diff --git a/reproducibility_project/aggregate_summary/aggregate_summary_all.csv b/reproducibility_project/aggregate_summary/aggregate_summary_all.csv
index 37206721..d023401e 100644
--- a/reproducibility_project/aggregate_summary/aggregate_summary_all.csv
+++ b/reproducibility_project/aggregate_summary/aggregate_summary_all.csv
@@ -1,57 +1,57 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-0,ethanolAA,gromacs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,7.386085277182733,16.36290891398086,4.090727228495215,319.7222432843016,0.27728240727497183,0.06932060181874296,-3675.6252809287525,18.771018093961377,4.692754523490344,0.7736642320435503,0.00037277412529925744,9.319353132481436e-05
-1,waterSPCE,gomc,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,244.26521875101412,486.27808815879854,121.56952203969963,280.0,0.0,0.0,-6340788.739425104,3976.241470428791,994.0603676071978,1.0068742335552554,0.001648215174777416,0.000412053793694354
-2,waterSPCE,lammps-VU,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.16998731051498572,1.1940528586039505,0.2985132146509876,299.9855307249328,0.14238807715866109,0.03559701928966527,-51251.07075384754,5.842480086362603,1.4606200215906509,0.9979992850805295,0.00022483770202246937,5.6209425505617344e-05
-3,ethanolAA,mcccs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,145.61546090485416,152.87990171580677,38.21997542895169,300.0,0.0,0.0,-9624.870357183845,21.492766343197125,5.373191585799281,0.7914265265542129,0.0008449434999277755,0.00021123587498194388
-4,waterSPCE,hoomd,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,110.81173303877634,313.16653012483397,78.29163253120849,319.98089167099533,0.04517858245217792,0.01129464561304448,-50012.80239361345,2.04445753411003,0.5111143835275075,0.9861952975315864,8.196691241967316e-05,2.049172810491829e-05
-5,ethanolAA,mcccs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,9.334534096960937,262.56912429514097,65.64228107378524,280.0,0.0,0.0,-10993.896435283532,22.78806346124259,5.6970158653106475,0.8127366877433876,0.0009880063280023426,0.00024700158200058564
-6,waterSPCE,lammps-VU,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,-0.2966353234737142,1.093580601208382,0.2733951503020955,280.0449006680848,0.1109876819501365,0.027746920487534125,-52633.59478870424,7.216325148521126,1.8040812871302816,1.0068795721825756,0.00022887788622402054,5.7219471556005136e-05
+0,ethanolAA,gromacs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,4.843282292066061,13.712756658784008,3.428189164696002,319.8734844549492,0.2209578709615165,0.055239467740379126,-3677.1930138599964,17.146934877413035,4.286733719353259,0.7736717459433223,0.00037667314182095104,9.416828545523776e-05
+1,waterSPCE,gomc,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,244.26521875101415,486.27808815879854,121.56952203969963,280.0,0.0,0.0,-6340788.739425104,3976.241470428791,994.0603676071978,1.0068742335552554,0.001648215174777416,0.000412053793694354
+2,waterSPCE,lammps-VU,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.24117318493603568,1.0560145283327973,0.2640036320831993,299.9938962449082,0.10987861151377616,0.02746965287844404,-51251.899921556105,3.6469014841772656,0.9117253710443164,0.9980337444024185,0.0001556803220753797,3.892008051884493e-05
+3,ethanolAA,mcccs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,145.61546090485416,152.87990171580677,38.21997542895169,300.0,0.0,0.0,-9624.870357183845,21.492766343197047,5.373191585799262,0.7914208917911246,0.0008449374841369361,0.00021123437103423402
+4,waterSPCE,hoomd,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,119.41776305496242,252.65795219868875,63.16448804967219,319.99249746332805,0.03920352224026088,0.00980088056006522,-50013.4844547619,1.8785149423595273,0.46962873558988183,0.9862010961303654,6.294108380510318e-05,1.5735270951275794e-05
+5,ethanolAA,mcccs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,9.334534096960937,262.56912429514097,65.64228107378524,280.0,0.0,0.0,-10993.896435283532,22.78806346124259,5.6970158653106475,0.8127309012571694,0.0009879992936392664,0.0002469998234098166
+6,waterSPCE,lammps-VU,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,-0.2738331965223292,0.7702602115991498,0.19256505289978745,280.0319273367868,0.07414120057878668,0.01853530014469667,-52632.201070114905,4.595596675720584,1.148899168930146,1.0068703746677388,0.00019301764270053862,4.8254410675134655e-05
 7,pentaneUA-constrain_bonds,gomc,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1402.1451191031786,122.33555496765892,30.58388874191473,372.0,0.0,0.0,-289476.5306132031,695.9399642321441,173.98499105803603,0.540849320879125,0.0005165323368682392,0.0001291330842170598
-8,pentaneUA-flexible_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,17.49920310190135,13.276552718944716,3.319138179736179,372.0263139499642,0.13134130495187382,0.032835326237968455,-499.8800451010373,10.719653087484343,2.6799132718710856,0.5339952516891766,0.001211795303466543,0.00030294882586663575
-9,pentaneUA-constrain_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,14.357145017690527,3.1597071853930756,0.7899267963482689,371.96957083362616,0.1266716916298173,0.03166792290745433,-2425.9794197016618,6.719675700234463,1.6799189250586157,0.5419011696532579,0.00032131570087705043,8.032892521926261e-05
+8,pentaneUA-flexible_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,15.694287221113745,8.76133483613519,2.1903337090337973,372.01296555264145,0.0911251390329177,0.022781284758229426,-500.1401069183823,11.062545438199734,2.7656363595499336,0.5340092013808542,0.0011920816750553582,0.00029802041876383955
+9,pentaneUA-constrain_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,13.719782841107865,2.4999849573567596,0.6249962393391899,371.96862981453387,0.12374673503118365,0.030936683757795912,-2424.841930856993,3.7319849756230785,0.9329962439057696,0.5419106091623472,0.00029295398113316184,7.323849528329046e-05
 10,waterSPCE,cassandra,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,1293.3043386698992,417.36484527125964,104.34121131781491,300.0,0.0,0.0,-51379.15346841146,42.316777614883044,10.579194403720761,0.9977600488186458,0.0015610423999860754,0.00039026059999651885
-11,waterSPCE,lammps-VU,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.18501473068641294,1.0558209112352044,0.2639552278088011,320.0692139275947,0.1186647097934372,0.0296661774483593,-49918.14367100615,7.612600465388096,1.903150116347024,0.9863388500911472,0.0002236567788209163,5.591419470522907e-05
-12,waterSPCE,mcccs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,40.94032430123439,290.9237632548933,72.73094081372332,300.0,0.0,0.0,-51372.92750162073,24.83603510232078,6.209008775580195,0.9976900972219754,0.0014884030415944517,0.00037210076039861294
-13,ethanolAA,lammps-VU,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,0.24833346712508064,1.564784515992586,0.3911961289981465,320.0133517112167,0.045105272993998774,0.011276318248499693,-3105.911366040009,13.721818595408676,3.430454648852169,0.7737386886586286,0.0005190278846760177,0.00012975697116900442
-14,waterSPCE,mcccs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,303.3844435841953,345.6969729445008,86.4242432361252,320.0,0.0,0.0,-50038.08679541565,17.800001311564895,4.450000327891224,0.9861189179504494,0.0009031130185577517,0.00022577825463943792
-15,benzeneUA,hoomd,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2284.997850192821,134.60602199976364,33.65150549994091,449.95805169004507,0.10865277426801474,0.027163193567003686,-8288.26591745147,1.4432729143220793,0.3608182285805198,0.6991827368387439,0.00014795808066633067,3.6989520166582667e-05
-16,ethanolAA,lammps-VU,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,111.82732873174143,430.71588748003336,107.67897187000834,280.012746860633,0.045927991191355384,0.011481997797838846,-6552.472148956111,9.831177369535602,2.4577943423839006,0.8160460979302364,0.0003678107436767363,9.195268591918407e-05
+11,waterSPCE,lammps-VU,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.2582995697808517,0.8425285676795808,0.2106321419198952,320.0475587779906,0.12068547636449048,0.03017136909112262,-49918.16003282364,5.552253493745803,1.3880633734364507,0.9863193129680174,0.0001560741854187376,3.90185463546844e-05
+12,waterSPCE,mcccs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,40.94032430123439,290.9237632548933,72.73094081372332,300.0,0.0,0.0,-51372.92750162074,24.836035102320796,6.209008775580199,0.9977080406908346,0.0014884298105417109,0.0003721074526354277
+13,ethanolAA,lammps-VU,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,0.05009234221055181,1.1547293742148055,0.28868234355370137,320.00797192867907,0.0505905301816974,0.01264763254542435,-3107.1879760350184,7.59893947778585,1.8997348694464624,0.7738857319469004,0.00028086413721301626,7.021603430325406e-05
+14,waterSPCE,mcccs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,303.3844435841953,345.6969729445008,86.4242432361252,320.0,0.0,0.0,-50038.08679541565,17.80000131156517,4.450000327891292,0.9861366533115048,0.000903129261056718,0.0002257823152641795
+15,benzeneUA,hoomd,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2278.5761179563824,93.4576255931064,23.3644063982766,449.9833133762379,0.09251330183686511,0.023128325459216278,-8288.07309498214,1.3672264704375614,0.34180661760939035,0.699154497647805,9.886455191325855e-05,2.4716137978314638e-05
+16,ethanolAA,lammps-VU,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,82.06253368842634,316.03484920574937,79.00871230143734,280.01365745583473,0.04748751556388501,0.011871878890971252,-6553.124745968517,7.681125403381469,1.9202813508453673,0.8159397273704785,0.00028815602846081896,7.203900711520474e-05
 17,ethanolAA,cassandra,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1634.8622611289443,283.28092659352745,70.82023164838186,320.0,0.0,0.0,-8211.544145572916,24.794962810425634,6.1987407026064085,0.7687202859646355,0.0008468373536246669,0.00021170933840616672
-18,waterSPCE,gromacs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.9066718454524352,4.981667918835428,1.245416979708857,279.9817103359171,0.11592430801449954,0.028981077003624886,-52755.273195048125,3.1387680812266017,0.7846920203066504,1.0067388050894401,0.00015772484647609355,3.943121161902339e-05
+18,waterSPCE,gromacs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.8011580011268256,4.899004434525583,1.2247511086313958,279.99071443111893,0.09048302222311,0.0226207555557775,-52755.654337101325,3.0649767707738427,0.7662441926934607,1.0067314775410092,0.0001433758029544535,3.5843950738613375e-05
 19,benzeneUA,cassandra,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2235.812474062985,116.1144865920127,29.028621648003174,450.0,0.0,0.0,-8279.860781446354,10.994613044795699,2.7486532611989247,0.6984355226084895,0.0009722288849456309,0.00024305722123640772
-20,pentaneUA-flexible_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1131.9989328054967,379.4199257278238,94.85498143195595,371.98529055816607,0.07766550766568893,0.019416376916422232,-344.570792844545,3.511947951179613,0.8779869877949033,0.5174152365081742,0.0004982751667635888,0.0001245687916908972
+20,pentaneUA-flexible_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1289.6930188936503,319.778438436863,79.94460960921575,371.98338992635604,0.05317306815480775,0.013293267038701937,-342.47098063711303,3.778459912830272,0.944614978207568,0.5172186182304973,0.00048029371578513897,0.00012007342894628474
 21,ethanolAA,gomc,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,189.33884519343806,160.73121090962596,40.18280272740649,300.0,0.0,0.0,-1153163.4855680207,4151.372410961057,1037.8431027402642,0.7913484722631563,0.0013261621823414586,0.00033154054558536466
