFeOutt/DKK6/A4XDgpJNOws6dOzW3sXDhQjQ3N/Ov/fv3x35QQeQro1SViBPG0DUZe5OUokqwghNukjgQudGfJ5iCsCVhhASRXARBiMs7xVQOVoWXq/DgBM4HPQUn1jENjPKg0bhvUQ5u/0F8qSmGXC0lBYeIlpScMWofgdF+E6+88gruuusuvPnmmygrk4xqkydPxuTJk/m/TzrpJIwfPx6PPPIIHn744ZDt2O122O2J9SOQgpO+FOh0MuYpqrhNxqnz4GhhNodPNbAqGauJApyeRoEqCNAyGesFxvGUiQPABRP6YW99O/7wwzExq0BqnKTgEHGQ1ACntLQUZrM5RK2pq6sLUXXULFmyBHPnzsVrr72GM844I+x7TSYTTjjhBF0FJxnkyKRf6oGTXhTqmoyD08TjVnCUl02iPTidEQIcFrhEUnDYA43oOahVDmWZeDBFpWcyjnEOFWPm6HLMHB3+vh4t8mstUUET0XNI6hLPZrNhwoQJWLFiheL1FStWYOrUqbqfe+WVV3DVVVfhX//6F37wgx9E/DmiKGLTpk2orKyMe5+NwtqGl+TZSDpNMyI1+os7RZVkBUc9R0hNpEZ/TNmhMQ09D3UQoFBwgoGxJ0KZeKwBTjKQX2vUB4eIlqSfMTfddBPmzJmDiRMnYsqUKXjqqaewb98+XHPNNQAC/piDBw/ihRdeABAIbq644go89NBDmDx5Mld/cnJy4HQ6AQB33303Jk+ejGHDhqGlpQUPP/wwNm3ahH/84x/JPhwOk0upgir9YDfoDrcPXp+few8SVUWVazPDbBK4gpLwPjgRFBwp1aC9EmcrdCspOD2O0OZ48jLx8AqOZDJOH3M687tZzQJ5yoioSXqAc8kll6C+vh733HMPampqMGbMGCxbtgwDBgwAANTU1Ch64jz55JPwer345S9/iV/+8pf89SuvvBKLFy8GADQ1NeHqq69GbW0tnE4njj/+eHz66ac48cQTk304HJaiIv9N+iHv49Hm8qIoNzCBnZuM41RcBEFAocOCRjaLKtGdjA0qOHoeHFJwei7qHjZy1YMF+vqN/uLz4CQD5sEh9YaIhZScNddeey2uvfZaze+xoIXx8ccfR9zegw8+iAcffDABexY7+XZScNIVq9nE+xS1dMoCnASViQOBShMW4CS8iirCfobz4IiiyKeMkwen5xFOwZE8OIkf1ZAsWNdwmiROxEL6nMkZxvnj+2Hv0Q6cP75fd+8KoUGBwxIIcGRGY1eCUlSA0vyY6GnikVJU4Tw4Pr8IMfgyVVH1PMIGOGZjfXBiGdWQLCqdgQVkb2paScQABTgxcsLAYrxy9eTIbyS6hQKHBXWtLoXROFEmY0B6CAhC4r0urA+OXlmsJYyXQh70WMmz0OMIm6Iy6ffB8flFbm6PZVRDshjTtxAPXXocRlXG1tmZ6Nmkz5lMEAlEax4VH7aZCAUnuH27xWSop1M0RG70p++lcMuCHpaSIHoO6nlNRk3GbbKFQDqlqARBwHnH9e3u3SAyFFriEVmJVrM/3gcnASkllqJKtMEYiOzBMYfpZCz3V5DJuOehNgjL05zhAuNWV9BPZjFRtRKRNdCZTGQlWs3+kpGiSnSJOGCgTDxMwzb2mkmQAiGi5yDvyZVjNcMkOwfMYRQcqQdO+vhvCCJeKMAhspJwCk5iTMbW4LYSr+DwUQ027f2UzKL6KSpSb3omeXbpfFR7uKxhzOnxdjEmiHSE7oJEVsIDnOCNWxRFuBI0bFO+/WQoOLyTsVX7YWMJUybupR44PRq7xcxTTGoPV7hhm+nYA4cg4oXugkRWok5RseAGSGyKKikeHMON/kJTDTSHimAm4RAFJ0wHbKmLMQU4RPZAAQ6RlbCVaEtn4MbN0j5A/NPEAWBIWT4AoCoJnawjTRO3hpkKTV2MCSnAUQYr4crE03EOFUHEC53NRFbCzJKs0R8zGFtMApfq4+G4qiIsu34aBpQkPsCJp9Efa+JmJYNxjyVPR8GRzhsyGRM9AwpwiKxEbTJO5JgGxug+yWk+1hnJZMzKfTVW4ixFRU3+ei4FEVJUWudNW7BMnFJURDZBd0EiK1E3+ktkk79kw03GOgMGwyk4LP1ATf56LqySKiRFFdZkzMY0UIBDZA/pf7cniBgIVXACykYimvwlE59fhDtoiI7swdE3GZMHp+eS72ATuLXLxLXOG9bJOJ3GNBBEvNBdkMhKpCoqdYoqvU95uRk6Jg8OmYx7PCzNpK7CMzOTscZ500IeHCILobsgkZUwBafT44PH50+KBycZdMoCHL0eO+E8OG4qE+/xDOmdBwAYXJqneD3ckNYOdyDA0RvwShCZCOmRRFYil9rburwJHdOQTFgPHIfVpGizL8cSpkycFBzipycNwsnDSjG8rEDxejiTcSKbYBJEukB3QSIrsZpNPMXT2uWFK0NMxkzBURtE5VjClPvyMnFScHosZpOAkRWFIQFyuGGbmaJwEkQ0pPfdniDigDf76/JIN/A0NxnzLsZhHjTMg+MXAb/qYcUMyqTgEGq4gqMRGDMFJxmjRwiiu6Czmcha2EDMQICTGRJ8pwEztLxRoXo1zv7NVusEwTCH6WTMFE4KcIhsgs5mImuRl4ozBceeISkqvTlUgLLHjdqHI5WJU4qKUBLOZJwpbRQIIhrS+25PEHFQICsVzxQFpyuKFBUAeFTpBppFReghpag0FJwMaaNAENFAZzORtUgKjkfqZJzmK9ROA2ZPefDi82krOFQmTqgJ116Ae3DSfAFAENFAAQ6RtRRqpKjSfYXKxjSE60ciL44J8eAEAxwbKTiECr3qO1EUyWRMZCV0NhNZi3weVcakqCJMEgcAQRB0H1Z8FhUpOIQKvVlULLgB0v/6IIhooACHyFrYVOXWLm/GeAx4mXiEjrJ8XINOioo8OIQai06ZuDzAIQWHyCbobCayFkUVlTczGpkZ8eAAUgCjrqJiKSsKcAg1Vh0PDisRNwk0hZ7ILmhUA5G1sBRVS5eHP/AzxWQcLkUF6A/cZI3+6EFFqLHoVFG5ZCXigkDnDZE90DKPyFoysg+OAZMxoG8YlUY1pPdxEqmHnzM+dYoqM9K3BBEtpOAQWYtcwWGCRrakqCw6gxOlYZu0EieU6JmMqckfka1QyE5kLUoFJzOqqIyajFlPE7UHx00mY0IHPdVP6oFD5wyRXdAZTWQtzhxZmThv9Jfep3z0HhxVioqXiaf3cRKpR8+YzioMqYKKyDbojCayFqbgdHn8aOvyAkh/BcdIHxxAP0Xl4Y3+KEVFKGFBsV4fnHS/NggiWijAIbKWfLtkMatvdwNI/5t4h+EUVeBhFTpskxQcQhurzrBNmiROZCt0RhNZi8Vs4tVILBBI90oR4ymqoGFUZ5o4lYkTarjJWJ2i8pLJmMhOUnK3f+yxxzBo0CA4HA5MmDABn332Wdj3f/LJJ5gwYQIcDgcGDx6MJ554IuQ9S5cuxejRo2G32zF69Gi88cYbydp9IoNhaSpGuis4XQYVHLYa9+mUidtoNU6osOqUiXeRB4fIUpJ+Ri9ZsgQ33HADbr/9dlRXV2PatGk466yzsG/fPs3379mzB2effTamTZuG6upq3Hbbbbj++uuxdOlS/p7Vq1fjkksuwZw5c7B582bMmTMHF198MdauXZvswyEyDFYqzsi6Rn8hHpxgispEDytCCTtn/CLgl6k45MEhspWk3wUfeOABzJ07F/PmzcOoUaOwaNEiVFVV4fHHH9d8/xNPPIH+/ftj0aJFGDVqFObNm4ef/exn+Nvf/sbfs2jRIsycORMLFy7EyJEjsXDhQpx++ulYtGiR5jZdLhdaWloUX0TPQK3gpHsprM1igs1iitwHR6eTsTSLilJUhBK5L0t+3kidjNP72iCIaEnqGe12u7Fx40bMmjVL8fqsWbOwatUqzc+sXr065P1nnnkmNmzYAI/HE/Y9etu877774HQ6+VdVVVWsh0RkGHIFRxDS/ya+9rYz8O0fzkJVcW7Y9+mNapAa/aX3cRKpRx70ytsLcJNxmgf/BBEtST2jjx49Cp/Ph/LycsXr5eXlqK2t1fxMbW2t5vu9Xi+OHj0a9j1621y4cCGam5v51/79+2M9JCLDkCs4dospa2btSD1NlH4KbjImBYdQIU9bykvFqZMxka2kZFSD+qEiimLYB43W+9WvR7NNu90Ou90e1T4T2UGhLMDJJo+BvgeHOhkT2sgr63wKDw4pOER2ktQzurS0FGazOURZqaurC1FgGBUVFZrvt1gsKCkpCfsevW0SPRd5iirdDcbRoOfBYf8mDw6hxmQS+Ew2eSUVlYkT2UpSAxybzYYJEyZgxYoVitdXrFiBqVOnan5mypQpIe9///33MXHiRFit1rDv0dsm0XNRKjjZs0Jl6YYQk7GXFBxCH61eOFQmTmQrSU9R3XTTTZgzZw4mTpyIKVOm4KmnnsK+fftwzTXXAAj4Yw4ePIgXXngBAHDNNdfg0UcfxU033YT58+dj9erVeOaZZ/DKK6/wbf7qV7/CKaecgr/85S8477zz8Oabb2LlypX4/PPPk304RIahUHCyKUXF+uCoepqwBxeViRNaWE0C3NBWcLLp+iAIIAUBziWXXIL6+nrcc889qKmpwZgxY7Bs2TIMGDAAAFBTU6PoiTNo0CAsW7YMN954I/7xj3+gT58+ePjhh3HBBRfw90ydOhWvvvoq7rjjDvzud7/DkCFDsGTJEkyaNCnZh0NkGAqTcRbdwCOVidsslKIiQgkoOD6FyZjKxIlsJSUm42uvvRbXXnut5vcWL14c8tqpp56KL7/8Muw2L7zwQlx44YWJ2D0ii1F6cLLnBq6XovJSoz8iDFozzGgWFZGt0BlNZDUFWVpFpTds001l4kQY2HnhkaWoeJl4Fl0fBAFQgENkOQVZajI2azyoAMlbYSOTMaGBlvLHFJxsUjgJAqAAh8hyCrPUZGzVUHB8fhHsnxYKcAgNWPsAzTLxLLo+CAKgAIfIchQKThb1+TBrrMTlag71wSG0YIGvV2PYJnlwiGyDzmgiq8m3Z2eKyqKxEpc/tKgPDqGFRaMDNuuDk00KJ0EAFOAQWY7FbEKuLXDjzqYbuNawTdbkD6AAh9CGm4z9Wp2M6Zwhsgs6o4msh6WpssljoOXBYQ8tQZACIIKQw03Gij44VCZOZCd0RhNZDzMaZ1OKStuDE5xDRT1wCB20TMZdZDImshS6ExJZD1NwsslkrOnB4ZPESb0htFGnNkVRhJuNaiAFh8gy6Iwmsp7CnICCk2PLogBHy4PDuhiT/4bQwcqrqAJBjUvm2yIFh8g2UjKqgSC6k59MGgCfX8SMEWXdvSsJw6zlwfHRJHEiPCwwZsGwIsAhBYfIMijAIbKeM0aX44zR5d29GwlFq9yX/T+lqAg9eB8cFuAEDcYmQTqnCCJboJCdIDIQiyrVAEhzqEjBIfTgJmNVisphNUMQKMAhsgu6ExJEBqI1bNNLgzaJCJhVZeI0SZzIZuisJogMxKzyUgCS4ZjKxAk9rCalgsMniWdRhSFBMOhOSBAZCEtDyRUcnqKykIJDaMM7GasVnCzqEUUQDDqrCSIDMatW4oCUdrCQgkPoEGoyZj1wSMEhsg+6ExJEBqJVRcXKxG1kMiZ0kLxbSpMxKThENkJnNUFkIJrDNslkTESAqXue4HnTRXOoiCyGzmqCyEC0PDjUyZiIhHoWlbxMnCCyDboTEkQGIlVRhc6ispGCQ+igazImBYfIQuisJogMRKsPDks7kMmY0MNi0p5FRWXiRDZCd0KCyEAsWikqLysTp8ua0EYdGJMHh8hm6KwmiAxEy2TMVuVWmilE6MACY4+qTJwmiRPZCAU4BJGBSGXikgfHw4dt0mVNaKNnMiYFh8hG6KwmiAzEYqYycSJ6WGAcUiZOfXCILITOaoLIQJhZVDlskxQcIjxm5t3iVVRkMiayF7oTEkQGolUmzv7fSgoOoYN62CYrE3eQgkNkIXRWE0QGwoIYavRHREOIyZgUHCKLoTshQWQg4UY1UIqK0IObjIMKDpWJE9kMndUEkYFIDduoTJwwDp9FpVJwaFQDkY1QgEMQGYhZ1rBNFAMPK7c3aDKm1Tihg1nV6I/3waFzhshC6KwmiAxEbiRmDyum4FhIwSF0CO2DQykqInuhs5ogMhCzLIhhaSoqEycioTYZd1EnYyKLSeqdsLGxEXPmzIHT6YTT6cScOXPQ1NSk+36Px4Nbb70VY8eORV5eHvr06YMrrrgChw4dUrxv+vTpEARB8XXppZcm81AIIq2QD9RkAY6bTMZEBHTLxEnBIbKQpJ7Vl112GTZt2oTly5dj+fLl2LRpE+bMmaP7/o6ODnz55Zf43e9+hy+//BKvv/46vv32W5x77rkh750/fz5qamr415NPPpnMQyGItELerZg1bfNSJ2MiAurqO14mTgoOkYVYkrXhbdu2Yfny5VizZg0mTZoEAHj66acxZcoU7NixAyNGjAj5jNPpxIoVKxSvPfLIIzjxxBOxb98+9O/fn7+em5uLiooKQ/vicrngcrn4v1taWmI5JIJIG8yCPEUVeEixtIONFBxCB5ai8qpTVKTgEFlI0s7q1atXw+l08uAGACZPngyn04lVq1YZ3k5zczMEQUBRUZHi9ZdffhmlpaU45phjcMstt6C1tVV3G/fddx9PkzmdTlRVVUV9PASRTphMApgNh63GaRYVEQkyGRM9iaQpOLW1tSgrKwt5vaysDLW1tYa20dXVhd/+9re47LLLUFhYyF+//PLLMWjQIFRUVGDLli1YuHAhNm/eHKL+MBYuXIibbrqJ/7ulpYWCHCLjsZhNcHv9ksk4+F+5P4cg5PA+OH7qg0NkP1EHOHfddRfuvvvusO9Zv349AEAQQleSoihqvq7G4/Hg0ksvhd/vx2OPPab43vz58/n/jxkzBsOGDcPEiRPx5ZdfYvz48SHbstvtsNvtEX8mQWQSFpMANyQPDlNwbBZScAht5AqOKIpweylFRWQvUQc4CxYsiFixNHDgQHz11Vc4fPhwyPeOHDmC8vLysJ/3eDy4+OKLsWfPHnz44YcK9UaL8ePHw2q1YufOnZoBDkFkI3zgpsqDQwoOoYfcZMzUG4BMxkR2EnWAU1paitLS0ojvmzJlCpqbm7Fu3TqceOKJAIC1a9eiubkZU6dO1f0cC2527tyJjz76CCUlJRF/1tatW+HxeFBZWWn8QAgiw2Hl4D6VB4fKxAk9rDKTMetiDJCCQ2QnSTurR40ahdmzZ2P+/PlYs2YN1qxZg/nz5+Occ85RVFCNHDkSb7zxBgDA6/XiwgsvxIYNG/Dyyy/D5/OhtrYWtbW1cLvdAIBdu3bhnnvuwYYNG7B3714sW7YMF110EY4//nicdNJJyTocgkg7+GpcVSZuJZMxoYNFNmyTGYzNJoGCYiIrSepZ/fLLL2Ps2LGYNWsWZs2ahXHjxuHFF19UvGfHjh1obm4GABw4cABvvfUWDhw4gOOOOw6VlZX8i1Ve2Ww2fPDBBzjzzDMxYsQIXH/99Zg1axZWrlwJs5lkVqLnYFE1bfNQJ2MiAvJhm1QiTmQ7SauiAoDi4mK89NJLYd/DBgUCAe+O/N9aVFVV4ZNPPknI/hFEJqNu2kZl4kQk5HPKOjxeABTgENkLndkEkaGoPTgs0CEFh9BDHvy2uwIBDpWIE9kK3QkJIkPhVVRB5cbjJZMxER75udHmoiZ/RHZDZzZBZCgs3cCrqIJeHHkagiDkyM8NpuDYLaTgENkJBTgEkaFIFTHMgxOcRUUrckIHsyzAaesKBjhWOl+I7ITObILIUMzBihifT4TfL3IlhxQcQg9BEPj50e4OenBIwSGyFApwCCJDkZeJs/QUAFhJwSHCwJQ/nqIiBYfIUujMJogMxSIrE2fN/gDASqMaiDCw84NMxkS2Q2c2QWQobCXuUwU41AeHCAc7P9pcHgBkMiayFwpwCCJDMcu60rp9UoqKPDhEONh5084UHEpREVkKndkEkaFYeZm4n49rsJoFCAIFOIQ+Vq7gUJk4kd1QgEMQGYp8VIPHS12MCWOEmIzJg0NkKXRmE0SGwvvg+ERq8kcYxspTVFRFRWQ3dGYTRIbCvBTyKipScIhIWFQpKuqDQ2QrdDckiAxF7sFh86gowCEiQSZjoqdAZzZBZCjSsE2RBzhUIk5EwhriwSEFh8hOKMAhiAxF3geHz6EiBYeIQMioBlJwiCyFzmyCyFAsCg8OKTiEMSzBIDg4uowUHCJroQCHIDIUs8yD4yYPDmEQdaUdlYkT2Qqd2QSRofBZVD6pispCAQ4RAfU5QgEOka3QmU0QGQp7UHn9otTJmPrgEBFQnyMOK6WoiOyEAhyCyFAsJslk7KY+OIRB1D4tUnCIbIXObILIUKQycT+ZjAnDhKSoSMEhshQKcAgiQ7EqysQDAQ6ViRORIJMx0VOgM5sgMhT5qAYPNxmTgkOEh7UXYJAHh8hWKMAhiAxFqqKSUlTkwSEiYSUPDtFDoDObIDIU5sGRKzgU4BCRIJMx0VOgM5sgMhSFBydYJq72VxCEGkpRET0FCnAIIkNhHhyPT4THG1RwaDVORIBMxkRPgc5sgshQLLJRDdTojzCKvEzcbBKo+zWRtdCZTRAZCvNSeP0izaIiDCM3GZN6Q2QzdHYTRIZipllURAzIPTjkvyGyGbobEkSGwh5UPr8oKxOnFBURHgspOEQPgc5ugshQpBSVn2ZREYaRm4wpwCGyGTq7CSJDkQ/bpFlUhFHkaUy7hVJURPaS1ACnsbERc+bMgdPphNPpxJw5c9DU1