-22,methaneUA,lammps-VU,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1.3727125266159015,0.1451022781692951,0.03627556954232378,140.0187312234737,0.06909822894426526,0.017274557236066315,-5699.011530679262,0.8883769467881574,0.22209423669703934,0.37597173850147536,5.600563041526528e-05,1.400140760381632e-05
-23,pentaneUA-constrain_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1384.849960890102,161.50869416714798,40.377173541786995,371.9813495927463,0.07157094608209967,0.017892736520524918,-2422.8959021289934,2.2316870527198835,0.5579217631799709,0.5416574660552227,0.00013949047379420166,3.4872618448550415e-05
-24,ethanolAA,gromacs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-0.1880251244876936,14.8946603224094,3.72366508060235,279.98895524102625,0.26090072711825657,0.06522518177956414,-7045.887545749052,22.953775808713953,5.738443952178488,0.8167763941860889,0.00023989817952917825,5.997454488229456e-05
-25,methaneUA,hoomd,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1313.6256886675899,54.56001389414809,13.640003473537023,139.98810848678062,0.02789268211118877,0.006973170527797192,-5698.725201951535,0.6103091268099518,0.15257728170248794,0.3759534543582492,4.223753591654779e-05,1.0559383979136947e-05
-26,ethanolAA,cassandra,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1306.5241974025141,326.0841379339425,81.52103448348562,300.0,0.0,0.0,-9618.100656297396,23.642645476418732,5.910661369104683,0.7912818525394791,0.0008829528154467213,0.00022073820386168033
+22,methaneUA,lammps-VU,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1.3668039930104023,0.12963617587472182,0.032409043968680454,140.02781977429845,0.06961489857032642,0.017403724642581605,-5698.7413728977035,0.8557644608484989,0.21394111521212472,0.3759611908953642,4.435796206346811e-05,1.1089490515867028e-05
+23,pentaneUA-constrain_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1401.0486089437786,121.70542529812478,30.426356324531195,371.977824827842,0.060515859399537374,0.015128964849884343,-2422.405495644851,1.8321299305191419,0.45803248262978546,0.5416387978239146,0.00013790426503226062,3.4476066258065156e-05
+24,ethanolAA,gromacs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-0.2974109154398299,12.893628427866703,3.223407106966676,279.95686237478856,0.30803565380922443,0.07700891345230611,-7048.4578550293245,19.882522518151212,4.970630629537803,0.8167769358122503,0.00022130438270237453,5.532609567559363e-05
+25,methaneUA,hoomd,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1319.4610440258425,42.51767233912304,10.62941808478076,139.9906506732986,0.025606914855120334,0.006401728713780083,-5698.7678346225,0.5250798151353567,0.13126995378383918,0.3759553573225096,3.49114605521321e-05,8.727865138033025e-06
+26,ethanolAA,cassandra,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1306.5241974025141,326.08413793394254,81.52103448348564,300.0,0.0,0.0,-9618.100656297396,23.642645476418732,5.910661369104683,0.7912818525394791,0.0008829528154467213,0.00022073820386168033
 27,methaneUA,gomc,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1301.81422061616,58.83067456113999,14.707668640284998,140.0,0.0,0.0,-685093.8421600625,208.00218845104496,52.00054711276124,0.3757889993377083,0.00011691176661201252,2.922794165300313e-05
 28,waterSPCE,cassandra,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,894.7482530099298,453.85602993020086,113.46400748255022,280.0,0.0,0.0,-52760.70804746354,52.760896766415755,13.190224191603939,1.006571282883802,0.0016548982545020307,0.0004137245636255077
-29,waterSPCE,gromacs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,2.078137808115704,5.0032406767093,1.250810169177325,300.03317599214233,0.10531469548206666,0.026328673870516666,-51379.23613949193,5.093489371990191,1.2733723429975476,0.997872222479935,0.00010611411405899197,2.6528528514747992e-05
+29,waterSPCE,gromacs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,2.874773177116591,5.267779478356375,1.3169448695890937,300.0236023332901,0.08489503991896918,0.021223759979742296,-51378.43072269335,3.818500390210729,0.9546250975526822,0.9978686019548105,0.00010100209987912215,2.5250524969780538e-05
 30,waterSPCE,gomc,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,311.771610490875,506.6753819510162,126.66884548775406,300.0,0.0,0.0,-6173561.208366301,2376.258731989235,594.0646829973088,0.9978894387415365,0.001193495558743343,0.00029837388968583574
-31,ethanolAA,hoomd,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,248.05444710657116,4508.844311809741,1127.2110779524353,319.9832139285838,0.20224047882474266,0.050560119706185666,-3444.1056338815515,500.760240794944,125.190060198736,0.7721643007287721,0.0011447004865814128,0.0002861751216453532
-32,pentaneUA-constrain_bonds,mcccs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1405.6732120732916,62.34335707970884,15.58583926992721,372.0,0.0,0.0,-2417.163109475033,4.053145602623963,1.0132864006559907,0.5410886453415661,0.00034612068389815707,8.653017097453927e-05
-33,benzeneUA,gromacs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,598.4628613056768,54.792266845144866,13.698066711286216,449.9749758293657,0.07962156893655552,0.01990539223413888,-4763.000351206376,35.14706410030546,8.786766025076364,0.6994750481091541,0.005320356104800141,0.0013300890262000352
-34,benzeneUA,gomc,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2261.3261238725845,113.5735914985873,28.393397874646826,450.0,0.0,0.0,-996248.5051899063,1104.6892172880082,276.17230432200205,0.6986877138757969,0.0008168704743399857,0.00020421761858499643
-35,ethanolAA,hoomd,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,194.85278910528027,5982.14146485386,1495.535366213465,300.0691625154075,0.22389518451464727,0.05597379612866182,-5170.099282012582,431.79370261079754,107.94842565269938,0.7941251333647472,0.0009700375981258833,0.00024250939953147083
+31,ethanolAA,hoomd,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,87.57123102640668,650.6622028990995,162.66555072477487,319.9899579984607,0.02747773368908505,0.0068694334222712625,-3095.354562428899,14.100907024757275,3.5252267561893187,0.7721350167849217,0.00010358467109064264,2.589616777266066e-05
+32,pentaneUA-constrain_bonds,mcccs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1405.6732120732916,62.34335707970884,15.58583926992721,372.0,0.0,0.0,-2417.163109475033,4.0531456026239985,1.0132864006559996,0.5410886453415661,0.0003461206838981674,8.653017097454186e-05
+33,benzeneUA,gromacs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,591.5877291059713,38.1514765069931,9.537869126748275,449.98269111169526,0.07270245022416606,0.018175612556041516,-4763.319654651223,34.347558872818475,8.586889718204619,0.6995753250152581,0.005252827468723946,0.0013132068671809864
+34,benzeneUA,gomc,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2261.3261238725845,113.57359149858733,28.393397874646833,450.0,0.0,0.0,-996248.5051899063,1104.6892172880082,276.17230432200205,0.6986877138757969,0.0008168704743399857,0.00020421761858499643
+35,ethanolAA,hoomd,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-5.559789728059526,424.5848310847852,106.1462077711963,299.9909625183243,0.02509052679661427,0.006272631699153567,-4843.847561942322,13.714705382161897,3.4286763455404743,0.7936996657943505,0.00011595468421424626,2.8988671053561566e-05
 36,ethanolAA,cassandra,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1100.9015507314693,355.4507643063722,88.86269107659305,280.0,0.0,0.0,-10989.091105359375,39.15544808085992,9.78886202021498,0.8134909356063542,0.0013345960311544694,0.00033364900778861734
-37,ethanolAA,gromacs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,0.48879268702858414,18.88738372413123,4.721845931032807,299.9842745059775,0.33296690752590247,0.08324172688147562,-5383.192305854824,30.97299823399313,7.743249558498283,0.7956309742518117,0.0003515280944911218,8.788202362278045e-05
+37,ethanolAA,gromacs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,2.405239834934696,12.911429356891174,3.2278573392227936,300.01126727002986,0.32422977927389857,0.08105744481847464,-5380.647206001551,22.695341097610306,5.673835274402577,0.7956233378115081,0.00036260222117529743,9.065055529382436e-05
 38,waterSPCE,gomc,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,265.9610005581678,422.41258608670194,105.60314652167548,320.0,0.0,0.0,-6018771.941017188,2242.8561646967696,560.7140411741924,0.9861967911254947,0.0008218002333186185,0.00020545005832965462
 39,methaneUA,cassandra,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1292.1047136521488,31.592770246951666,7.8981925617379165,140.0,0.0,0.0,-5695.189620521354,2.915553296563871,0.7288883241409677,0.3757235620453125,0.0001751962404427804,4.37990601106951e-05
-40,waterSPCE,hoomd,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,194.91750054133547,411.6292303202756,102.9073075800689,280.00341434418567,0.04532907761938108,0.01133226940484527,-52730.11678358271,1.91105722505701,0.4777643062642525,1.0066353645694792,0.00010969719211005345,2.7424298027513364e-05
+40,waterSPCE,hoomd,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,158.85804666412733,276.8141347348384,69.2035336837096,279.9953258656329,0.03458129952028275,0.008645324880070688,-52730.08360803572,1.2939640239080539,0.32349100597701347,1.0066162688090134,8.702649241643112e-05,2.175662310410778e-05
 41,ethanolAA,gomc,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,73.82676037295047,229.41972307688044,57.35493076922011,280.0,0.0,0.0,-1316410.1096084896,4920.244044398107,1230.0610110995267,0.8131313624791041,0.0014130531794989858,0.00035326329487474646
-42,waterSPCE,hoomd,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,-21.23199265342749,307.8657959319329,76.96644898298322,299.98668643594584,0.050072667569492295,0.012518166892373074,-51350.29249116565,2.4997821689047437,0.6249455422261859,0.9977833809686776,0.00010887760015455413,2.7219400038638532e-05
-43,benzeneUA,mcccs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2194.916566386264,62.89350469180804,15.72337617295201,450.0,0.0,0.0,-6025.762650336912,11.953522211499195,2.9883805528747986,0.6983239878468144,0.0007810274199452439,0.00019525685498631099
-44,pentaneUA-flexible_bonds,lammps-VU,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,928.9680976970318,2861.1272486888683,715.2818121722171,371.9753474023654,0.20884629272470256,0.05221157318117564,-452.67791782923,15.456058650662392,3.864014662665598,0.5432271222473475,0.0018561358209731838,0.00046403395524329596
-45,ethanolAA,lammps-VU,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-7.467739908959722,269.38193292433175,67.34548323108294,300.015323409767,0.06284411712385393,0.015711029280963483,-4854.502013981132,7.4790355370920905,1.8697588842730226,0.7954329437061574,0.0002927443340395005,7.318608350987512e-05
+42,waterSPCE,hoomd,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,54.132472424124934,243.46166995605276,60.86541748901319,299.9929111345091,0.037586828736671574,0.009396707184167893,-51350.49079910714,2.012482815280332,0.503120703820083,0.997783511281102,6.954787900581025e-05,1.7386969751452564e-05
+43,benzeneUA,mcccs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2194.916566386264,62.893504691808054,15.723376172952014,450.0,0.0,0.0,-6025.762650336912,11.953522211499461,2.9883805528748653,0.6983239878468144,0.0007810274199452238,0.00019525685498630594
+44,pentaneUA-flexible_bonds,lammps-VU,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1266.6134941603489,1265.812779724371,316.45319493109275,371.96930215402466,0.09421189134774594,0.023552972836936484,-450.27720369606845,7.579215955536027,1.8948039888840067,0.543067976189144,0.0009380837020355204,0.0002345209255088801
+45,ethanolAA,lammps-VU,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-106.99240501529107,379.58742346806423,94.89685586701606,300.0094306556304,0.056336128005403066,0.014084032001350767,-4856.021019873646,6.144061404520532,1.536015351130133,0.7954595555073519,0.00017465346321123896,4.366336580280974e-05
 46,waterSPCE,cassandra,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,1611.809087044453,424.9963730894812,106.2490932723703,320.0,0.0,0.0,-50044.8443921875,33.67203099257549,8.418007748143873,0.9868398030534375,0.0008948158905881561,0.00022370397264703904
-47,benzeneUA,lammps-VU,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2275.7208916034388,190.05164979065881,47.512912447664704,450.5924355773069,0.2650670841539167,0.06626677103847918,-8268.001035948888,3.8592596056358226,0.9648149014089556,0.6976587115413384,0.00031912413669267124,7.978103417316781e-05
-48,pentaneUA-constrain_bonds,cassandra,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1348.1548122757595,70.96284002873007,17.740710007182518,372.0,0.0,0.0,-2423.008360798958,8.612346519187353,2.1530866297968383,0.541189253940625,0.0008495282868671981,0.00021238207171679952
-49,ethanolAA,gomc,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,187.7324407434529,235.43716134138512,58.85929033534628,320.0,0.0,0.0,-982220.6171556511,3957.009782240972,989.252445560243,0.7680116167513229,0.0011735365258760796,0.0002933841314690199
-50,waterSPCE,gromacs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,2.3062657949715435,6.061200588175036,1.515300147043759,320.0216821083835,0.10481191431510796,0.02620297857877699,-50043.963560970675,4.371378596902638,1.0928446492256596,0.9863577172415943,0.00010183277621188933,2.5458194052972332e-05
-51,ethanolAA,hoomd,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,670.7770420599928,4480.434574077588,1120.108643519397,280.00804607872556,0.12654941147904664,0.03163735286976166,-6744.059667433118,311.4286143203445,77.85715358008612,0.814962736060654,0.0009422609413402352,0.0002355652353350588
-52,ethanolAA,mcccs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,125.21204106083076,145.75684610579142,36.439211526447856,320.0,0.0,0.0,-8217.886733415391,22.632590743446148,5.658147685861537,0.7683967713807014,0.0008251837054924887,0.00020629592637312218
-53,waterSPCE,mcccs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,204.29272122421872,243.5520606881196,60.8880151720299,280.0,0.0,0.0,-52757.41040095009,33.55521186928776,8.38880296732194,1.0070350288435113,0.0013873306261799707,0.0003468326565449927
-54,methaneUA,mcccs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1285.4831025069893,37.20743432388115,9.301858580970288,140.0,0.0,0.0,-5695.738792702148,3.029363327288005,0.7573408318220013,0.37575936057731646,0.00018371373850279828,4.592843462569957e-05
-55,methaneUA,gromacs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,13.588645423936484,1.0591647556941834,0.26479118892354586,140.00376846643206,0.051552152017493635,0.012888038004373409,-5698.862840276335,1.6907945007949114,0.42269862519872786,0.3759555197390835,5.592110954235338e-05,1.3980277385588345e-05
+47,benzeneUA,lammps-VU,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2221.344647641279,148.4848484540655,37.12121211351638,450.5488126286462,0.26830235847592493,0.06707558961898123,-8267.695575455251,2.8113622673528393,0.7028405668382098,0.6976658407109692,0.00023069022443365027,5.767255610841257e-05
+48,pentaneUA-constrain_bonds,cassandra,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1348.1548122757595,70.96284002873008,17.74071000718252,372.0,0.0,0.0,-2423.008360798958,8.612346519187353,2.1530866297968383,0.541189253940625,0.0008495282868671981,0.00021238207171679952
+49,ethanolAA,gomc,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,187.7324407434529,235.43716134138515,58.85929033534629,320.0,0.0,0.0,-982220.6171556511,3957.009782240972,989.252445560243,0.7680116167513229,0.0011735365258760796,0.0002933841314690199
+50,waterSPCE,gromacs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,1.9870373213489017,3.72541060969263,0.9313526524231575,320.01315067758844,0.08349443468274335,0.02087360867068584,-50043.19294109928,3.2920042741908535,0.8230010685477134,0.9863640656146114,8.944407134016268e-05,2.236101783504067e-05
+51,ethanolAA,hoomd,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,83.65637634267397,518.1092286596833,129.5273071649208,279.99340107482897,0.02386642422561283,0.005966606056403208,-6541.843237864434,9.993788073329387,2.498447018332347,0.8145008873068461,0.00010759273174640664,2.689818293660166e-05
+52,ethanolAA,mcccs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,125.21204106083074,145.7568461057914,36.43921152644785,320.0,0.0,0.0,-8217.88673341539,22.632590743446276,5.658147685861569,0.7683913005838312,0.0008251778303865455,0.00020629445759663638
+53,waterSPCE,mcccs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,204.29272122421872,243.55206068811964,60.88801517202991,280.0,0.0,0.0,-52757.41040095009,33.55521186928776,8.38880296732194,1.0070531403810825,0.001387355577338649,0.00034683889433466224
+54,methaneUA,mcccs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1285.4831025069893,37.20743432388115,9.301858580970288,140.0,0.0,0.0,-5695.738792702148,3.029363327288005,0.7573408318220013,0.37575936057731646,0.0001837137385027993,4.592843462569983e-05
+55,methaneUA,gromacs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,13.366359502094982,0.8733651897941064,0.2183412974485266,140.00397730808072,0.05180255592573789,0.012950638981434472,-5698.715231630187,1.0664498856306037,0.26661247140765093,0.3759573327670739,5.478411950749435e-05,1.3696029876873588e-05
diff --git a/reproducibility_project/aggregate_summary/aggregate_summary_benzeneUA.csv b/reproducibility_project/aggregate_summary/aggregate_summary_benzeneUA.csv
index c762843e..bea1c602 100644
--- a/reproducibility_project/aggregate_summary/aggregate_summary_benzeneUA.csv
+++ b/reproducibility_project/aggregate_summary/aggregate_summary_benzeneUA.csv
@@ -1,7 +1,7 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-15,benzeneUA,hoomd,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2284.997850192821,134.60602199976364,33.65150549994091,449.95805169004507,0.10865277426801474,0.027163193567003686,-8288.26591745147,1.4432729143220793,0.3608182285805198,0.6991827368387439,0.00014795808066633067,3.6989520166582667e-05
+15,benzeneUA,hoomd,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2278.5761179563824,93.4576255931064,23.3644063982766,449.9833133762379,0.09251330183686511,0.023128325459216278,-8288.07309498214,1.3672264704375614,0.34180661760939035,0.699154497647805,9.886455191325855e-05,2.4716137978314638e-05
 19,benzeneUA,cassandra,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2235.812474062985,116.1144865920127,29.028621648003174,450.0,0.0,0.0,-8279.860781446354,10.994613044795699,2.7486532611989247,0.6984355226084895,0.0009722288849456309,0.00024305722123640772
-33,benzeneUA,gromacs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,598.4628613056768,54.792266845144866,13.698066711286216,449.9749758293657,0.07962156893655552,0.01990539223413888,-4763.000351206376,35.14706410030546,8.786766025076364,0.6994750481091541,0.005320356104800141,0.0013300890262000352
-34,benzeneUA,gomc,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2261.3261238725845,113.5735914985873,28.393397874646826,450.0,0.0,0.0,-996248.5051899063,1104.6892172880082,276.17230432200205,0.6986877138757969,0.0008168704743399857,0.00020421761858499643
-43,benzeneUA,mcccs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2194.916566386264,62.89350469180804,15.72337617295201,450.0,0.0,0.0,-6025.762650336912,11.953522211499195,2.9883805528747986,0.6983239878468144,0.0007810274199452439,0.00019525685498631099
-47,benzeneUA,lammps-VU,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2275.7208916034388,190.05164979065881,47.512912447664704,450.5924355773069,0.2650670841539167,0.06626677103847918,-8268.001035948888,3.8592596056358226,0.9648149014089556,0.6976587115413384,0.00031912413669267124,7.978103417316781e-05
+33,benzeneUA,gromacs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,591.5877291059713,38.1514765069931,9.537869126748275,449.98269111169526,0.07270245022416606,0.018175612556041516,-4763.319654651223,34.347558872818475,8.586889718204619,0.6995753250152581,0.005252827468723946,0.0013132068671809864
+34,benzeneUA,gomc,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2261.3261238725845,113.57359149858733,28.393397874646833,450.0,0.0,0.0,-996248.5051899063,1104.6892172880082,276.17230432200205,0.6986877138757969,0.0008168704743399857,0.00020421761858499643
+43,benzeneUA,mcccs,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2194.916566386264,62.893504691808054,15.723376172952014,450.0,0.0,0.0,-6025.762650336912,11.953522211499461,2.9883805528748653,0.6983239878468144,0.0007810274199452238,0.00019525685498630594
+47,benzeneUA,lammps-VU,450.0,2260.0,NPT,benzene-ua,hard,energy_pressure,1.4,2221.344647641279,148.4848484540655,37.12121211351638,450.5488126286462,0.26830235847592493,0.06707558961898123,-8267.695575455251,2.8113622673528393,0.7028405668382098,0.6976658407109692,0.00023069022443365027,5.767255610841257e-05
diff --git a/reproducibility_project/aggregate_summary/aggregate_summary_ethanolAA.csv b/reproducibility_project/aggregate_summary/aggregate_summary_ethanolAA.csv
index a4b36276..eed9aed8 100644
--- a/reproducibility_project/aggregate_summary/aggregate_summary_ethanolAA.csv
+++ b/reproducibility_project/aggregate_summary/aggregate_summary_ethanolAA.csv
@@ -1,19 +1,19 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-0,ethanolAA,gromacs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,7.386085277182733,16.36290891398086,4.090727228495215,319.7222432843016,0.27728240727497183,0.06932060181874296,-3675.6252809287525,18.771018093961377,4.692754523490344,0.7736642320435503,0.00037277412529925744,9.319353132481436e-05
-3,ethanolAA,mcccs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,145.61546090485416,152.87990171580677,38.21997542895169,300.0,0.0,0.0,-9624.870357183845,21.492766343197125,5.373191585799281,0.7914265265542129,0.0008449434999277755,0.00021123587498194388
-5,ethanolAA,mcccs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,9.334534096960937,262.56912429514097,65.64228107378524,280.0,0.0,0.0,-10993.896435283532,22.78806346124259,5.6970158653106475,0.8127366877433876,0.0009880063280023426,0.00024700158200058564
-13,ethanolAA,lammps-VU,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,0.24833346712508064,1.564784515992586,0.3911961289981465,320.0133517112167,0.045105272993998774,0.011276318248499693,-3105.911366040009,13.721818595408676,3.430454648852169,0.7737386886586286,0.0005190278846760177,0.00012975697116900442
-16,ethanolAA,lammps-VU,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,111.82732873174143,430.71588748003336,107.67897187000834,280.012746860633,0.045927991191355384,0.011481997797838846,-6552.472148956111,9.831177369535602,2.4577943423839006,0.8160460979302364,0.0003678107436767363,9.195268591918407e-05
+0,ethanolAA,gromacs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,4.843282292066061,13.712756658784008,3.428189164696002,319.8734844549492,0.2209578709615165,0.055239467740379126,-3677.1930138599964,17.146934877413035,4.286733719353259,0.7736717459433223,0.00037667314182095104,9.416828545523776e-05
+3,ethanolAA,mcccs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,145.61546090485416,152.87990171580677,38.21997542895169,300.0,0.0,0.0,-9624.870357183845,21.492766343197047,5.373191585799262,0.7914208917911246,0.0008449374841369361,0.00021123437103423402
+5,ethanolAA,mcccs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,9.334534096960937,262.56912429514097,65.64228107378524,280.0,0.0,0.0,-10993.896435283532,22.78806346124259,5.6970158653106475,0.8127309012571694,0.0009879992936392664,0.0002469998234098166
+13,ethanolAA,lammps-VU,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,0.05009234221055181,1.1547293742148055,0.28868234355370137,320.00797192867907,0.0505905301816974,0.01264763254542435,-3107.1879760350184,7.59893947778585,1.8997348694464624,0.7738857319469004,0.00028086413721301626,7.021603430325406e-05
+16,ethanolAA,lammps-VU,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,82.06253368842634,316.03484920574937,79.00871230143734,280.01365745583473,0.04748751556388501,0.011871878890971252,-6553.124745968517,7.681125403381469,1.9202813508453673,0.8159397273704785,0.00028815602846081896,7.203900711520474e-05
 17,ethanolAA,cassandra,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1634.8622611289443,283.28092659352745,70.82023164838186,320.0,0.0,0.0,-8211.544145572916,24.794962810425634,6.1987407026064085,0.7687202859646355,0.0008468373536246669,0.00021170933840616672
 21,ethanolAA,gomc,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,189.33884519343806,160.73121090962596,40.18280272740649,300.0,0.0,0.0,-1153163.4855680207,4151.372410961057,1037.8431027402642,0.7913484722631563,0.0013261621823414586,0.00033154054558536466
-24,ethanolAA,gromacs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-0.1880251244876936,14.8946603224094,3.72366508060235,279.98895524102625,0.26090072711825657,0.06522518177956414,-7045.887545749052,22.953775808713953,5.738443952178488,0.8167763941860889,0.00023989817952917825,5.997454488229456e-05
-26,ethanolAA,cassandra,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1306.5241974025141,326.0841379339425,81.52103448348562,300.0,0.0,0.0,-9618.100656297396,23.642645476418732,5.910661369104683,0.7912818525394791,0.0008829528154467213,0.00022073820386168033
-31,ethanolAA,hoomd,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,248.05444710657116,4508.844311809741,1127.2110779524353,319.9832139285838,0.20224047882474266,0.050560119706185666,-3444.1056338815515,500.760240794944,125.190060198736,0.7721643007287721,0.0011447004865814128,0.0002861751216453532
-35,ethanolAA,hoomd,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,194.85278910528027,5982.14146485386,1495.535366213465,300.0691625154075,0.22389518451464727,0.05597379612866182,-5170.099282012582,431.79370261079754,107.94842565269938,0.7941251333647472,0.0009700375981258833,0.00024250939953147083
+24,ethanolAA,gromacs,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-0.2974109154398299,12.893628427866703,3.223407106966676,279.95686237478856,0.30803565380922443,0.07700891345230611,-7048.4578550293245,19.882522518151212,4.970630629537803,0.8167769358122503,0.00022130438270237453,5.532609567559363e-05
+26,ethanolAA,cassandra,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1306.5241974025141,326.08413793394254,81.52103448348564,300.0,0.0,0.0,-9618.100656297396,23.642645476418732,5.910661369104683,0.7912818525394791,0.0008829528154467213,0.00022073820386168033
+31,ethanolAA,hoomd,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,87.57123102640668,650.6622028990995,162.66555072477487,319.9899579984607,0.02747773368908505,0.0068694334222712625,-3095.354562428899,14.100907024757275,3.5252267561893187,0.7721350167849217,0.00010358467109064264,2.589616777266066e-05
+35,ethanolAA,hoomd,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-5.559789728059526,424.5848310847852,106.1462077711963,299.9909625183243,0.02509052679661427,0.006272631699153567,-4843.847561942322,13.714705382161897,3.4286763455404743,0.7936996657943505,0.00011595468421424626,2.8988671053561566e-05
 36,ethanolAA,cassandra,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,1100.9015507314693,355.4507643063722,88.86269107659305,280.0,0.0,0.0,-10989.091105359375,39.15544808085992,9.78886202021498,0.8134909356063542,0.0013345960311544694,0.00033364900778861734
-37,ethanolAA,gromacs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,0.48879268702858414,18.88738372413123,4.721845931032807,299.9842745059775,0.33296690752590247,0.08324172688147562,-5383.192305854824,30.97299823399313,7.743249558498283,0.7956309742518117,0.0003515280944911218,8.788202362278045e-05
+37,ethanolAA,gromacs,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,2.405239834934696,12.911429356891174,3.2278573392227936,300.01126727002986,0.32422977927389857,0.08105744481847464,-5380.647206001551,22.695341097610306,5.673835274402577,0.7956233378115081,0.00036260222117529743,9.065055529382436e-05
 41,ethanolAA,gomc,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,73.82676037295047,229.41972307688044,57.35493076922011,280.0,0.0,0.0,-1316410.1096084896,4920.244044398107,1230.0610110995267,0.8131313624791041,0.0014130531794989858,0.00035326329487474646
-45,ethanolAA,lammps-VU,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-7.467739908959722,269.38193292433175,67.34548323108294,300.015323409767,0.06284411712385393,0.015711029280963483,-4854.502013981132,7.4790355370920905,1.8697588842730226,0.7954329437061574,0.0002927443340395005,7.318608350987512e-05
-49,ethanolAA,gomc,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,187.7324407434529,235.43716134138512,58.85929033534628,320.0,0.0,0.0,-982220.6171556511,3957.009782240972,989.252445560243,0.7680116167513229,0.0011735365258760796,0.0002933841314690199
-51,ethanolAA,hoomd,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,670.7770420599928,4480.434574077588,1120.108643519397,280.00804607872556,0.12654941147904664,0.03163735286976166,-6744.059667433118,311.4286143203445,77.85715358008612,0.814962736060654,0.0009422609413402352,0.0002355652353350588
-52,ethanolAA,mcccs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,125.21204106083076,145.75684610579142,36.439211526447856,320.0,0.0,0.0,-8217.886733415391,22.632590743446148,5.658147685861537,0.7683967713807014,0.0008251837054924887,0.00020629592637312218
+45,ethanolAA,lammps-VU,300.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,-106.99240501529107,379.58742346806423,94.89685586701606,300.0094306556304,0.056336128005403066,0.014084032001350767,-4856.021019873646,6.144061404520532,1.536015351130133,0.7954595555073519,0.00017465346321123896,4.366336580280974e-05
+49,ethanolAA,gomc,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,187.7324407434529,235.43716134138515,58.85929033534629,320.0,0.0,0.0,-982220.6171556511,3957.009782240972,989.252445560243,0.7680116167513229,0.0011735365258760796,0.0002933841314690199
+51,ethanolAA,hoomd,280.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,83.65637634267397,518.1092286596833,129.5273071649208,279.99340107482897,0.02386642422561283,0.005966606056403208,-6541.843237864434,9.993788073329387,2.498447018332347,0.8145008873068461,0.00010759273174640664,2.689818293660166e-05
+52,ethanolAA,mcccs,320.0,101.325,NPT,oplsaa,hard,energy_pressure,1.0,125.21204106083074,145.7568461057914,36.43921152644785,320.0,0.0,0.0,-8217.88673341539,22.632590743446276,5.658147685861569,0.7683913005838312,0.0008251778303865455,0.00020629445759663638
diff --git a/reproducibility_project/aggregate_summary/aggregate_summary_methaneUA.csv b/reproducibility_project/aggregate_summary/aggregate_summary_methaneUA.csv
index d09cc0a2..8b340fbb 100644
--- a/reproducibility_project/aggregate_summary/aggregate_summary_methaneUA.csv
+++ b/reproducibility_project/aggregate_summary/aggregate_summary_methaneUA.csv
@@ -1,7 +1,7 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-22,methaneUA,lammps-VU,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1.3727125266159015,0.1451022781692951,0.03627556954232378,140.0187312234737,0.06909822894426526,0.017274557236066315,-5699.011530679262,0.8883769467881574,0.22209423669703934,0.37597173850147536,5.600563041526528e-05,1.400140760381632e-05
-25,methaneUA,hoomd,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1313.6256886675899,54.56001389414809,13.640003473537023,139.98810848678062,0.02789268211118877,0.006973170527797192,-5698.725201951535,0.6103091268099518,0.15257728170248794,0.3759534543582492,4.223753591654779e-05,1.0559383979136947e-05
+22,methaneUA,lammps-VU,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1.3668039930104023,0.12963617587472182,0.032409043968680454,140.02781977429845,0.06961489857032642,0.017403724642581605,-5698.7413728977035,0.8557644608484989,0.21394111521212472,0.3759611908953642,4.435796206346811e-05,1.1089490515867028e-05
+25,methaneUA,hoomd,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1319.4610440258425,42.51767233912304,10.62941808478076,139.9906506732986,0.025606914855120334,0.006401728713780083,-5698.7678346225,0.5250798151353567,0.13126995378383918,0.3759553573225096,3.49114605521321e-05,8.727865138033025e-06
 27,methaneUA,gomc,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1301.81422061616,58.83067456113999,14.707668640284998,140.0,0.0,0.0,-685093.8421600625,208.00218845104496,52.00054711276124,0.3757889993377083,0.00011691176661201252,2.922794165300313e-05
 39,methaneUA,cassandra,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1292.1047136521488,31.592770246951666,7.8981925617379165,140.0,0.0,0.0,-5695.189620521354,2.915553296563871,0.7288883241409677,0.3757235620453125,0.0001751962404427804,4.37990601106951e-05
-54,methaneUA,mcccs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1285.4831025069893,37.20743432388115,9.301858580970288,140.0,0.0,0.0,-5695.738792702148,3.029363327288005,0.7573408318220013,0.37575936057731646,0.00018371373850279828,4.592843462569957e-05
-55,methaneUA,gromacs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,13.588645423936484,1.0591647556941834,0.26479118892354586,140.00376846643206,0.051552152017493635,0.012888038004373409,-5698.862840276335,1.6907945007949114,0.42269862519872786,0.3759555197390835,5.592110954235338e-05,1.3980277385588345e-05
+54,methaneUA,mcccs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,1285.4831025069893,37.20743432388115,9.301858580970288,140.0,0.0,0.0,-5695.738792702148,3.029363327288005,0.7573408318220013,0.37575936057731646,0.0001837137385027993,4.592843462569983e-05
+55,methaneUA,gromacs,140.0,1318.0,NPT,trappe-ua,hard,energy_pressure,1.4,13.366359502094982,0.8733651897941064,0.2183412974485266,140.00397730808072,0.05180255592573789,0.012950638981434472,-5698.715231630187,1.0664498856306037,0.26661247140765093,0.3759573327670739,5.478411950749435e-05,1.3696029876873588e-05
diff --git a/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-constrain_bonds.csv b/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-constrain_bonds.csv
index df87c050..6a21b2b3 100644
--- a/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-constrain_bonds.csv
+++ b/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-constrain_bonds.csv
@@ -1,6 +1,6 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
 7,pentaneUA-constrain_bonds,gomc,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1402.1451191031786,122.33555496765892,30.58388874191473,372.0,0.0,0.0,-289476.5306132031,695.9399642321441,173.98499105803603,0.540849320879125,0.0005165323368682392,0.0001291330842170598
-9,pentaneUA-constrain_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,14.357145017690527,3.1597071853930756,0.7899267963482689,371.96957083362616,0.1266716916298173,0.03166792290745433,-2425.9794197016618,6.719675700234463,1.6799189250586157,0.5419011696532579,0.00032131570087705043,8.032892521926261e-05
-23,pentaneUA-constrain_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1384.849960890102,161.50869416714798,40.377173541786995,371.9813495927463,0.07157094608209967,0.017892736520524918,-2422.8959021289934,2.2316870527198835,0.5579217631799709,0.5416574660552227,0.00013949047379420166,3.4872618448550415e-05
-32,pentaneUA-constrain_bonds,mcccs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1405.6732120732916,62.34335707970884,15.58583926992721,372.0,0.0,0.0,-2417.163109475033,4.053145602623963,1.0132864006559907,0.5410886453415661,0.00034612068389815707,8.653017097453927e-05
-48,pentaneUA-constrain_bonds,cassandra,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1348.1548122757595,70.96284002873007,17.740710007182518,372.0,0.0,0.0,-2423.008360798958,8.612346519187353,2.1530866297968383,0.541189253940625,0.0008495282868671981,0.00021238207171679952