BT2M1dddRUEQVB8TZ48WfEel8uF6667DqWlpcjLy8O5556LAwcOJPFICCL9kIZt0iwqwjjyNKbDSucLkb0k9ey+7LLLsGnTJixfvhzLly/Hpk2bMGfOnIifmz17NmpqavjXsmXLFN+/4YYb8MYbb+DVV1/F559/jra2Npxzzjnw+XzJOhSCSDtYOirQ6C9oMqYycSICZkWKihQcInuxJGvD27Ztw/Lly7FmzRpMmjQJAPD0009jypQp2LFjB0aMGKH7WbvdjoqKCs3vNTc345lnnsGLL76IM844AwDw0ksvoaqqCitXrsSZZ54Z8hmXywWXy8X/3dLSEs+hEURaII1q8MPjDZqMyVNBRMAqq6Kyk4JDZDFJO7tXr14Np9PJgxsAmDx5MpxOJ1atWhX2sx9//DHKysowfPhwzJ8/H3V1dfx7GzduhMfjwaxZs/hrffr0wZgxY3S3e9999/E0mdPpRFVVVZxHRxDdj0U2i8obVHCsJnpgEeGhKiqip5C0s7u2thZlZWUhr5eVlaG2tlb3c2eddRZefvllfPjhh/j73/+O9evX47TTTuMKTG1tLWw2G3r16qX4XHl5ue52Fy5ciObmZv61f//+OI6MINIDeR8cD5mMCYMoTMbUB4fIYqJOUd111124++67w75n/fr1AABBCL3ZiqKo+Trjkksu4f8/ZswYTJw4EQMGDMA777yD888/X/dz4bZrt9tht9vD7jNBZBoKDw51MiYMYqUycaKHEHWAs2DBAlx66aVh3zNw4EB89dVXOHz4cMj3jhw5gvLycsM/r7KyEgMGDMDOnTsBABUVFXC73WhsbFSoOHV1dZg6darh7RJEpiP34Hh5HxxScIjwkMmY6ClEHeCUlpaitLQ04vumTJmC5uZmrFu3DieeeCIAYO3atWhubo4qEKmvr8f+/ftRWVkJAJgwYQKsVitWrFiBiy++GABQU1ODLVu24K9//Wu0h0MQGYvcg0MKDmEU+TlCZeJENpO0s3vUqFGYPXs25s+fjzVr1mDNmjWYP38+zjnnHEUF1ciRI/HGG28AANra2nDLLbdg9erV2Lt3Lz7++GP83//9H0pLS/GjH/0IAOB0OjF37lzcfPPN+OCDD1BdXY2f/OQnGDt2LK+qIoieAPNS+HwiPDSLijCI0mRMCg6RvSStTBwAXn75ZVx//fW84uncc8/Fo48+qnjPjh070NzcDAAwm834+uuv8cILL6CpqQmVlZWYMWMGlixZgoKCAv6ZBx98EBaLBRdffDE6Oztx+umnY/HixTCb6WIleg5MwfH4/fD6aRYVYQz5sE3y4BDZTFIDnOLiYrz00kth3yOKIv//nJwcvPfeexG363A48Mgjj+CRRx6Jex8JIlMxy0Y1eGgWFWEQhYJDKSoii6GzmyAyFGnYpqxMnDoZExGQnyMOSlERWQwFOASRobBUgygCLi+ZjAljWM3UyZjoGdDZTRAZirzct8sdmMNGAQ4RCTIZEz0FuhsSRIYiNxR3enwhrxGEFmQyJnoKdHYTRIYiV3D4LCpScIgIKDw4NKqByGLobkgQGYpFY7AmzaIiIkHDNomeAp3dBJGhaBVMkYJDREJhMqYAh8hi6OwmiAxFEIQQz41VQ9UhCDmUoiJ6CnQ3JIgMxqyScawWSlER4VGYjKlMnMhi6OwmiAxG7cPR8uUQhBwqEyd6CnQ3JIgMRm0qpjJxIhJkMiZ6CnR2E0QGI/dTWEwCBIECHCI8VpMJdosJJgHIdyR1HCFBdCt0dhNEBiP34FCJOGEEk0nAg5cchw63D4UOa3fvDkEkDQpwCCKDkXtuqEScMMrZYyu7excIIunQHZEgMhi5akMBDkEQhATdEQkig5GnqMhgTBAEIUEBDkFkMPLGflQiThAEIUF3RILIYOQKjo1KfgmCIDh0RySIDEbuwbFoDaciCILooVCAQxAZjLJMnC5ngiAIBt0RCSKDkXtwbGQyJgiC4FCAQxAZDCk4BEEQ2tAdkSAyGGUfHFJwCIIgGBTgEEQGYzFRoz+CIAgt6I5IEBmMWdEHhxQcgiAIBgU4BJHBkIJDEAShDd0RCSKDoVlUBEEQ2tAdkSAyGAvNoiIIgtCEAhyCyGAUHhxScAiCIDh0RySIDMZKKSqCIAhN6I5IEBmMmVJUBEEQmlCAQxAZjNyDYzHR5UwQBMGgOyJBZDByD47VQgoOQRAEgwIcgshgFB4cUnAIgiA4Sb0jNjY2Ys6cOXA6nXA6nZgzZw6amprCfkYQBM2v+++/n79n+vTpId+/9NJLk3koBJGWmKnRH0EQhCaWZG78sssuw4EDB7B8+XIAwNVXX405c+bgf//7n+5nampqFP9+9913MXfuXFxwwQWK1+fPn4977rmH/zsnJyeBe04QmYHCg0MmY4IgCE7SApxt27Zh+fLlWLNmDSZNmgQAePrppzFlyhTs2LEDI0aM0PxcRUWF4t9vvvkmZsyYgcGDBytez83NDXkvQfQ05L1vbKTgEARBcJJ2R1y9ejWcTicPbgBg8uTJcDqdWLVqlaFtHD58GO+88w7mzp0b8r2XX34ZpaWlOOaYY3DLLbegtbVVdzsulwstLS2KL4LIBsyk4BAEQWiSNAWntrYWZWVlIa+XlZWhtrbW0Daef/55FBQU4Pzzz1e8fvnll2PQoEGoqKjAli1bsHDhQmzevBkrVqzQ3M59992Hu+++O/qDIIg0R5miIgWHIAiCEfUd8a677tI1ArOvDRs2AAgYhtWIoqj5uhbPPvssLr/8cjgcDsXr8+fPxxlnnIExY8bg0ksvxX/+8x+sXLkSX375peZ2Fi5ciObmZv61f//+KI+aINITZYqKFByCIAhG1ArOggULIlYsDRw4EF999RUOHz4c8r0jR46gvLw84s/57LPPsGPHDixZsiTie8ePHw+r1YqdO3di/PjxId+32+2w2+0Rt0MQmQY1+iMIgtAm6gCntLQUpaWlEd83ZcoUNDc3Y926dTjxxBMBAGvXrkVzczOmTp0a8fPPPPMMJkyYgGOPPTbie7du3QqPx4PKysrIB0AQWYSiTNxCAQ5BEAQjaXfEUaNGYfbs2Zg/fz7WrFmDNWvWYP78+TjnnHMUFVQjR47EG2+8ofhsS0sLXnvtNcybNy9ku7t27cI999yDDRs2YO/evVi2bBkuuugiHH/88TjppJOSdTgEkZYoG/1RioogCIKR1CXfyy+/jLFjx2LWrFmYNWsWxo0bhxdffFHxnh07dqC5uVnx2quvvgpRFPHjH/84ZJs2mw0ffPABzjzzTIwYMQLXX389Zs2ahZUrV8JsNifzcAgi7ZCPaiCTMUEQhIQgiqLY3TuRalpaWuB0OtHc3IzCwsLu3h2CiJn/Vh/EDUs2AQAW//QETB8RWrlIEASRLUTz/KYlH0FkMDSqgSAIQhu6IxJEBqPw4FCAQxAEwaE7IkFkMEoPDpmMCYIgGBTgEEQGI++DQ7OoCIIgJOiOSBAZjFy1IQWHIAhCggIcgshgzNTJmCAIQhO6IxJEBiMPaihFRRAEIUF3RILIYChFRRAEoQ0FOASRwVioDw5BEIQmdEckiAxG2eiPFByCIAgGBTgEkcHIVRtScAiCICTojkgQGYyiiooUHIIgCA4FOASRwSg8OFQmThAEwaE7IkFkMEzBMQmAyUQKDkEQBMPS3TtAEETsVDpzMHlwMfoU5XT3rhAEQaQVFOAQRAZjNgl49eop3b0bBEEQaQelqAiCIAiCyDoowCEIgiAIIuugAIcgCIIgiKyDAhyCIAiCILIOCnAIgiAIgsg6KMAhCIIgCCLroACHIAiCIIisgwIcgiAIgiCyDgpwCIIgCILIOijAIQiCIAgi66AAhyAIgiCIrIMCHIIgCIIgsg4KcAiCIAiCyDoowCEIgiAIIuuwdPcOdAeiKAIAWlpaunlPCIIgCIIwCntus+d4OHpkgNPa2goAqKqq6uY9IQiCIAgiWlpbW+F0OsO+RxCNhEFZht/vx6FDh1BQUABBEAAEosKqqirs378fhYWFhrZzwgknYP369VH97FR8JpZjSdW+ZdOxxPIZOs/oPEv2Z7LpWIDUHU82HUsqPtNdxyKKIlpbW9GnTx+YTOFdNj1SwTGZTOjXr5/m9woLCw3/scxmc1R/2FR+BojuWGL9OdF+JpuOJdbPAHSe0XmW/M9k07EAyT+ebDqWVH6mO44lknLDIJNxHPzyl79M28/EQir2LZuOJdbPpOJnpOuxxPpz6Dyj8yzZPyebjiWVn0nFz4h1v3pkikqLlpYWOJ1ONDc3xxSRpxN0LOlLNh0PHUt6kk3HAmTX8dCxpBZScILY7XbceeedsNvt3b0rcUPHkr5k0/HQsaQn2XQsQHYdDx1LaiEFhyAIgiCIrIMUHIIgCIIgsg4KcAiCIAiCyDoowCEIgiAIIuugAIcgCIIgiKwjawKc++67DyeccAIKCgpQVlaGH/7wh9ixY4fiPaIo4q677kKfPn2Qk5OD6dOnY+vWrYr3PPXUU5g+fToKCwshCAKampp0f6bL5cJxxx0HQRCwadOmjDyWgQMHQhAExddvf/vbjDwWAHjnnXcwadIk5OTkoLS0FOeff37CjiWVx/Pxxx+H/F3YV7RdQLv7WADg22+/xXnnnYfS0lIUFhbipJNOwkcffZSQ40j1sXz55ZeYOXMmioqKUFJSgquvvhptbW0JO5ZEHU9DQwOuu+46jBgxArm5uejfvz+uv/56NDc3K7bT2NiIOXPmwOl0wul0Ys6cOWHve+l8LH/84x8xdepU5ObmoqioKGHHkOpj2bt3L+bOnYtBgwYhJycHQ4YMwZ133gm3252RxwMA5557Lvr37w+Hw4HKykrMmTMHhw4dSujxhCBmCWeeeab43HPPiVu2bBE3bdok/uAHPxD79+8vtrW18ff8+c9/FgsKCsSlS5eKX3/9tXjJJZeIlZWVYktLC3/Pgw8+KN53333ifffdJwIQGxsbdX/m9ddfL5511lkiALG6ujojj2XAgAHiPffcI9bU1PCv1tbWjDyW//znP2KvXr3Exx9/XNyxY4e4fft28bXXXkvYsaTyeFwul+JvUlNTI86bN08cOHCg6Pf7M+pYRFEUhw4dKp599tni5s2bxW+//Va89tprxdzcXLGmpiajjuXgwYNir169xGuuuUbcvn27uG7dOnHq1KniBRdckJDjSOTxfP311+L5558vvvXWW+J3330nfvDBB+KwYcNC9nX27NnimDFjxFWrVomrVq0Sx4wZI55zzjkZeSy///3vxQceeEC86aabRKfTmbBjSPWxvPvuu+JVV10lvvfee+KuXbvEN998UywrKxNvvvnmjDweURTFBx54QFy9erW4d+9e8YsvvhCnTJkiTpkyJaHHoyZrAhw1dXV1IgDxk08+EUVRFP1+v1hRUSH++c9/5u/p6uoSnU6n+MQTT4R8/qOPPgob4CxbtkwcOXKkuHXr1oQHOGqSeSwDBgwQH3zwwWTtegjJOhaPxyP27dtX/Oc//5nU/VeT7POM4Xa7xbKyMvGee+5J6P7LSdaxHDlyRAQgfvrpp/y1lpYWEYC4cuXKjDqWJ598UiwrKxN9Ph9/rbq6WgQg7ty5MynHIorxHw/j3//+t2iz2USPxyOKoih+8803IgBxzZo1/D2rV68WAYjbt2/PqGOR89xzzyUlwFGTimNh/PWvfxUHDRqUuJ3XIJXH8+abb4qCIIhutztxB6Aia1JUapg8VlxcDADYs2cPamtrMWvWLP4eu92OU089FatWrYpq24cPH8b8+fPx4osvIjc3N3E7rUMyjwUA/vKXv6CkpATHHXcc/vjHPyZcBpWTrGP58ssvcfDgQZhMJhx//PGorKzEWWedFZKCSDTJ/tsw3nrrLRw9ehRXXXVVXPsbjmQdS0lJCUaNGoUXXngB7e3t8Hq9ePLJJ1FeXo4JEyYk9iCCJOtYXC4XbDabYshfTk4OAODzzz9PxK5rkqjjYV1nLZbAGMLVq1fD6XRi0qRJ/D2TJ0+G0+mM63wNR7KOpTtI5bE0Nzfzn5MsUnU8DQ0NePnllzF16lRYrdYEHoGSrAxwRFHETTfdhJNPPhljxowBANTW1gIAysvLFe8tLy/n3zO67auuugrXXHMNJk6cmLidDvPzknUsAPCrX/0Kr776Kj766CMsWLAAixYtwrXXXpuYnVeRzGPZvXs3AOCuu+7CHXfcgbfffhu9evXCqaeeioaGhgQdgZJk/23kPPPMMzjzzDNRVVUV+w6HIZnHIggCVqxYgerqahQUFMDhcODBBx/E8uXLk+KTSOaxnHbaaaitrcX9998Pt9uNxsZG3HbbbQCAmpqaBB2BkkQdT319Pe699178/Oc/56/V1tairKws5L1lZWVxna96JPNYUk0qj2XXrl145JFHcM011yRo70NJxfHceuutyMvLQ0lJCfbt24c333wzwUehJCsDnAULFuCrr77CK6+8EvI9QRAU/xZFMeS1cDzyyCNoaWnBwoUL495PIyTzWADgxhtvxKmnnopx48Zh3rx5eOKJJ/DMM8+gvr4+rv3WIpnH4vf7AQC33347LrjgAkyYMAHPPfccBEHAa6+9Ft+O65Dsvw3jwIEDeO+99zB37tyYPm+EZB6LKIq49tprUVZWhs8++wzr1q3Deeedh3POOScpQUEyj+WYY47B888/j7///e/Izc1FRUUFBg8ejPLycpjN5rj3XYtEHE9LSwt+8IMfYPTo0bjzzjvDbiPcduIl2ceSSlJ1LIcOHcLs2bNx0UUXYd68eYnZeQ1ScTy//vWvUV1djffffx9msxlXXHEFxCQOU8i6AOe6667DW2+9hY8++gj9+vXjr1dUVABASNRZV1cXEp2G48MPP8SaNWtgt9thsVgwdOhQAMDEiRNx5ZVXJuAIJJJ9LFpMnjwZAPDdd9/FtR01yT6WyspKAMDo0aP5a3a7HYMHD8a+ffvi2XVNUvm3ee6551BSUoJzzz039h0OQyqumbfffhuvvvoqTjrpJIwfPx6PPfYYcnJy8PzzzyfmIIKk4u9y2WWXoba2FgcPHkR9fT3uuusuHDlyBIMGDYr/AFQk4nhaW1sxe/Zs5Ofn44033lCkBCoqKnD48OGQn3vkyJG47yVqkn0sqSRVx3Lo0CHMmDEDU6ZMwVNPPZWEIwmQquMpLS3F8OHDMXPmTLz66qtYtmwZ1qxZk4QjCpA1AY4oiliwYAFef/11fPjhhyE3m0GDBqGiogIrVqzgr7ndbnzyySeYOnWq4Z/z8MMPY/Pmzdi0aRM2bdqEZcuWAQCWLFmCP/7xjxl1LFpUV1cDkAKGeEnVsUyYMAF2u11R4ujxeLB3714MGDAg/gMJkuq/jSiKeO6553DFFVck/GaeqmPp6OgAAIVvhf2bKW/x0h3XTHl5OfLz87FkyRI4HA7MnDkzrmOQk6jjaWlpwaxZs2Cz2fDWW2/B4XAotjNlyhQ0Nzdj3bp1/LW1a9eiubk57ntJqo8lFaTyWA4ePIjp06dj/PjxeO6550Kun0w7Hq2fDQR8bUkjafblFPOLX/xCdDqd4scff6wore3o6ODv+fOf/yw6nU7x9ddfF7/++mvxxz/+cUiZaE1NjVhdXS0+/fTTvPKjurparK+v1/y5e/bsSXgVVaqOZdWqVeIDDzwgVldXi7t37xaXLFki9unTRzz33HMz7lhEURR/9atfiX379hXfe+89cfv27eLcuXPFsrIysaGhISOPRxRFceXKlSIA8ZtvvknYMaT6WI4cOSKWlJSI559/vrhp0yZxx44d4i233CJarVZx06ZNGXUsoiiKjzzyiLhx40Zxx44d4qOPPirm5OSIDz30UEKOI5HH09LSIk6aNEkcO3as+N133ym24/V6+XZmz54tjhs3Tly9erW4evVqcezYsQktE0/lsXz//fdidXW1ePfdd4v5+flidXW1WF1dnbDWF6k6loMHD4pDhw4VTzvtNPHAgQOK9ySSVB3P2rVrxUceeUSsrq4W9+7dK3744YfiySefLA4ZMkTs6upK6DHJyZoAB4Dm13PPPcff4/f7xTvvvFOsqKgQ7Xa7eMopp4hff/21Yjt33nlnxO3ISUaAk6pj2bhxozhp0iTR6XSKDodDHDFihHjnnXeK7e3tGXcsohgopb755pvFsrIysaCgQDzjjDPELVu2JOxYUn08oiiKP/7xj8WpU6cm9Bi641jWr18vzpo1SywuLhYLCgrEyZMni8uWLcvIY5kzZ45YXFws2mw2cdy4ceILL7yQsONI5PGwUnetrz179vD31dfXi5dffrlYUFAgFhQUiJdffnnEtgXpeixXXnml5ns++uijjDqW5557Tvc9iSRVx/PVV1+JM2bMEIuLi0W73S4OHDhQvOaaa8QDBw4k9HjUCMGDJAiCIAiCyBqyxoNDEARBEATBoACHIAiCIIisgwIcgiAIgiCyDgpwCIIgCILIOijAIQiCIAgi66AAhyAIgiCIrIMCHIIgCIIgsg4KcAiCIAiCyDoowCEIIqOYPn06brjhhu7eDYIg0hwKcAiCyFo+/vhjCIKApqam7t4VgiBSDAU4BEEQBEFkHRTgEASRtrS3t+OKK65Afn4+Kisr8fe//13x/ZdeegkTJ05EQUEBKioqcNlll6Gurg4AsHfvXsyYMQMA0KtXLwiCgKuuugoAIIoi/vrXv2Lw4MHIycnBsccei//85z8pPTaCIJILBTgEQaQtv/71r/HRRx/hjTfewPvvv4+PP/4YGzdu5N93u9249957sXnzZvz3v//Fnj17eBBTVVWFpUuXAgB27