+9,pentaneUA-constrain_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,13.719782841107865,2.4999849573567596,0.6249962393391899,371.96862981453387,0.12374673503118365,0.030936683757795912,-2424.841930856993,3.7319849756230785,0.9329962439057696,0.5419106091623472,0.00029295398113316184,7.323849528329046e-05
+23,pentaneUA-constrain_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1401.0486089437786,121.70542529812478,30.426356324531195,371.977824827842,0.060515859399537374,0.015128964849884343,-2422.405495644851,1.8321299305191419,0.45803248262978546,0.5416387978239146,0.00013790426503226062,3.4476066258065156e-05
+32,pentaneUA-constrain_bonds,mcccs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1405.6732120732916,62.34335707970884,15.58583926992721,372.0,0.0,0.0,-2417.163109475033,4.0531456026239985,1.0132864006559996,0.5410886453415661,0.0003461206838981674,8.653017097454186e-05
+48,pentaneUA-constrain_bonds,cassandra,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1348.1548122757595,70.96284002873008,17.74071000718252,372.0,0.0,0.0,-2423.008360798958,8.612346519187353,2.1530866297968383,0.541189253940625,0.0008495282868671981,0.00021238207171679952
diff --git a/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-flexible_bonds.csv b/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-flexible_bonds.csv
index 99421086..29bd6de6 100644
--- a/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-flexible_bonds.csv
+++ b/reproducibility_project/aggregate_summary/aggregate_summary_pentaneUA-flexible_bonds.csv
@@ -1,4 +1,4 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-8,pentaneUA-flexible_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,17.49920310190135,13.276552718944716,3.319138179736179,372.0263139499642,0.13134130495187382,0.032835326237968455,-499.8800451010373,10.719653087484343,2.6799132718710856,0.5339952516891766,0.001211795303466543,0.00030294882586663575
-20,pentaneUA-flexible_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1131.9989328054967,379.4199257278238,94.85498143195595,371.98529055816607,0.07766550766568893,0.019416376916422232,-344.570792844545,3.511947951179613,0.8779869877949033,0.5174152365081742,0.0004982751667635888,0.0001245687916908972
-44,pentaneUA-flexible_bonds,lammps-VU,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,928.9680976970318,2861.1272486888683,715.2818121722171,371.9753474023654,0.20884629272470256,0.05221157318117564,-452.67791782923,15.456058650662392,3.864014662665598,0.5432271222473475,0.0018561358209731838,0.00046403395524329596
+8,pentaneUA-flexible_bonds,gromacs,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,15.694287221113745,8.76133483613519,2.1903337090337973,372.01296555264145,0.0911251390329177,0.022781284758229426,-500.1401069183823,11.062545438199734,2.7656363595499336,0.5340092013808542,0.0011920816750553582,0.00029802041876383955
+20,pentaneUA-flexible_bonds,hoomd,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1289.6930188936503,319.778438436863,79.94460960921575,371.98338992635604,0.05317306815480775,0.013293267038701937,-342.47098063711303,3.778459912830272,0.944614978207568,0.5172186182304973,0.00048029371578513897,0.00012007342894628474
+44,pentaneUA-flexible_bonds,lammps-VU,372.0,1402.0,NPT,trappe-ua,hard,energy_pressure,1.4,1266.6134941603489,1265.812779724371,316.45319493109275,371.96930215402466,0.09421189134774594,0.023552972836936484,-450.27720369606845,7.579215955536027,1.8948039888840067,0.543067976189144,0.0009380837020355204,0.0002345209255088801
diff --git a/reproducibility_project/aggregate_summary/aggregate_summary_waterSPCE.csv b/reproducibility_project/aggregate_summary/aggregate_summary_waterSPCE.csv
index a5f0f492..08880c2e 100644
--- a/reproducibility_project/aggregate_summary/aggregate_summary_waterSPCE.csv
+++ b/reproducibility_project/aggregate_summary/aggregate_summary_waterSPCE.csv
@@ -1,19 +1,19 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-1,waterSPCE,gomc,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,244.26521875101412,486.27808815879854,121.56952203969963,280.0,0.0,0.0,-6340788.739425104,3976.241470428791,994.0603676071978,1.0068742335552554,0.001648215174777416,0.000412053793694354
-2,waterSPCE,lammps-VU,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.16998731051498572,1.1940528586039505,0.2985132146509876,299.9855307249328,0.14238807715866109,0.03559701928966527,-51251.07075384754,5.842480086362603,1.4606200215906509,0.9979992850805295,0.00022483770202246937,5.6209425505617344e-05
-4,waterSPCE,hoomd,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,110.81173303877634,313.16653012483397,78.29163253120849,319.98089167099533,0.04517858245217792,0.01129464561304448,-50012.80239361345,2.04445753411003,0.5111143835275075,0.9861952975315864,8.196691241967316e-05,2.049172810491829e-05
-6,waterSPCE,lammps-VU,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,-0.2966353234737142,1.093580601208382,0.2733951503020955,280.0449006680848,0.1109876819501365,0.027746920487534125,-52633.59478870424,7.216325148521126,1.8040812871302816,1.0068795721825756,0.00022887788622402054,5.7219471556005136e-05
+1,waterSPCE,gomc,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,244.26521875101415,486.27808815879854,121.56952203969963,280.0,0.0,0.0,-6340788.739425104,3976.241470428791,994.0603676071978,1.0068742335552554,0.001648215174777416,0.000412053793694354
+2,waterSPCE,lammps-VU,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.24117318493603568,1.0560145283327973,0.2640036320831993,299.9938962449082,0.10987861151377616,0.02746965287844404,-51251.899921556105,3.6469014841772656,0.9117253710443164,0.9980337444024185,0.0001556803220753797,3.892008051884493e-05
+4,waterSPCE,hoomd,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,119.41776305496242,252.65795219868875,63.16448804967219,319.99249746332805,0.03920352224026088,0.00980088056006522,-50013.4844547619,1.8785149423595273,0.46962873558988183,0.9862010961303654,6.294108380510318e-05,1.5735270951275794e-05
+6,waterSPCE,lammps-VU,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,-0.2738331965223292,0.7702602115991498,0.19256505289978745,280.0319273367868,0.07414120057878668,0.01853530014469667,-52632.201070114905,4.595596675720584,1.148899168930146,1.0068703746677388,0.00019301764270053862,4.8254410675134655e-05
 10,waterSPCE,cassandra,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,1293.3043386698992,417.36484527125964,104.34121131781491,300.0,0.0,0.0,-51379.15346841146,42.316777614883044,10.579194403720761,0.9977600488186458,0.0015610423999860754,0.00039026059999651885
-11,waterSPCE,lammps-VU,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.18501473068641294,1.0558209112352044,0.2639552278088011,320.0692139275947,0.1186647097934372,0.0296661774483593,-49918.14367100615,7.612600465388096,1.903150116347024,0.9863388500911472,0.0002236567788209163,5.591419470522907e-05
-12,waterSPCE,mcccs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,40.94032430123439,290.9237632548933,72.73094081372332,300.0,0.0,0.0,-51372.92750162073,24.83603510232078,6.209008775580195,0.9976900972219754,0.0014884030415944517,0.00037210076039861294
-14,waterSPCE,mcccs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,303.3844435841953,345.6969729445008,86.4242432361252,320.0,0.0,0.0,-50038.08679541565,17.800001311564895,4.450000327891224,0.9861189179504494,0.0009031130185577517,0.00022577825463943792
-18,waterSPCE,gromacs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.9066718454524352,4.981667918835428,1.245416979708857,279.9817103359171,0.11592430801449954,0.028981077003624886,-52755.273195048125,3.1387680812266017,0.7846920203066504,1.0067388050894401,0.00015772484647609355,3.943121161902339e-05
+11,waterSPCE,lammps-VU,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.2582995697808517,0.8425285676795808,0.2106321419198952,320.0475587779906,0.12068547636449048,0.03017136909112262,-49918.16003282364,5.552253493745803,1.3880633734364507,0.9863193129680174,0.0001560741854187376,3.90185463546844e-05
+12,waterSPCE,mcccs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,40.94032430123439,290.9237632548933,72.73094081372332,300.0,0.0,0.0,-51372.92750162074,24.836035102320796,6.209008775580199,0.9977080406908346,0.0014884298105417109,0.0003721074526354277
+14,waterSPCE,mcccs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,303.3844435841953,345.6969729445008,86.4242432361252,320.0,0.0,0.0,-50038.08679541565,17.80000131156517,4.450000327891292,0.9861366533115048,0.000903129261056718,0.0002257823152641795
+18,waterSPCE,gromacs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,0.8011580011268256,4.899004434525583,1.2247511086313958,279.99071443111893,0.09048302222311,0.0226207555557775,-52755.654337101325,3.0649767707738427,0.7662441926934607,1.0067314775410092,0.0001433758029544535,3.5843950738613375e-05
 28,waterSPCE,cassandra,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,894.7482530099298,453.85602993020086,113.46400748255022,280.0,0.0,0.0,-52760.70804746354,52.760896766415755,13.190224191603939,1.006571282883802,0.0016548982545020307,0.0004137245636255077
-29,waterSPCE,gromacs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,2.078137808115704,5.0032406767093,1.250810169177325,300.03317599214233,0.10531469548206666,0.026328673870516666,-51379.23613949193,5.093489371990191,1.2733723429975476,0.997872222479935,0.00010611411405899197,2.6528528514747992e-05
+29,waterSPCE,gromacs,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,2.874773177116591,5.267779478356375,1.3169448695890937,300.0236023332901,0.08489503991896918,0.021223759979742296,-51378.43072269335,3.818500390210729,0.9546250975526822,0.9978686019548105,0.00010100209987912215,2.5250524969780538e-05
 30,waterSPCE,gomc,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,311.771610490875,506.6753819510162,126.66884548775406,300.0,0.0,0.0,-6173561.208366301,2376.258731989235,594.0646829973088,0.9978894387415365,0.001193495558743343,0.00029837388968583574
 38,waterSPCE,gomc,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,265.9610005581678,422.41258608670194,105.60314652167548,320.0,0.0,0.0,-6018771.941017188,2242.8561646967696,560.7140411741924,0.9861967911254947,0.0008218002333186185,0.00020545005832965462
-40,waterSPCE,hoomd,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,194.91750054133547,411.6292303202756,102.9073075800689,280.00341434418567,0.04532907761938108,0.01133226940484527,-52730.11678358271,1.91105722505701,0.4777643062642525,1.0066353645694792,0.00010969719211005345,2.7424298027513364e-05
-42,waterSPCE,hoomd,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,-21.23199265342749,307.8657959319329,76.96644898298322,299.98668643594584,0.050072667569492295,0.012518166892373074,-51350.29249116565,2.4997821689047437,0.6249455422261859,0.9977833809686776,0.00010887760015455413,2.7219400038638532e-05
+40,waterSPCE,hoomd,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,158.85804666412733,276.8141347348384,69.2035336837096,279.9953258656329,0.03458129952028275,0.008645324880070688,-52730.08360803572,1.2939640239080539,0.32349100597701347,1.0066162688090134,8.702649241643112e-05,2.175662310410778e-05
+42,waterSPCE,hoomd,300.0,101.325,NPT,spce,hard,energy_pressure,0.9,54.132472424124934,243.46166995605276,60.86541748901319,299.9929111345091,0.037586828736671574,0.009396707184167893,-51350.49079910714,2.012482815280332,0.503120703820083,0.997783511281102,6.954787900581025e-05,1.7386969751452564e-05
 46,waterSPCE,cassandra,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,1611.809087044453,424.9963730894812,106.2490932723703,320.0,0.0,0.0,-50044.8443921875,33.67203099257549,8.418007748143873,0.9868398030534375,0.0008948158905881561,0.00022370397264703904