NiBmpoaPPTQQwCAO+64A8899xwef/xxbN26FTfeeCN+8pOf4JNPPkn5MRIEkRxomjhBEGlJW1sbSkpK8MILL+CSSy4BADQ0NKBfv364+uqrsWjRopDPrF+/HieeeCJaW1uRn5+Pjz/+GDNmzEBjYyOKiooABFSh0tJSfPjhh5gyZQr/7Lx589DR0YF//etfqTg8giCSjKW7d4AgCEKLXbt2we12K4KQ4uJijBgxgv+7uroad911FzZt2oSGhgb4/X4AwL59+zB69GjN7X7zzTfo6urCzJkzFa+73W4cf/zxSTgSgiC6AwpwCIJISyKJy+3t7Zg1axZmzZqFl156Cb1798a+fftw5plnwu12636OBUHvvPMO+vbtq/ie3W6Pf8cJgkgLKMAhCCItGTp0KKxWK9asWYP+/fsDABobG/Htt9/i1FNPxfbt23H06FH8+c9/RlVVFQBgw4YNim3YbDYAgM/n46+NHj0adrsd+/btw6mnnpqioyEIItVQgEMQRFqSn5+PuXPn4te//jVKSkpQXl6O22+/HSZToDaif//+sNlseOSRR3DNNddgy5YtuPfeexXbGDBgAARBwNtvv42zzz4bOTk5KCgowC233IIbb7wRfr8fJ598MlpaWrBq1Srk5+fjyiuv7I7DJQgiwVAVFUEQacv999+PU045Beeeey7OOOMMnHzyyZgwYQIAoHfv3li8eDFee+01jB49Gn/+85/xt7/9TfH5vn374u6778Zvf/tblJeXY8GCBQCAe++9F7///e9x3333YdSoUTjzzDPxv//9D4MGDUr5MRIEkRyoioogCIIgiKyDFByCIAiCILIOCnAIgiAIgsg6KMAhCIIgCCLroACHIAiCIIisgwIcgiAIgiCyDgpwCIIgCILIOijAIQiCIAgi66AAhyAIgiCIrIMCHIIgCIIgsg4KcAiCIAiCyDoowCEIgiAIIuv4f+FNgm8uA2MIAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<class 'statsmodels.iolib.summary.Summary'>\n",
-       "\"\"\"\n",
-       "                            OLS Regression Results                            \n",
-       "==============================================================================\n",
-       "Dep. Variable:              infl_diff   R-squared:                       0.016\n",
-       "Model:                            OLS   Adj. R-squared:                  0.001\n",
-       "Method:                 Least Squares   F-statistic:                     1.028\n",
-       "Date:                Mon, 21 Aug 2023   Prob (F-statistic):              0.314\n",
-       "Time:                        17:56:57   Log-Likelihood:                 108.42\n",
-       "No. Observations:                  67   AIC:                            -212.8\n",
-       "Df Residuals:                      65   BIC:                            -208.4\n",
-       "Df Model:                           1                                         \n",
-       "Covariance Type:                  HAC                                         \n",
-       "==============================================================================\n",
-       "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
-       "------------------------------------------------------------------------------\n",
-       "Intercept      0.0048      0.003      1.422      0.155      -0.002       0.011\n",
-       "sent_diff     -0.0225      0.022     -1.014      0.311      -0.066       0.021\n",
-       "==============================================================================\n",
-       "Omnibus:                        0.098   Durbin-Watson:                   2.491\n",
-       "Prob(Omnibus):                  0.952   Jarque-Bera (JB):                0.062\n",
-       "Skew:                          -0.062   Prob(JB):                        0.969\n",