-50,waterSPCE,gromacs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,2.3062657949715435,6.061200588175036,1.515300147043759,320.0216821083835,0.10481191431510796,0.02620297857877699,-50043.963560970675,4.371378596902638,1.0928446492256596,0.9863577172415943,0.00010183277621188933,2.5458194052972332e-05
-53,waterSPCE,mcccs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,204.29272122421872,243.5520606881196,60.8880151720299,280.0,0.0,0.0,-52757.41040095009,33.55521186928776,8.38880296732194,1.0070350288435113,0.0013873306261799707,0.0003468326565449927
+50,waterSPCE,gromacs,320.0,101.325,NPT,spce,hard,energy_pressure,0.9,1.9870373213489017,3.72541060969263,0.9313526524231575,320.01315067758844,0.08349443468274335,0.02087360867068584,-50043.19294109928,3.2920042741908535,0.8230010685477134,0.9863640656146114,8.944407134016268e-05,2.236101783504067e-05
+53,waterSPCE,mcccs,280.0,101.325,NPT,spce,hard,energy_pressure,0.9,204.29272122421872,243.55206068811964,60.88801517202991,280.0,0.0,0.0,-52757.41040095009,33.55521186928776,8.38880296732194,1.0070531403810825,0.001387355577338649,0.00034683889433466224
diff --git a/reproducibility_project/aggregate_summary/figures/benzeneUA_stacked_deviation_density.pdf b/reproducibility_project/aggregate_summary/figures/benzeneUA_stacked_deviation_density.pdf
index 7c706000..194d68f5 100644
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diff --git a/reproducibility_project/aggregate_summary/figures/ethanolAA_stacked_deviation_density.pdf b/reproducibility_project/aggregate_summary/figures/ethanolAA_stacked_deviation_density.pdf
index ccae7def..809ac402 100644
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diff --git a/reproducibility_project/aggregate_summary/figures/methaneUA_stacked_deviation_density.pdf b/reproducibility_project/aggregate_summary/figures/methaneUA_stacked_deviation_density.pdf
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diff --git a/reproducibility_project/aggregate_summary/figures/pentaneUA-constrain_bonds_stacked_deviation_density.pdf b/reproducibility_project/aggregate_summary/figures/pentaneUA-constrain_bonds_stacked_deviation_density.pdf
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diff --git a/reproducibility_project/aggregate_summary/figures/waterSPCE_stacked_deviation_density.pdf b/reproducibility_project/aggregate_summary/figures/waterSPCE_stacked_deviation_density.pdf
index fd406c62..65c6b745 100644
Binary files a/reproducibility_project/aggregate_summary/figures/waterSPCE_stacked_deviation_density.pdf and b/reproducibility_project/aggregate_summary/figures/waterSPCE_stacked_deviation_density.pdf differ
diff --git a/reproducibility_project/lrc_shift_subproject/subproject-analysis.py b/reproducibility_project/lrc_shift_subproject/subproject-analysis.py
index e6d3652d..81afdb71 100644
--- a/reproducibility_project/lrc_shift_subproject/subproject-analysis.py
+++ b/reproducibility_project/lrc_shift_subproject/subproject-analysis.py
@@ -109,7 +109,7 @@ def _determine_sampling_information(
             threshold_fraction=0.75,
             threshold_neff=100,
             strict=strict,
-            monte_carlo_override=False,
+            monte_carlo_override=True,
         )
 
 
diff --git a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/CombinedPlots.ipynb b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/CombinedPlots.ipynb
index b7751c32..8bc2e4ee 100644
--- a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/CombinedPlots.ipynb
+++ b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/CombinedPlots.ipynb
@@ -1,6 +1,7 @@
 {
  "cells": [
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "a347c015-cfca-42d9-97bf-3ee348cb8f11",
    "metadata": {
@@ -62,6 +63,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "61fd6d0a-86d8-46e0-bd3c-452f3d4106a6",
    "metadata": {
@@ -148,6 +150,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "04b86c27-c77c-4f80-a824-daddf24b1eb3",
    "metadata": {
@@ -198,6 +201,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "id": "d5864ef3-ea48-4a1f-aeef-57b9584a2a75",
    "metadata": {},
@@ -207,7 +211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 7,
    "id": "0185dd62-f431-48d6-b255-e895670062c6",
    "metadata": {
     "tags": []
@@ -215,7 +219,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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/4OAgzp07l8ux8uI+PT+uZeeR886lzn02dS4A1E/Nmw/vyYuh/uk8ct651LzPpuYFAAAAALKoZ9BkpVJp+LDJn/70p4nX1mq1ePPNNwuMpjyq1WpsbW0lWjs8PBzDw8MFR/Skubm5qFQqde2p5/MMAAAA7eqLw0X9XGK5VavVWF1dTbx+ZWWlwGjSnWdmZibxkFQAAADg8Wc/Bkt2Jp8BAKhP18HBwUGzgwAAACiDr371q/HgwYNEawcHB+N73/tezM7O1n2e5eXleOedd+K//uu/Yn9/v+79SZ09ezZu3LhR2PGPsrGxEa+88kqitZOTk7G0tFRwRE83NTWVeHhoT09PfPrppwVHdLjl5eWYmppKvH5wcLChw1tPnDiRuGFqV1dX3L17N/r7+wuOqr3JOc8991xkffTX1dUVf/nLX3KKqBg7Ozvx4osv1rWnt7c37t+/X0xAAFAiz6rNuru74+23305V2yY9/9jYWOJa+yi/+93vWuJ+0n16flzLziPnqHOfTp0LAPVT8+bHe/L8qX86j5yj5n06NS8AAAAAkEW1Wq1rEMXs7GzDh4xGPBxEUE/DvIWFhZieni4wova2vr4eY2NjidevrKzE+Ph4gRE93eLiYszMzNS1Z25urrB32QAAANBMtVotfvzjHz/1eU6lUomBgYHo7e2NmzdvRq1Wy3zO6enpWFhYyHwc6re1tRVnzpxJvL7RuZqYmEg8ALVSqcTdu3ejUqkUGxQAAAC0sWc9+8mTZz6tyWcAANIxZBQAACAHSRoqdnV1xWuvvRbvvvtubs0UNzY2YmpqKnEzx3r98pe/jJGRkUKOfZSkDSq7u7vjs88+a0BER6un2eOlS5fiypUrBUf0pHqa+zaj6We9jST7+vri3r17xQVUAnLOsWPHMjfZbuZw5KSGhobizp07idc3uukyALSzo+4nGjlwo54hBk9z/vz5uHbtWk4Rpec+PT+uZeeRc9S5h1PnAkA6at58eE9eDPVP55Fz1LyHU/MCAAAAAFlsb2/HqVOn6trzySefNGUQQDvF2upqtVqcPHmyriEjzW699MILL9Q9FOXjjz+OgYGBYgICAACABjtquMD4+HhcvHgxRkdHn3gWsrW1Ff/rf/2vTMNGDRtonlOnTsX29naitc0Y4lmr1eKFF15IvH58fDxWVlYKjAgAAADa07MGS1YqlRgYGIje3t64efNmpmc9j3jm01p8BgAgm+eaHQAAAEC7m5+ff2bz0t7e3rh7925cu3Yt10aPIyMjce/evfjlL38ZfX19uR33kampqdyP+SzLy8uJm8EODw8XHE0yr732WuK1//Ef/1FcIE9x7ty5xA1JIyJefvnlhjYkjYjo7++PwcHBxOt3d3eb8vlsF3JOxMO/e1rhGEVaXl6uqwnt2bNnNaEFgITOnTv31Kb2k5OTDRu2EhFx7969zDXvxsZGPsFk4D49P65l55FzItS5h1HnAkA6at58eE9eDPVP55FzItS8h1HzAgAAAABZTUxM1LV+enq6aUM7BwYGYnx8vK491Wq1oGjaW7VaravRYL3XvQg//OEP694zMzNTQCQAAADQHNVq9bEBA+Pj47G2thYHBwexsrIS4+Pjhz63GR4ebvjgSfJRrVYTDxiNaM6zu0qlEtPT04nXr66uxuLiYoERAQAAQHup1WpRrVbjhRdeeGK45Pj4eKysrMQnn3wSn3zySdy6dSvW1tY+//+e95SDzwAA5MOQUQAAgIz+5V/+5civnz9/Pu7fv19ok8dHTVTn5uaiq6srt+Pu7u7G8vJybsdLop5fbn3rrbcKjCS52dnZxGv39vZiZ2enwGget7GxEZubm3Xtef/99wuK5mjvvvtuXeuXl5cbei3bhZzzSB5Ntf/mb/4mh0iK84//+I+J154/f76hjeEBoJ3t7Ow89Z5yaWkplpaWGhzRw6ErPT09qffv7+839V7SfXp+XMvOI+c8os59nDoXANJR8+bHe/L8qX86j5zziJr3cWpeAAAAACCr9fX12NraqmtPs4d21js0cnFxse7vsey2t7frHuRw8eLFgqJJrp5hFY+sr6/H6upqAdEAAABAc1QqlZibm4tPPvkkVlZWYnR0tK59tI/t7e0nhko8yw9/+MOCojlavc8MZ2ZmolarFRMMAAAAtJlqtfrYM4Dx8fFYW1uLg4ODWFlZifHx8UMHSQ4PD8fdu3cNmSwBnwEAyIchowAAABlMTU3FgwcPnvr1S5cuxbVr1xoWz+zsbHzwwQfR3d2d2zHffPPN3I71LDs7O7G7u5tobVdXV0xOThYcUTIjIyN1Na19VsPdPF24cKGu9YODg4U2+j3KyMhI3Y0zX3vttYKiaV9yTp6ef/75ZofwVENDQ0f+HfxFk5OTDf37GADa3dPuuZaWlppah92+fTvT/kbWYl/mPj0/rmXnkXPypM4FANS8+fCevBjqn84j5+RJzQsAAAAA8Ff1Nv8fGBiIgYGBgqJJZnR0tO7GeM14p9XK0gyKTTqwpEiVSiVVHM0ejAsAAAB5qVar8cknn8Ts7GyqwQGvv/56/kFRmImJibrWT09PN22gxMDAQIyPj9e1xzMbAAAA+KtKpRJzc3PxySefxMrKSuKfj3i0j/bnMwAA2RkyCgAAkNLOzk7853/+51O/Pjk5GVeuXGlgRA+NjIzEZ599Vndzx6fZ39+P5eXlXI71LN///vcTr/3a175WYCT1+9u//dvEa69fv15gJH81Pz8f+/v7de159913C4ommbfeequu9Xfu3GnY57MdyDlfdPz48WaHUJgLFy7EnTt3Eq2dnJyMpaWlgiMCgPLY2dk59O/Zubm5pg5biYjo7++P8+fPp95/69atHKNJzn16flzLziPnfJE69yF1LgCkp+bNh/fkxVD/dB4554vUvA+peQEAAACAPKyvr8fW1lZde2ZmZgqKpj7T09N1rd/a2or19fWComkv29vbsbq6WteegYGBpg2o+LI0n8Ht7e1YXFwsIBoAAABorIGBgUz7K5VKy9T4HC3Ns7tmD+2s97nN4uJi3d8jAAAAlFG1Wo1PPvkkZmdnUz27ef311/MPiobyGQCAfHQdHBwcNDsIAACAdnTu3LnY3Nw89Gvnz5+Pa9euNTiiJx07dqzuppSHGRwcjNu3b+cQ0dHqibe3tzfu379fcETJTU1NJW6O2dXVFX/5y18Kjqj+/Hd3d8dnn31WYETJPPfcc1HP44qenp749NNPC4yofcg5X3ThwoXMQ41b5e+zL5qfn0/8A+CXLl1qSiNzAGhnQ0NDTzR8b7W/U+u9f3ykWXWk+/T8uJadR875InVu6/2dDADtRs2bD+/Ji6H+6TxyzhepeVvv72QAAAAAoH2dOXOm7ib+n3zySUsMotja2oozZ87UtWd4eDhu3bpVUETto1qtxvz8fF17xsfHY2VlpaCI6tfV1VX3noGBgfj4448LiAYAAADaS5pnQhER09PTsbCwUEBEHKbePLXKs48XXngharVa4vWe2QEAAEA+6q3JH/HMpzx8BgAg4rlmBwAAANCuntY4tbe3t2Wa9t2+fTvVLxZ+2Zeb7RZhZ2enrgaaX//61wuMpn7f+MY3Eq89ODiInZ2dAqN52Kix3sa5Y2NjBUVTn5dffrmu9fv7+3X/AnAZyTmdYHl5WRNaACjQzs7OE/Xf4OBgy/2d+tprr6Xal8dwkXq5T8+Pa9l55JxOoM4FgMZR8+bHe/L8qX86j5zTCdS8AAAAAEAzrK+v1z1MYmBgoCUGjEY8HD5QbyxbW1upBmiUzeLiYt176n3vUbTR0dG692xvb8fq6moB0QAAAEB76e3tbXYIPEOaZ3czMzMFRVOf6enputZvbW3F+vp6QdEAAABA5xgYGGh2CDSZzwAAGDIKAACQytTU1KF/3tXV1VK/kNnf3x8/+9nPcjnW8vJyLsd5ml/96leFHr9o9QwZjSj++/3Rj35U95533303/0BSeOutt+rek+b7LRs558vK9gPwGxsb8cYbbyRaqwktAKTz/e9//7F/7unpidu3bzcpmqebnZ1Nte9//ud/co7k2dyn58e17Dxyzpepc9W5AJCFmjcf3pMXQ/3TeeScL1PzqnkBAAAAgHzMzc3VvWd8fLyASNJLM2iyWq0WEEn7WF1djVqtVve+4eHh/IPJYGxsLNW+H//4xzlHAgAAAO2nUqk0OwSeIc0zrHqHexbl4sWLde/p9Gd2AAAAkIey/e4l9fMZAABDRgEAAFL5P//n/xz65//8z/8c/f39DY7maJOTk3H+/PnMxym6eer169frWv+nP/2poEjSOXv2bF3rd3d3C4okYn5+Pvb39+va093d3TKf3cnJyejq6qprz/7+fkMa/LYqOafsNjY24tVXX42Dg4NnrtWEFgDSW1tbe+yfr1271qRIjjYyMhLd3d1170tyL5En9+n5cS07j5xTdupcAGg8NW8+vCfPn/qn88g5ZafmBQAAAACapVarxfr6et370g52LEqagQXr6+uxvb1dQDTt4b333ku176WXXso5kmzSDJiNiNja2uro/AMAAACtb319Pba2turaMzAw0DLDY4eHh+uOZWtrq+7vGQAAAHhcqzwboHl8BgDAkFEAAIC6bWxsHNrwsa+vr2Ub3127dq3uJo9fduPGjZyiOdytW7fqWr+3t1dQJO1vbm6u7j3Dw8MFRJLe3/7t39a956233iogkvYg55SZJrQA0Bjz8/Px4MGDz/95cnIyRkZGmhfQM7Ta/exh3Kfnx7XsPHJOmalzAaDx1Lz58J68GOqfziPnlJmaFwAAAABopsXFxVT70g52LEraeBYWFnKOpH2srq7WvadSqbRcE8Is74Q6Of8AAABA60vz87Pj4+MFRJJemud21Wq1gEgAAAAAAIBOYsgoAABAnebn5w/981//+tcNjqQ+r732Wqb9n3zySU6RHO5Pf/pTXes/++yzgiJpbzs7O6kGsH73u98tIJr0Ll68WPeevb292NjYyD+YFifnG/kHQ8vQhBYAGuedd975/P/39PTE0tJSE6N5tm9+85t178k6VKQe7tM3covBtdzIP5gWJ+cb+QdDy1DnAkBzqHnz4T15/tQ/G/kH0+LkfCP/YGgZal4AAAAAoNnSDFnMMtSxKJVKJQYGBurel3bIartbX19Pte+ll17KOZJ8pP1Mdmr+AQAAgNZXq9VSPcMZGxsrIJr00vz87Pr6emxvbxcQDQAAAAAA0CkMGQUAAKjT2traE3929uzZ6O/vb0I0yV27di1Tc9kkTQAb6cGDB7Gzs9PsMD63ublZ1/qzZ88WEsf3v//9VPtmZ2dzjiSbt956K9W+arWacyStT847L+edYnl5WRNaAGiQnZ2d2N3d/fyfr1271sRokvnWt75V956vfOUrBURyOPfp+d2nu5adV/PIeeflvFOocwGgOdS8+fGePH/qn86rf+S883LeKdS8AAAAAECzbW1tpWrWPzo6WkA02aUZNJl2WEO7W1lZSbWvUqnkG0hO0n4ma7VabG1t5RwNAAAAQHaLi4up9rXas7u08SwsLOQcCQAAAAAA0EkMGQUAAKjDxsZGPHjw4Ik/f//995sQTf1efvnlTPs3NjbyCeQQ+/v7de/5l3/5lwIiSecPf/hDXetPnjxZSByHNfd9lp6engIiyaa/vz+6u7vr3veb3/ymgGham5x3Xs47wfLyckxNTWlCCwAN8s4773z+/8+ePRsjIyPNCyahvr6+uvd84xvfKCCSw7lPz+8+3bXsvJpHzjsv551AnQsAzaPmzYf35Bv5BPIl6p/Oq3/kvPNy3gnUvAAAAABAK0jbqD/re6SijI2NpdrXiQMLbt68mWpfb29vzpHkI8tn8r333ssxEgAAAIB8pHlmNTw8XEAk2VQqlRgYGKh7X9ohqwAAAAAAABGGjAIAANTlf//v//3En50/fz76+/ubEE39vvvd72bav7u7m1MkT0rTGLPIoaf1un37dl3ri/jMLC8vH9rc91n+/u//PvdY8pCmGfLBwUHMz88XEE1rkvPOy3knmJ+fj6mpqURrNaEFgHxcuXIlfve738WlS5fixo0bzQ4nkW9/+9t17/nWt75VQCRPcp+e3326a9l5NY+cd17OO4E6FwCaS82bD+/J839Prv7pvPpHzjsv551AzQsAAAAAtIr3338/1b5WHFYQEfHSSy+l2re6uppzJK1va2sr1b5KpZJvIDlJM6jikU7MPwAAANDatra2Ynt7u+59o6OjBUSTXZrnibVaLdbX1wuIBgAAAAAA6ASGjAIAANTh+vXrj/1zV1dXXLt2rUnR1G92djbT/iKHjP7N3/xN3Xt2d3djZ2engGjq9+GHHyZem2agahL/+q//mmpfmkbFjTAyMpJq3zvvvJNvIC1Mzh/qpJyX3eXLl6NarSZaOzc3pwktAOSov7+/rf5uvXv3bt170t5v1st9+kN53Ke7lg91Us0j5w91Us7LTp0LAK1BzZud9+T5vydX/zzUSfWPnD/USTkvOzUvAAAAANAqtra2olarpdqbZaBjkbIMP007dLMdZfleT506lWMk+cmS++3t7dT/LgAAAAAUYWFhIdW+l19+OedI8jE2NpZqX9rrAAAAAAAAYMgoAABAHfb29h7751b9YbSj9Pb2NjuEXL3++uvNDiEiIn7/+98nXtvf319IDL/97W9T7fuHf/iHnCPJx/nz51PtK3IYbquR84c6KedlduHChbh69WqitXNzc5kbggMA7W1zc7Ou9V1dXQ27f3Cf/lAe9+mu5UOdVPPI+UOdlPMyU+cCAGm1Ys3rPXn+1D8PdVL9I+cPdVLOy0zNCwAAAAC0kvX19VT7sgxzbIS0A1Dfe++9nCNpXTdv3ky9t9XeH35RpVJJvTftvw8AAAAARXj//fdT7WvVZ3cvvfRSqn2rq6s5RwIAAAAAAHQKQ0YBAAASWl5efuLP0v4QWzOlbfRYtJMnT6bat7m5GTs7OzlHU5+NjY04ODhIvP7ChQu5x7C8vFxXDF80MjKSbzA5mZycTL33sH9fy0bOH9cJOS+zc+fOxfXr1xOt1YQWAIiI+PDDD+ta/3d/93cFRfI49+mPy3Kf7lo+rhNqHjl/XCfkvMzUuQBAFq1W83pPnj/1z+M6of6R88d1Qs7LTM0LAAAAALSatEM10w4EaJS0Q0Y7aWDBxx9/nHpvlkGeRUub+4iItbW1HCMBAAAASG9raytqtVqqvVmejxQpy/DTra2tHCMBAAAAAAA6hSGjAAAACX25yWFfX1/09/c3KZr0vvWtb6Xee/bs2RwjeVyWxpivvfZafoGkUK1W61r/1ltv5R5D2iacPT09OUeSr+7u7lT73nnnnZwjaT1y/rhOyHlZDQ0NxebmZqK1mtACAI/s7e3Vtf7//X//34IieZz79MdluU93LR/XCTWPnD+uE3JeVupcACCrVqt5vSfP/z25+udxnVD/yPnjOiHnZaXmBQAAAABaTa1WS92c/9SpUzlHk6+0Awu2t7dTD29oN