-       "Kurtosis:                       2.917   Cond. No.                         3.69\n",
-       "==============================================================================\n",
-       "\n",
-       "Notes:\n",
-       "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 12 lags and without small sample correction\n",
-       "\"\"\""
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "execution_count": 118,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "import statsmodels.formula.api as smf\n",
-    "mod = smf.ols(\"infl_diff~sent_diff\", data=png_infl_sent)\n",
-    "res = mod.fit(cov_type='HAC',cov_kwds={'maxlags':12})\n",
-    "res.summary()"
+    "busecon_news[\"sentiment\"] = ss_df[\"compound\"].tolist()\n",
+    "busecon_sent = busecon_news.set_index(\"date\").groupby(pd.Grouper(freq=\"M\"))[[\"sentiment\"]].mean().reset_index()\n",
+    "busecon_sent.plot(x=\"date\", y=\"sentiment\", label=\"Economic Sentiment\");"
    ]
   }
  ],
diff --git a/src/text/lda.py b/src/text/lda.py
new file mode 100644
index 00000000..a5725838
--- /dev/null
+++ b/src/text/lda.py
@@ -0,0 +1,41 @@
+import gensim
+from gensim.models import CoherenceModel    
+from .utils import *
+
+def compute_coherence_values(dictionary,
+                             corpus,
+                             texts,
+                             mallet_path,
+                             limit,
+                             start=2,
+                             step=1):
+    """
+    Compute coherence values for a range of LDA topic models.
+
+    Parameters:
+        dictionary (gensim.corpora.Dictionary): The dictionary mapping words to IDs.
+        corpus (list of list of int): The document-term matrix.
+        texts (list of list of str): Preprocessed texts.
+        mallet_path (str, optional): Path to the Mallet LDA binary.
+        limit (int): The maximum number of topics to explore.
+        start (int, optional): The starting number of topics. Default is 2.
+        step (int, optional): The step size for the number of topics. Default is 1.
+    Returns:
+        tuple: A tuple containing a list of models and a list of coherence values.
+    """    
+
+    coherence_values = []
+    model_list = []
+    for num_topics in range(start, limit, step):
+        model = gensim.models.wrappers.LdaMallet(mallet_path,
+                                                 corpus=corpus,
+                                                 num_topics=num_topics,
+                                                 id2word=dictionary)
+        model_list.append(model)
+        coherencemodel = CoherenceModel(model=model,
+                                        texts=texts,
+                                        dictionary=dictionary,
+                                        coherence='c_v')
+        coherence_values.append(coherencemodel.get_coherence())
+
+    return model_list, coherence_values
\ No newline at end of file