9vb26n39vb25hhJvrIM0bh582aOkQAAAACkt76+nmpflkGejZD22c17772XcyQAAAAAAEAnMGQUAAAgoRs3bjz2z3Nzc02KJJu+vr7Ue0+ePJljJI+7ePFi6r137tyJ+fn5HKOpTz2/iDw4OFhI092NjY1U+1q9AfDzzz+fal/aXw5vJ3L+uE7IeRkdP3487ty5k2itJrQAwBd9+OGHidf29fXF5ORkgdH8lfv0x2W5T3ctH9cJNY+cP64Tcl5G6lwAIA+tVvN6T57/e3L1z+M6of6R88d1Qs7LSM0LAAAAALSitIMKIlp/WEGWIahZrks7yTJkdG9vL8dI8pVlyKj3MAAAAECrSDtU86WXXso5knylfXazurqacyQAAAAAAEAnMGQUAAAgoa2trZibm4uzZ8/G4OBgwwaU5C1L89QiG1j29/dHV1dX6v0/+MEPYmdnJ8eIkpmfn48HDx4kXv/uu+/mHsPOzk7s7++n2lvk4Ng8nD59OtW+Bw8eNOXz0Chy/qSy57xsdnZ24tixY4l/IV8TWgDgy3Z3dxOvXVpaKjCSv3Kf/qS09+mu5ZPKXvPI+ZPKnvOyUecCAHlqtZrXe/J835Orf55U9vpHzp9U9pyXjZoXAAAAAGhla2trqfdmGeTYCFniy3Jd2kmWIaO1Wi2/QHJ2/PjxTPuzXBcAAACAPNRqtdja2kq199SpUzlHk6/h4eFU+7a3t1v6mRQAAAAAANCaDBkFAABIqL+/P2ZnZ+PGjRtx+/btZoeT2sjISLNDeKqXX3459d6Dg4PUP4CXxY9+9KPEa/v6+gq5/u+8807qva38eYiI+OY3v5l6b5br0urk/HBlznmZ7OzsxOnTpxM3U9aEFgD4svn5+cRrz58/37B7YPfph0tzXVzLw5W55pHzw5U552WizgUA8tSKNa/35PlS/xyuzPWPnB+uzDkvEzUvAAAAANDq1tfXU+8t85DRmzdv5hhJOe3t7TU7hKfK+tlMO8ADAAAAIC9Znts1o4dYPbIMQc1yXQAAAAAAgM5kyCgAAACJ9PT0FH6Oubm5TPv39vbixIkTOUXzbJcvX07cSLGrqyt+/etfFxLHtWvXUu89e/ZsjpHk71vf+lbqvVmuS6uT88OVOedlsbGxEadPn44HDx4kWq8JLQBwmH//939PtK63t7eh94ju0w+X5rq4locrc80j54crc87LQp0LAOStVWveTpb3e3L1z+HK/HmW88OVOedloeYFAAAAANrB9vZ2s0MoTJZBk50yZLJWqzU7hEJUKpVM+8v87wUAAADQHtbW1lLvzfJcrBGyxJflugAAAAAAAJ3JkFEAAAAS6e/vL/wcIyMjmZu07u7uxrlz53KK6Gg/+clPEq/953/+58Ku4UcffZR678jISH6BFCBL09SdnZ0cI2ktcn64Mue8DJaXl+PVV1/VhBYAyOy3v/3tM9d0d3c3vEGS+/TDpblPdy0PV+aaR84PV+acl4E6FwAoQqvWvJ0s73e86p/Dlbn+kfPDlTnnZaDmBQAAAADaQZZ3Zq0+qOCRLMMmvVM8WisPKO3t7c20/+OPP84pEgAAAIB01tfXU+9t9Wd3WeK7efNmjpEAAAAAAACdwJBRAACADpO2UeOZM2dyjuRwP/rRjzIfY3NzMy5cuJA9mCOcOHEiDg4OEq3t6+uLK1euFBZL0qaO7ShL09T9/f38Amkxcn64Mue83c3Pz8fU1FTi/24uLS1pQgsAHOrChQvPvKfo6uqKtbW13IeAPIv79MOluU93LQ9X5ppHzg9X5py3O3UuAFCEVq55y6BV3pOrfw5X5vpHzg9X5py3OzUvAAAAANAusjTkb/VBBY8YWFCc+/fvNzuEp8oyXDYiYnt7O59AAAAAAFIq8/OJLM/stra2cowEAAAAAADoBIaMAgAAdJi7d++m2vdP//RPOUdyuNnZ2ejt7c18nOvXr8e5c+dyiOhJly9fjt3d3URre3t74969e4XEERGxvLycem93d3eOkRSnq6sr9d4s16dVyfnRypjzdnf58uWoVquJ1y8tLcXk5GSBEQEA7WpnZyeuX79+5Jqurq744IMPMg04SMN9+tHquT6u5dHKWPPI+dHKmPN2p84FAIrQyjVvWbTCe3L1z9HKWP/I+dHKmPN2p+YFAAAAANrJrVu3Uu9tlyGjWX7PMsv16QS1Wq3ZITxV1t+v3dvbyykSAAAAgPplGaTZLs/tKpVK6r0GjQIAAAAAAPUwZBQAAKDDJB2O+UVdXV0NbVb785//PJfjbG5uxokTJ3I51iPLy8tx9erVRGt7enri/v37uZ7/y57VbPgozz//fI6RFOdrX/ta6r1Zrk+rkvOjlTHn7WxqairxfzMjNKEFAI72+uuvH/n1Zg5bcZ9+tHquj2t5tDLWPHJ+tDLmvJ2pcwGAorRyzVsWrfCeXP1ztDLWP3J+tDLmvJ2peQEAAACAdrO+vp56b5YhAI2UZajC9vZ2jpGUTytfn6yfz1b+3gAAAIDyu3nzZuq97TJkNEucWa4PAAAAAADQeQwZBQAA6DBpmqf+3d/9XQGRPN3IyEicP38+l2Pt7u7G8ePHcznWxsZGvPHGG4nW9vT0xKeffprLeY9y69at1Hu//vWv5xhJcXp6elLvzXJ9WpWcH62MOW9XFy5ciOXl5cTrNaEFAI6yvLwcm5ubT/16d3d33L17t2nDVtynH62e6+NaHq2MNY+cH62MOW9X6lwAoCitXvOWRSu8J1f/HK2M9Y+cH62MOW9Xal4AAAAAoB1lGaSY1+8bFi3LsMlOGFbg+hyuVqs1OwQAAACgg2X5+dB2GTLa29ubeq+fnwUAAAAAAOphyCgAAECH2djYqHvP9773vfwDeYZr165FX19fLsfa29uLr371q6m+90c2Njbi1VdfjYODg2eu7evra8iA0YiIjz76KPXe559/PsdIipOleep///d/5xhJa5Dzo5Ux5+1oaGgorl+/nni9JrQAwFF2dnbijTfeeOrX+/r64rPPPov+/v4GRvU49+lHq+c+3bU8WhlrHjk/Whlz3o7UuQBAUdqh5i2LVnhPrv45WhnrHzk/Whlz3o7UvAAAAABAO8o6RDHLcMpGyjIMtRMGTWYZ5lCr1TriGgEAAAA02vr6euq97fLcLssw1O3t7RwjAQAAAAAAys6QUQAAgA7z4Ycf1rW+q6srZmdnC4rmaPfu3Yvu7u5cjvXgwYN45ZVX4vLly3XvXV5eTjxg9Pz583Hv3r00Iaby4MGD1Huz/JJxI2VpnvrJJ5/kGElrkPOjlTHn7ebEiRNx586dxOs1oQUAnmVoaOip9djZs2cbWoM9jfv0o9Vzn+5aHq2MNY+cH62MOW836lwAoEjtUPOWRSu8J1f/HK2M9Y+cH62MOW83al4AAAAAoF1lbcSfZThlI2UdqlD2gQVZhjlElP/6AAAAADRDlmcu7fLzs1me2928eTO/QAAAAAAAgNIzZBQAAKDD/P73v69r/d/+7d8WFEkya2truR7v6tWrMTQ0lHj95cuXY2pq6pkDRru6umJubi6uXbuWNcTEdnZ2Mu1vl1+GzvLDn0kGw7YTOX+2suW83Rw/fjx2d3cTre3q6tKEFgB4pqGhodjf33/izx/VYDdu3GhCVI9zn/5sSe/TXctnK1vNI+fPVractxt1LgBQpHaoecuk2e/J1T/PVrb6R86frWw5bzdqXgAAAACgnWUdDpl1OGWjZH1fUPYhmlnzWOaBDrVardkhAAAAAB0o6zOJLMM7GynLz896bgMAAAAAANTDkFEAAIAOsrOzU3eTxrm5uYKiSWZkZCT3GO7cuRNf/epXY3l5+ch1586di6tXrz7zeL29vfHBBx/E7OxsXiEm8qtf/SrT/m984xs5RVKsrL8MvbGxkU8gLUDOkylTztvFzs5OHDt2LPb29hKt7+rqip/97Gea0AIARzpx4kTcuXPniT/v6+uLu3fvNrwGexr36ckkuU93LZMpU80j58mUKeftQp0LABStXWresmiF9+Tqn2TKVP/IeTJlynm7UPMCAAAAAGVQ9uGZj2QdqlD263Tq1KlM+2/dupVTJAAAAABEZH8elfXnUhvFczsAAAAAAKBRDBkFAADoIO+9915d63t6elqiSeDs7GxcunQp12M+ePAgpqam4sKFC098bWNjI44dOxabm5vPPM7k5GTcv38/RkZGco0via2trUz7h4eHc4qkWFmbpybJY7uQ82TKlPN2sLGxEadPn479/f1E6zWhBQCe5VGT+93d3Se+1tPTE7/+9a+jv7+/CZEdzn16Mknu013LZMpU88h5MmXKeTtQ5wIARWq3mrcsWuE9ufonmTLVP3KeTJly3g7UvAAAAABAWXz88ceZ9mcdAtAoWYcq1Gq1fAJpUVnfp6yvr+cUCQAAAAAR2YdnDgwM5BRJsbI+tzNkFAAAAAAASMqQUQAAgA7y7//+73Wt//73v19QJPW7cuVK7oNGIyKuX78ex44di42NjYiImJqaildeeeWZDRV7e3vjd7/7XSwtLeUeU1K3b99u2rkbKWtT0g8//DCnSJpPzpMpU85b3cbGRrz66qvx4MGDROs1oQUAnuVZTe739/fjxRdfjKGhoc/ruGZzn55Mkvt01zKZMtU8cp5MmXLe6tS5AECR2rHmLYtWeE+u/kmmTPWPnCdTppy3OjUvAAAAAFAme3t7mfZnHQLQKFmHod6/fz+fQFrUSy+9lGn/9vZ2aQc6tMsgXQAAAKBcyvqs5cuyPnvplOsEAAAAAABkZ8goAABAB/ntb3+beG13d3dcuXKlwGjqV9Sg0f39/XjllVfi2LFjsby8fOTarq6uuHTpUty/fz/6+/tzj6Ued+/ezbS/r68vp0iKlTXOrL803krkPJky5byVLS8vxyuvvBIHBweJ1mtCCwA8y9TUVLzyyiuJmtzfuXMnXnnllThx4sQz67iiuU9PJsl9umuZTJlqHjlPpkw5b2XqXACgSO1a85ZFK7wnV/8kU6b6R86TKVPOW5maFwAAAAAoG034kyn7dapUKpkHOqyuruYTDAAAAADx8ccfZ9qf9VlPo/T29mbaX6vV8gkEAAAAAAAoPUNGAQAAOsTy8nLiZoERERcvXiwwmvSKGjQa8XDY6FHOnz8ff/nLX1pm+Oqf/vSnTPtPnjyZUyTFytqU9P79+zlF0nxynkyZct6q5ufnY2pqKvH6rq6u+OCDDzShBQAOtbGxEceOHUs1OGV3dzempqbixIkTsbGxkX9wCbhPTybJfbprmUyZah45T6ZMOW9V6lwAoCjtXvOWQau8J1f/JFOm+kfOkylTzluVmhcAAAAA4EmGFZTH6Ohopv3vvfdeTpG0jnb5fAMAAADls7e3l2l/1udhjZL1+YufnwUAAAAAAJIyZBQAAKBD/Ou//mvitd3d3bG0tFRgNNkUOWj0MIODg/G73/0url271rBzJpH1hyo7xe7ubrNDyI2cJ1OmnLeiqampqFarde157bXXYmRkpJiAAIC2duHChXjllVdif38/03F2d3fjlVdeiXPnzuUUWXLu05NJcp/uWiZTpppHzpMpU85bkToXAChKGWreMmiV9+Tqn2TKVP/IeTJlynkrUvMCAAAAAGXVCcMzI7IPK+iE9xUXL17MtH9ra6tjPk8AAAAARdve3m52CG3BdQIAAAAAAJIyZBQAAKBD/Pa3v0289u233y4wknxcuXIl5ubmCj/P+fPn4/bt29Hf31/4uRqtXb6nkydPZtqftXFzmcg5WV24cCGWl5fr3nf9+vWYn58vICIAoF1duHAhnnvuubh+/Xqux93c3Ixjx47FxsZGrsctkvv0/LiWnUfOyUqdCwAUQc3bWsrynlz903nknKzUvAAAAABAmXXC8Mw8dMLwzNHR0czHeP/993OIpHX09vY2OwQAAACAVCqVSrNDSCTr85dOeG4HAAAAAADkw5BRAACADjA/Px8HBweJ1vb29sbs7GzBEeVjdnY2lpaWoqurq7BzXL9+Pc6dO1fY8bP47LPPmh1CQ2RtnlqmpqRynkyZct5Kzp07l6kherVa1YwWADrczs5OnDt37vNBK0nr1Hrt7+/HK6+8EpcvXy7k+F/mPj2ZJPfprmUyZap55DyZMuW8lahzAYA8lbXmbXet9J5c/ZNMmeofOU+mTDlvJWpeAAAAAAA6RaVSyTxotFqt5hRNa2iXYRwAAABA+XTK8Mysz1/29vbyCQQAAAAAACg9Q0YBAAA6wNzcXOK1P//5zwuMJH+Tk5PxwQcfFDpodHNzM44dOxY7OzuFnSONP//5z80OoS2UqXmrnCdTppy3ihMnTsTm5mbm41Sr1VheXs4hIgCgnSwvL8eJEyfixRdfjM3NzcIGrXzZ1atX48KFC4Wfx316Mknu013LZMpU88h5MmXKeatQ5wIAeSl7zdvuWuk9ufonmTLVP3KeTJly3irUvAAAAABAJ+iUYQUkk3VIaK1Wi8XFxZyiab7e3t5mhwAAAAB0KMMzk/F8EwAAAAAASMqQUQAAgJLb2NhI/MN3Z8+ejZGRkWIDKsDIyEjcvXs3uru7CzvH/v5+nDx5Mubn5ws7B0CruX//fhw/fjx2d3dzO+Ybb7wRGxsbuR0PAGhNOzs7ceHChfjqV78aU1NTud5P1OP69euGrgDwOXUuAJAHNW976IT35ABfpOYFAAAAAEimUqk0O4SG6ZShDqOjozE8PJzpGFkHleYp65CJgYGBfAIBAAAAAAAAAAAAoKkMGQUAACi573//+4nWdXd3x40bNwqOpjj9/f3x0UcfRU9PT2HnODg4iGq12jLNeg8ODpodAg0m5zTa5uZm7g0FDg4O4tVXX42dnZ1cjwsAtIbLly/H8ePH48UXX4zr16/HgwcPmh1SXL9+Paampgo7vvv0/LiWnUfOaTR1LgCQRSfWvO2s1d6Tq386j5zTaGpeAAAAAAA62Q9/+MNM+2u1WszPz+cUTTbr6+uZ9p86dSqnSAAAAADqU6vVmh0CAAAAAABAqRgyCgAAUGI7Oztx586dRGv/4z/+o9hgGqC/vz8+/fTT6OvrK/Q8169fjxMnThR6jqJ1dXU1O4SG+fOf/9zsEFqCnNNKDg4O4vTp05rRAkDJDA0NxdWrV3NvZJ+H5eXl2NjYaHYYT3Cfnh/XsvPIOa1EnQsA5afmbS9le0+u/uk8ck4rUfMCAAAAALSvThrqMD4+HpVKJdMxfvzjH8f29nY+AWXw3nvvZdo/PDycUyQAAAAAjZP12U47acXfSwAAAAAAAFqTIaMAAAAl9vrrrydad/bs2ZicnCw4msa5d+9eDA4OFnqO3d3d+OpXv6qJIkBKDx48iNOnTzc7DACgg4yNjTU7BABKTJ0LADSTmvdxnfqeHKAoal4AAAAAgPbUSYMZIiJ++MMfZtpfq9ViYmIip2jSWV9fj9XV1UzHeOmll3KKBgAAAAAAAAAAAIBm6m52AAAAABRjZ2cnNjc3n7mup6cnbty40YCIGmdjYyM++uijws/z4MGDOHnyZPzsZz/TfLaFHRwcNDsEGkzO28eDBw/i2LFj8emnnzY7FAAgB/+//9//L371q1898ee7u7sREfGHP/wh/vCHP8Te3l7cvXs3/vu//zs++eSTht2/PXjwIE6cOBH37t1ryPl4nPv0/LiWnUfO24c6FwDKS83bPjr5PXkZqH86j5y3DzUvAAAAANBKKpVK1Gq1ZofR8np7e5sdQkPNzs7GwsJCbG9vpz7G1tZWTExMxMrKSo6RJbO+vh5jY2OZjlGpVDpuuCwAAABAu/FsEwAAAAAASMqQUQAAgJJ67bXXEq27du1awZE01uXLl+Pq1asNO9/BwUFMTU3F1tZWXLlypWHnJbmurq5mh0CDyXl72d/fj+PHj8f9+/ebHQoAkFF/f3/09/en2js/Px///u//Hh999FE8ePAg58j+and3Ny5fvqx+awL36flxLTuPnLcXdS4AlJOat3106nvyslD/dB45by9qXgAAAACgDDTwL7e1tbU4depUpmOsrq7G/Px8zM7O5hTVs1Wr1Zifn898nIGBgRyiAQAAAKBIlUql2SEAAAAAAABt4rlmBwAAAED+NjY24s6dO89cNzk5GSMjI8UH1CBDQ0MNHTD6RVevXo0LFy409JyabSbzla98pdkh5EbOkylTzlvN4OBgIZ/Dvb29OHHiRO7HBQDax+zsbNy+fTs+++yzWFpair6+vsLO9c477+R6PPfpySS5T3ctkylTzSPnyZQp561GnQsANEI717ztppXfk6t/kilT/SPnyZQp561GzQsAAAAAlFlvb2+zQ2gLnTisYGBgIBYWFjIfJ6+hn8+yvb0dZ86cye1cL730Ui7HAQAAAEijE59HpeH5JgAAAAAAkJQhowAAACX03e9+95lrBgcHY2lpqQHRFG9nZyeOHTt2ZMPY3t7emJycLDSO69evx9DQUKHnyMvBwUGzQ6DB5JysJicn4/bt2/HBBx8U0ox2d3e3bf4bCgAUa3JyMu7duxe//OUvY3BwMPfjP3jwoCFNf5Jwn54f17LzyDlZqXMBgGbopJq3Gcr6nlz903nknKzUvAAAAABA2RlWkEynDiuYnp6O0dHRzMepVqsxMzOTQ0RPqtVqMT8/H6dOnYqtra3cjnvmzJncjgUAAADQSLVardkhAAAAAAAAtBxDRgEAAEpmfn4+9vb2jlzT29sbt2/fblBExVpeXo6TJ0/G/v7+U9cMDg7G/fv3Y2lpKX75y19Gd3d3YfHcuXMnTpw4Udjxv+grX/lKQ87T7r761a82O4TcyHkyZcp5K+jq6oqlpaXPG26PjIwU1oz2zp07ce7cudyPCwC0p5GRkbh9+3YsLS3lXsfNzc3ldiz36ckkuU93LZMpU80j58mUKeetQJ0LALSCdql520mrvydX/yRTpvpHzpMpU85bgZoXAAAAAOgUnTo8k+RWVlZyGUa7uLgYp06divX19exBxcNhGdVqNV544YWoVquHrskS90svvZR6LwAAAEBWntslk8dzKwAAAAAAoDMYMgoAAFAy//Iv/3Lk17u7u2Nra6tB0RRramoqpqam4uDg4Klrzp8//1ij2JGRkfjss89icHCwsLh2d3fj+PHjhR3/Ec02k+np6Wl2CLmR82TKlPNm6+npibt378bk5ORjf15kM9rNzc24cOFC7scFANrX5ORkfPbZZ3H+/Pncjrm3txfLy8u5HMt9ejJJ7tNdy2TKVPPIeTJlynmzqXMBgFbT6jVvO2n19+Tqn2TKVP/IeTJlynmzqXkBAAAAgE4yMDDQ7BAaolarZdrfycMKKpVK3Lp1K5drsL29HWNjY3HmzJlUw0ZrtVosLi7GxMREvPDCCzE/P//UtXNzczE9PZ0qzkqlEsPDw6n2AgAAAOShk59H1cMwVgAAAAAAIClDRgEAAErk3Llz8eDBgyPXrK2tRX9/f4MiKs7Q0NAzm+NeunQprl27dujXbt++HZcuXSqkiWLEw+a9RQ8a1Wyz88g5jTYyMvLUvzOKbEZ7/fr1mJqayv24AEB7u3btWszNzeV2vGq1mstx3Kfnx7XsPHJOo6lzAYBW1ao1b7toh/fk6p/OI+c0mpoXAAAAAOgknTKsYG9vL9P+ThnG+jQDAwO5DRqNiNja2oqxsbF44YUXYmJiIubn52N9fT22trZie3s7tre3Y319PVZXV2N+fj5mZmbi1KlT8cILL8TMzEysrq4+M9bZ2dkj1x1ldHQ07bcGAAAAkAvDMwEAAAAAAPLV3ewAAAAAyMfy8nJsbm4euebSpUsxMjLSmIAKdPz48Wf+guzk5GRcuXLlyDVXrlyJt956K4aGhmJ/fz/PECPi4S/xnjhxIu7du5f7sSMivv71r2f+ReF2sLOzk2l/mZq3ynkyZcp5qxsZGYm7d+/G6dOnn9m8u17Ly8vxjW9845n/LQcAOsvs7Gz09fXFG2+8EQcHB5mO9fvf/z6XmNynJ5PkPt21TKZMNY+cJ1OmnLc6dS4A0EytWPO2g3Z5T67+SaZM9Y+cJ1OmnLc6NS8AAAAAUCanTp3KtL9Wq3XEoNKs16kMHg3vHBsbi+3t7VyOWavVYnV1NfUw0C+bnZ2Nubm5z4+dNs6LFy/mEg8AAABAWgMDA80OoSFqtVqm/Z3wbBIAAAAAAMjHc80OAAAAgHz84z/+45FfTzJ0s9Xt7OzEsWPHEg0YXVpaSnTM/v7++PTTT+Ps2bN5hPiE3d3dGBoaKuTYzz//fCHHbTV3797NtL+vry+nSJpPzpMpU87bQX9/f3z00UfR3d2d+7GvXr0a8/PzuR8XAGhvk5OT8cEHH0RXV1em4xwcHMTy8nLmeNynJ5PkPt21TKZMNY+cJ1OmnLcDdS4A0EytVvO2g3Z5T67+SaZM9Y+cJ1OmnLcDNS8AAAAAUBZZhxU86/cTW0XWYQW9vb35BNLmBgYG4uOPP47x8fFmh/KYRwNQHw0YjYh4//33Ux9vdHQ0j7AAAAAAUuuU4ZlZny92yjBWAAAAAAAgO0NGAQAASuDcuXPx4MGDp3797NmziYdutqqNjY04ffp07O/vH7ku7fd648aNWFpaytyw9zB37tyJCxcu5H7cb37zm5n27+zs5BRJa8t6nVqJnCdTppy3iyKb0Var1Y5phA4AJDcyMhL/9m//lvk4edxnuE9PJsl1ci2TKVPNI+fJlCnn7UKdCwA0UyvVvK2und6Tq3+SKVP9I+fJlCnn7ULNCwAAAACUQdbhmVmHdzaKYQX5WllZiZWVlaYPu6hUKrGwsBAff/xxDA8PP/a1lZWVVMccHh5u+vcFAAAAcOrUqUz72+W5XVZZrxMAAAAAANA5DBkFAABoc8vLy7G5ufnUrw8ODsaNGzcaGFH+NjY24tVXXz2yQWzEw18OzvK9Tk5Oxt27dzP/kvFhrl+/HvPz87ke81vf+lam/Xfv3s0pkmLt7u5m2v+Nb3wjp0iaT86TKVPO20mRzWjfeOON2NjYyP24AEB7m52djfPnz2c6Rh71svv0ZJLcp7uWyZSp5pHzZMqU83aizgUAmqlVat5W1m7vydU/yZSp/pHzZMqU83ai5gUAAAAA2p3hmcm4Tk8aHx+Pu3fvxuzsbMPPXalUYm5uLj755JOYnp5+4uu1Wi3W19dTHfvixYtZwwMAAADILOvzqL29vZwiKVbWYahF9DcDAAAAAADKyZBRAACANrazsxNvvPHGU7/e19cXt2/fbmBE+Xs0YPTg4ODIdd3d3bG1tZX5fP39/XH//v3MTXsP84Mf/CDXRop9fX2Z9mdt9tkoWeMcHh7OKZLmk/NkypTzdlNUM9qDg4N49dVXNaMFAJ5w7dq1TL9I9cknn2SOwX16Mknu013LZMpU88h5MmXKebtR5wIAzdQKNW+rasf35OqfZMpU/8h5MmXKebtR8wIAAAAA7axSqUSlUkm9v12GFWxvb2fan+UaldkXh33Ozs4Wfp2Gh4djZWXl8/M9zfvvv5/6HOPj46n3AgAAAOQl6/DMrMM7GyXr88Wsw1gBAAAAAIDOYcgoAABAGxseHn7q8M3e3t64d+9egyPK187OTqIBoxERb7/9dvT39+d27mvXrsXS0lKuzRQPDg7iwoULuR3v29/+dm7HKrMyXacyfS9Fcp2aq8hmtGNjY7Gzs5PrcQGA9vfzn/889d6Dg4PMze7dfyaT5Dq5lsmU6TqV6XspkuvUXOpcAKCZml3ztqp2fE/uvj6ZMl2nMn0vRXKdmkvNCwAAAAC0syyN+LMO72yULEMVDCp4ti8OG11bW4vx8fHcBo4ODw9/fuxbt24lGgK6sLCQ6lwDAwPyDQAAALQEzyiScZ0AAAAAAICkDBkFAABoU+fOnYu9vb1Dv9bT0xP3799vcET5GxoaSjRgtK+vL2ZnZ3M//+TkZHz00UfR29ub2zH39/fj8uXLuRyrv78/urq6Uu/f3d3NJY6iffjhh5n25zl8ttnkPJky5bxdFdWM9sGDB3H69GnNaAGAx4yMjMTZs2dT79/c3Mx0fvfpySS5T3ctkylTzSPnyZQp5+1KnQsANEuza95W1K7vydU/yZSp/pHzZMqU83al5gUAAAAA2tVLL72Uem+W4Z2NlOXdl0EF9RkdHY2VlZX45JNP4uOPP46FhYWYnZ2N0dHRGBgYOHT4aKVSiYGBgRgdHY3p6emYm5uLW7duxcHBQdy6dStmZ2cTDy2t1WqxtbWVKvZqtZpqHwAAAEDeKpVK4uchh3naz4m3mu3t7Uz7s1wjAAAAAACgs+TbCQIAAICGmJ+ff2pD2O7u7rh9+3aDI8rfiRMnYn9/P9HaX//614XF0d/fH/fv349z587l1oT3Jz/5Sbz11lu5NMv82te+lvg6fVnWZp+NkuWHP/NugtkK5PxoZcx5u3rUjPb06dPx4MGD3I774MGDGBoaik8//TS3YwIA7e/GjRvx3HPPxcHBQd17//CHP2Q+v/v0o9Vzn+5aHq2MNY+cH62MOW9X6lwAoFmaXfO2knZ/T67+OVoZ6x85P1oZc96u1LwAAAAAQDs6c+ZM6r1Zhnc2UpZhqGNjY/kF0mEGBgZienq6oedcXFxMvbfRsQIAAAAcZWBgILa2tlLtzTq8s1GyPLcbGBjILxAAAAAAAKD0nmt2AAAAANRnY2MjfvCDHxz6te7u7vjoo49yGV7ZTOfOnYvd3d1EawcHBxvy/d64cSMmJydzOdbBwUG89tpruRwry/eepdlnI2X5pe3nn38+x0hag5wfrYw5b2ePmtHm3SB4f38/jh8/nusxAYD29/LLL6fal8fAFffpR6vnPt21PFoZax45P1oZc97O1LkAQLM0s+ZtFWV4T67+OVoZ6x85P1oZc97O1LwAAAAAQLt56aWXUu/NMgSgkbIMVRgeHs4xEor24x//ONU+A0YBAACAVtMJz+2y/PysIaMAAAAAAEA9DBkFAABoM2NjY3FwcPDEn7dL49Rn2djYiM3NzcTr33333QKjedzS0lLMzc3lcqw7d+7Ezs5O5uOcOXMm9d4sP6zYSH/84x9T7z137lyOkbQGOT9aGXPe7opqRru3txcnTpzI9ZgAQHtLW6/lMbDBffrR6rlPdy2PVsaaR86PVsactzt1LgDQDM2seVtFGd6Tq3+OVsb6R86PVsactzs1LwAAAADQTrIM0cwyvLORsrzvyzLMgcZaXFxMPUCjWq3mGwwAAABARp3w87NZhqGOjY3lFwgAAAAAAFB6howCAAC0kePHj8eDBw+e+POurq5YW1tri8apz3LhwoXEa3t7e2NkZKS4YA4xOzub26DR119/PfMxzp8/n3pvlmafjfTf//3fqfc2+vPRCHJ+tDLmvAyKaka7u7sbQ0NDuR4TAGhfIyMj0dPTU/e+u3fvZj63+/Sj1XOf7loerYw1j5wfrYw5LwN1LgDQaM2seVtBWd6Tq3+OVsb6R86PVsacl4GaFwAAAABoJwMDA6n2tcuQ0bRxViqVqFQq+QZDYdIOCh0dHU397wAAAABAUV566aXUe7MM72ykLM8Xh4eHc4wEAAAAAAAoO0NGAQAA2sSJEydib2/viT/v6uqKDz74oBTNFy9fvhz7+/uJ1//jP/5jccEcIa9Bo7/5zW8yH2NycjL13izNPhupns/El128eDHHSFqDnB+tjDkvi6Ka0d65cyfOnTuX6zEBgPb1ne98p+49f/rTnzKf13360eq5T3ctj1bGmkfOj1bGnJeFOhcAaLRm1bzNVqb35Oqfo5Wx/pHzo5Ux52Wh5gUAAAAA2sXo6GiqfYe9f2pFaYcqZBnkQGOtrq6mznPa4aQAAAAARcoyRDPL8M5GyvJ80bM7AAAAAACgHoaMAgAAtIFz587F7u7uE3/e1dUVP/vZz9qqcepR3nnnnbrWv/XWWwVF8myzs7Nx6dKlTMc4ODiIy5cvZ44lbVPHP/7xj5nP3Qj/8z//k2pfV1dX9Pf35xxNa5Dzw5U552VRVDPazc3NuHDhQq7HBADa0/nz5+ve8zd/8ze5nNt9+uHS3Ke7locrc80j54crc87LQp0LADRSM2veZinje3L1z+HKXP/I+eHKnPOyUPMCAAAAAO1gbGws1b60Qx0bKctAhSyDHGistINCBwYGUg/ZBQAAACjawMBAqn3tMmQ0bZyVSiUqlUq+wQAAAAAAAKVmyCgAAECLm5qais3NzUO/9rOf/SwmJycbHFExlpeX48GDB4nX9/T0NL3h5JUrV+Ls2bOZjvHee+9ljuP06dOp9v35z3/OfO5GODg4SLXvhRdeyDmS1iHnhytzzsukqGa0169fj6mpqVyPCQC0nzQ18vPPP5/Lud2nHy7Nfbprebgy1zxyfrgy57xM1LkAQKM0s+ZthrK+J1f/HK7M9Y+cH67MOS8TNS8AAAAA0OqyDFls9YEFWQahph2+SmOtr6+n/hwuLCzkHA0AAABAftI+t9vb28s5kmKkfXb30ksv5RsIAAAAAABQeoaMAgAAtLDLly/H8vLyoV9bWlpq28aph/nXf/3Xutb//d//fUGR1OfGjRvR29ubev/vf//7zDFcuHAh1b60zT4baWNjI/XetM1a24GcH67MOS+boprRLi8vx+XLl3M9JgDQfnp6eppyXvfph0tzn+5aHq7MNY+cH67MOS8bdS4A0CjNqnkbrczvydU/hytz/SPnhytzzstGzQsAAAAAtLJKpRKVSiXV3lYfMnrz5s3Ue7MMX6VxqtVqqn2jo6NyDAAAALS0sbGxVPvSDu9spCzPFYeHh3OMBAAAAAAA6ASGjAIAALSo+fn5uHr16qFfm5uba+vGqYf57W9/W9f6b37zmwVFUr+tra3Uew8ODmJnZyfT+d96663Ue7M0/WyE3d3d1Hu/+93v5hhJa5Hzw5U552VUVDPaq1evxvz8fK7HBADaS39/f13rjx8/nst53acfLs19umt5uDLXPHJ+uDLnvIzUuQBAIzSr5m2ksr8nV/8crsz1j5wfrsw5LyM1LwAAAADQytIOW8zyO4GN8PHHH6faZ/hke9ja2kr9GVxYWMg5GgAAAIB8ZXlGlWWIZyNkGYSadvgqAAAAAADQuQwZBQAAaEHLy8tRrVYP/dqlS5didna2wREVa2dnJw4ODurac/78+YKiqV9/f3+meN57773M5+/q6kq1d3NzM9O5i3b9+vXUe8v278kXyfnhypzzsiqqGW21Wo3l5eVcjwkAtI+TJ0/WtX5oaCiX87pPP1ya+3TX8nBlrnnk/HBlznlZqXMBgKI1q+ZtlE54T67+OVwZcvs0cn64Mue8rNS8AAAAAECrStuYP+0Qz0ZJO4ByYmIi50gowptvvplq3/T0dAwMDOQcDQAAAEC+KpVKVCqVVHtbfcjozZs3U+/NMnwVAAAAAADoTIaMAgAAtJjl5eWYmpo69GuXLl2KK1euNDii4qUZsvntb3+7gEjSu3btWurGoD//+c8zn/9v//ZvU+3b2NjIfO4i/d//+39T7evt7c05ktYj54/rhJyX1aNmtGn/G/o0U1NTmtECQIeq997wH/7hH3I7t/v0x2W5T3ctH9cJNY+cP64Tcl5W6lwAoEjNrHmL1knvydU/j+uE+kfOH9cJOS8rNS8AAAAA0Ipef/31VPuyDANohLTDFAwqaH3z8/Oph8jOzc3lHA0AAABAMdI+p0r73KRRPv7441T7PLcDAAAAAADSMGQUAACghWxsbMQbb7xx6NcmJydL1Tj1i9I0xuzv788/kIxee+21VPv++Mc/Zj73yMhIqn13797NfO4iffTRR6n2nT9/PudIWo+cP64Tcl5m/f398cEHH+TejPaNN95o+ebLAED+vvGNb9S1Pu29dZ7Hcp/+JNfycZ1Q88j54zoh52WmzgUAitLMmrdInfaeXP3zuE6of+T8cZ2Q8zJT8wIAAAAAraZSqcTw8HDd+1p9WEGaIaMDAwMxMDBQQDTkZXt7O6rVaqq9c3NzUalU8g0IAAAAoCBjY2Op9qUd4tkoaZ8rTkxM5BwJAAAAAADQCQwZBQAAaBEbGxvx6quvxsHBwRNfm5ycjKWlpSZE1Rit3hgzqXfffTfVvj/96U+Zz/3222+n2rezs5P53EVKO4D1n/7pn3KOpPXI+eM6IedlNzIyEj/72c9yPebBwUG8+uqrLf+5BwDyVc/Ale7u7lzP7T79cVnu013Lx3VCzSPnj+uEnJedOhcAKEIza96idOJ7cvXP4zqh/pHzx3VCzstOzQsAAAAAtJqZmZlU+9IM8myEtIMKxsfHc46EvKUdJjEwMBCzs7M5RwMAAABQnNdffz3Vvps3b+YcSb7SPlMcHR3NORIAAAAAAKATGDIKAADQAnZ2dmJsbOzQxqnnz58vZePULLq6upodwqH6+/ujt7e37n37+/u5nLunp6cp5y7SgwcP6t7T3d0dIyMj+QfTYuT8rzol551gcnIy5ubmcj3mwcFBnD59WjNaAOggf/jDHxKvPX36dK7ndp/+V1nv013Lv+qUmkfO/6pTct4J1LkAQN6aWfMWoVPfk6t//qpT6h85/6tOyXknUPMCAAAAAK0k7cCCtMM8i7a+vp5qX9phqzTG4uJi6s/c2tpaztEAAAAAFKtSqcTw8HDd+1r1md0jaYaMDgwMxMDAQAHRAAAAAAAAZWfIKAAAQJPt7OzE6dOnD22+ePbs2bh27VoTomqsP/3pT80OITfnzp2re09ejUG/853vpNq3sbGRy/nztry8nGpfmh8ubVdy/lAn5bwTzM7OxqVLl3I95oMHD2JoaCjXYwIArev27duJ1164cCH387tPfyiP+3TX8qFOqnnk/KFOynknUOcCAHlqds2bp05/T67+eaiT6h85f6iTct4J1Fd0f/cAAQAASURBVLwAAAAAQKtIO7CgVQc3/uY3v6l7z/DwsEEFLaxWq6UeAruwsCC3AAAAQFtK+zwkzSDPRkg7AHV8fDznSAAAAAAAgE5hyCgAAECTDQ0NHdo4dXBwMG7cuNGEiBqv3iGbBwcHBUWS3cjISNPO/fbbb6fa9//9f/9fzpHkI21T0rm5uZwjaV1y/lAn5bxTXLlyJSYnJ3M95v7+fhw7dizXYwIAren+/fuJ17711lu5n999+kN53Ke7lg91Us0j5w91Us47hToXAMhLs2vePHX6e3L1z0OdVP/I+UOdlPNOoeYFAAAAAFrFxYsX695z8+bNAiLJbn19ve49aQc20BgTExOp9o2Pj8f09HTO0QAAAAA0xuuvv55qX9phnkVL89wuwrM7AAAAAAAgPUNGAQAAmujYsWOHDtgcHByM27dvNyGi5ujp6Wl2CLlJ88vIeX3//f39qY517dq1XM6ftw8//LDuPT09PU0d9Npoct55Oe8kS0tLcfbs2VyPub+/H8ePH8/1mABA69nd3U20rqenJ/r7+3M/v/v0/O7TXcvOq3nkvPNy3knUuQBAHppd8+bFe3L1T0Tn1T9y3nk57yRqXgAAAACgFaQZxNiKwwq2t7ejVqvVvS/twAaKt7q6mmoAxcDAQKysrBQQEQAAAEBjVCqVGB4ernvf2tpaAdFk95vf/KbuPcPDwzEwMFBANAAAAAAAQCcwZBQAAKBJjh8/fmjj1L6+vrZrnDo/Px/Ly8sNPefOzk5Dz5dUs5v1pmnI2arX8ve//33de77zne8UEElrk/POy3knuXHjRvT19eV6zL29vThx4kSuxwQAWsthtfZhiryXdJ+e37V1LTuv5pHzzst5J1HnAgBZtULNm5X35H+l/mndz2lR5Lzzct5J1LwAAAAAQLNVKpUYHx+ve9/q6moB0aSXZhjl+Ph4VCqV/IMhs+3t7ZiYmEi114BRAAAAoAwuXrxY956bN28WEEl2aZ7dzczMFBAJAAAAAADQKQwZBQAAaIITJ07E3t7eE3/e19cX9+7da0JE6e3s7ES1Wo2pqakYGhpKdYy/+Zu/qXvPr371q1TnaoSurq661n/961/P7dzvvvtu3XuSNiNupI2NjTg4OKh739tvv11ANK1Nzjsv553m3r170dPTk+sxd3d3U/+dBQC0vsPq7cMsLS0VFoP79Pzu013Lzqt55Lzzct5p1LkAQBatUPNm4T3549Q/nVf/yHnn5bzTqHkBAAAAgGb74Q9/WPeetbW1AiJJL81gyTTfN8Wr1WoxNjaWau/c3FwMDw/nHBEAAABA401PT9e9Z2trq4BIstne3o5arVb3vtdffz3/YAAAAAAAgI5hyCgAAECDDQ0Nxe7u7hN/3tvb23aNUyPisV9U/N73vpfqGCdPnqx7z2HXsFV85StfqWt9mu//afr7+6Ovr6/ufZcvX84thjz87//9v+ve09fXF/39/QVE09rkvPNy3olu375d9wDnZ7lz506cO3cu12MCAM03Pz+faF2ae+h6uE/P7z7dtey8mkfOOy/nnUidCwCk0So1b1rekz9J/dN59Y+cd17OO5GaFwAAAABopuHh4boHM77//vsFRZPO+vp6XevTfM80xv/6X/8rtre36943Ozsbs7OzBUQEAAAA0HiVSiXGx8fr3re6ulpANOnV+9wuImJ8fDwqlUr+wQAAAAAAAB3DkFEAAIAGGhoaijt37jzx5z09PXH//v0mRJTN1NRU7O3tRUREV1dX6l9cHBkZqXvPxsZGqnO1oqGhoVyPNzc3V/eea9eu5RpDVtevX697T5rvuyzknLLr7++Pn/3sZ7kfd3NzMy5cuJD7cQGA5vn5z3+eaN3S0lLBkbhPz5Nr2XnknLJT5wIAabRSzVsv78mfTv3TeeScslPzAgAAAADNNjMzU9f6Wq0WW1tbBUVTnzSDCjyDb00zMzOpPlfT09NyCgAAAJTOD3/4w7r3rK2tFRBJeisrK3XvSfN9AwAAAAAAfJEhowAAAA1y7ty5pzZO/fTTT5sQUTYbGxuxvLz8+T+//PLLqY918eLFuvfcuHEj9fmK9uc//7mu9f/wD/+Q6/knJyejp6enrj2//e1vc40hq0dNeZPq6emJycnJgqJpfXLOYeq9pq1ucnKykJxfv349pqamcj8uANAc//Vf//XMNX19fTEyMlJ4LO7T8+Nadh455zDq3GTUuQBQXq1U89bDe/KjqX86j5xzGDVvMmpeAAAAACCJ6enpqFQqde1ZWFgoJpg61RvH8PBwjI6OFhRNMtvb27G4uBjVajWq1WosLi7G9vZ2U2NqtpmZmVhcXKx73/j4eMt8FgEAAADyNDw8HMPDw3Xtef/99wuKJp319fW61qf5ngEAAAAAAL7MkFEAAIAGuHDhQmxubj7x5z09PXH79u0mRJTd2NjYY/+c5Yfy+vv7o7u7u649rdxg8eDgIPHarq6uQhr9fuc736lr/cHBwWPNcJtpfn6+7j0/+tGP8g+kzcg5nWBpaSkGBwdzP+7y8nJcvnw59+MCAI21sbER+/v7z1y3tLTUgGgecp+eH9ey88g5nUCdCwAk1Yo1bxLekyej/uk8ck4nUPMCAAAAAM3005/+tK71rTKwYHV1ta719X6fedra2oozZ87EqVOnYmZmJubn52N+fj5mZmbi1KlTcerUqboHL5TBo0Gr9RodHY2VlZUCIgIAAABoDTMzM3Wtr9VqsbW1VVA09UnznGtubq6ASAAAAAAAgE7TdVDP5BMAAADqNjU1dWizx+7u7vjoo4+iv7+/CVFlc+LEidjd3f38n3t7e+P+/fuZjjk0NBR37typa8/S0lJMTk5mOm/ednZ24sUXX0y8fnBwsLAGus8991xdA0+LjKUeX/58PUtPT098+umnBUbUPuScL7pw4UJcv3490zHOnz8f165dyymi/Bw7dixRM/V6zc3NxezsbO7HBQAaI0ld2Yx7YPfp+XEtO4+c80Xq3PqpcwGgPFq15j2K9+T1Uf90Hjnni9S89VPzAgAAAADPcurUqdje3k68fmVlJcbHxwuM6GiLi4t1DVoYHR2NtbW1AiN6umq1GvPz84nWTk9Px8LCQsERtYb5+fmoVqt17xseHo5bt24VEBEAAAB0jomJiVhdXa17X1mfXWxvb8f6+np8/PHHEfHwWdno6GgMDAw0Na4XXngharVa4vWtkp96P1+e9wAAAEA+PPPBZwAAIp5rdgAAAABldvny5dI1Tj137twTDSPT/OLjl33ve9+re88777yT+bx5e++99+pan+b7Tuqf//mf61r/29/+tqBI6lNPQ9KIiJ/+9KcFRfJsOzs7MT8/H5cvX37qv++NJOd8UR5NrfNqjJ23oprj1tPkAABoLTs7O88cttLV1dWUQQzu0/PjWhZPnZuPdsp5O1Hn1k+dCwDl0Mo179N4T14/9U/x1Lz5aKectxM1b/3UvAAAAADAs9TbJO7HP/5xQZEkMzc3V9f6ZjXBq/f57OLiYkxMTBQYUWuoVqup3h+Ojo4aOAEAAADkZmtrK86cOROnTp2KmZmZmJ+fj/n5+ZiZmYlTp07FqVOnYn19vWnx1ftzpe+//35BkdSn3kEWfn4WAAAAKML29nYsLi5+/nMqi4uLsb293eywAICCGTIKAABQkPn5+bh69eoTf97V1RVra2tt2Th1aGgoNjc3H/uzrq6umJ2dzXzs2dnZ6O7urmvPb37zm8znzdvPf/7zxGvzunZPc+XKlbqu6cHBQVy+fLmweJKYmpqqa31vb29MTk4WFM3TLS8vx/Hjx+PFF1+MarUaV69ejatXr8bU1FQ899xzce7cuYbHFCHndI6RkZG4dOlSIceuVqtNbyoNANTv9ddff+aaf/u3f2tAJE9yn54f17I46tz8tEvOaS3qXADgKK1c8x7Ge/J01D/FUfPmp11yTmtR8wIAAAAAzTI6Ohqjo6OJ129tbcXW1laBET3d6upqXQ3/5ubmYmBgoMCIDre+vl7XgNFHVldXY3FxsYCIWsPExESq6zI9PR1ra2sFRAQAAAB0omq1GmfOnDnyGdf29naMjY3FzMxMAyP7q/Hx8bqea9VqtboHfOat3udao6OjMTw8XFA0AAAAQCfa2tqKM2fOxKlTp2JmZibm5+djfn4+ZmZm4tSpU3Hq1KlYX19vdpgAQEEMGQUAACjA/Px8VKvVJ/68q6srPvjggxgZGWl8UBlsbGzE8ePH486dO0987bXXXsvtPGNjY3WtPzg4qLuJZdHq+UXil19+ucBIHnr77bfrWv/uu+8WFEky7733Xl3r6xnqmpehoaGYmpqKvb29Q79+cHAQm5ub8dxzzzWlmaWc88ju7m7mY/zxj3/MIZJiXLlyJfr6+go59tTUlGa0ANBGdnZ2nhj08WWDg4O5Dv6ol/v0/LiW+VPn5qsdct6u1LnpqXMBoH21Q837Rd6TZ6P+yZ+aN1/tkPN2peZNT80LAAAAABxlYWGhrvWHvetqhB//+MeJ1w4PDzft/WCW4RPNurZFqtVqMTY2lmrQxcLCQt2fTwAAAODparVas0Noqmq1GvPz84nXLy4uxsTERIERPV29z0TqeXZWhLm5ubrWe+YDAAAA5KlarcaZM2eO7Hm+vb0dY2NjmX62BwBoXYaMAgAA5Gx5ebk0jVOXl5djaGgoXnnllac23cyzieW1a9eiq6urrj31NrEs0sbGRjx48CDx+vfff7/AaB6anZ2N3t7exOv39/eb1nzx8uXLdV2/8+fPN/zfp6c1ET7MoyG4ly9fLjiqx8k5j+zv72c+xp/+9KccIinOr3/967r/3kjqjTfe0IwWgI63sbEROzs7zQ7jmYaGho78em9vb9y+fbtB0RzOfXp+XMt8qXPz1Q45b2fq3GzUuQDwODVv/rwnz079ky81b77aIeftTM2bjZoXAAAAAHiagYGBWFlZSbx+fX091tfXC4zoSYuLi0c2Afyyer6fPK2vr8f29nbq/bVaLdUwzla1tbUVZ86cqfvzUqlUYm1tLaanpwuKDAAAADrT037mtxOsr6/XNWD0kdXV1VhcXCwgoqONjo7G6Oho4vVbW1t1PT/L0+rqal3PxObm5mJgYKDAiAAAAKCz1Gq1ZofQVNVqta7nPouLizExMVFgRI3X6Z8BAIiI6Do4ODhodhAAAABlsbGxEa+++mocVmr19PREf39/E6JK7k9/+lPs7+/HH//4x0TNIXt7e+P+/fu5xnDhwoW4fv16XXsuXboUV65cyTWONIaGhhI3KT179mzcuHGj4Ige2tjYiFdeeSXx+iLymsSxY8cSN87s6emJTz/9tOCIHldPfr/sl7/8ZUMbqMo5ERFf/epX62r0e5h2uO5TU1OFNYzt6uqKn/3sZzE5OVnI8QGg1ezs7MRrr70Wv/3tb5+oa3t7e+P8+fOxtLTUpOgOd+7cudjc3Hzq17u7u+Ojjz5qiXrcfXp+XMt8qHPz1+o5b3fq3OzUuQB0MjVvsbwnz4/6Jx9q3vy1es7bnZo3OzUvAAAAAHCUiYmJxAMuBwYG4uOPPy44oodqtVqcPHkycTO8ubm5mJ2dLTaop6i3aeFhxsfHmzYkNU+Li4sxMzNT976BgYFYW1szaAIAAAAKcOrUqbqGQT4yPT0dCwsLBUTUOGm/94iISqUSn3zySc4RPdv29nacOnUq8frR0dFYW1srMKLDnTlzJvGA0+Hh4bh161bBEQEAAEBnqac2/6IyPPNZX1+PsbGxVHsXFhZieno654iao5M/AwDwSHezAwAAACiLoxqnRkTs7++nbmLZqqrVau7HvHbtWt3NE69evRr/8A//0NBGn1+2sbGROL9dXV3x/vvvFxzRX42MjMSlS5fi6tWridbv7e3F/Px8Q3/heGpqKnFD0oiHn5NGWl5ezvTv74ULFxrazFPOiYjMTWgjIv7nf/4nh0iKtbS0FP/n//yfuj5PSR0cHMQbb7wREaEZLQClt7y8HG+88cZTa9q9vb1YXl6O//zP/4yXX3453n///aYPCFleXj5y2EpXV1esra01Pc5H3Kfnx7XMTp2bv1bPeRmoc7NT5wLQqdS8xfKePF/qn+zUvPlr9ZyXgZo3OzUvAAAAAHCUlZWVxMMWtre3o1qtxtzcXOFxVavVxANGp6enmzZgNCJSD6rI+xjNVKvV4s0330w8sPaLRkdHY2VlJSqVSv6BAQAAAKmfO+zt7eUcSWOtr69neuZSq9VidXU1xsfHc4zq2QYGBmJlZSUmJiYSrV9fX4/19fUYHR0tOLK/WlxcrGuAxcrKSoHRAAAAQGdK+nM1ZTQzM5N6b7VaLc2Q0U7+DADAI10HT+vqAwAAQGI7Oztx8uTJpzZOLaOurq74y1/+Usixl5eXY2pqqq49PT09DW30+WUnTpyI3d3dRGvn5uaa8gu99cTY3d0dn332WcERPVTvvz/nz59veFPSeq7d0zQj73LeudL8d/Rpfve737VEk/KjzM/PF9rQO+Jhw1vNaAEos+eee67umvbs2bNx48aNgiI62rMGxHR1dcUHH3wQIyMjjQ0sAffp+XEt01Pn5qsdct7u1Ln5U+cC0EnUvMXxnrw46p/01Lz5aoectzs1b/7UvAAAAADAYba3t+PMmTOJG8+trKwUOlxhcXExcTPA0dHRWFtbKyyWJMbGxmJ9fT3TMYaHh+PWrVs5RdRYq6ur8eabb6ZqXLiwsFCaxo0AAADQira2tuLMmTOp9o6Pj7f1cMhqtRrz8/OZjtHMazAxMRGrq6uJ1g4MDMTHH39ccEQP1Wq1OHnyZOJnQc3qJwYAAABl19XVlWpfuz/zWV9fj7GxsUzHKPpnnxqlUz8DAPBFzzU7AAAAgHa3s7MTp0+f7qjGqRERr732WmHHnpycjPPnz9e1Z39/P86dO1dQREebmppK3OxzcHCwaT8QeO/eveju7k609sGDBw27nq+99lrif38GBweb0pA0axPaiIh///d/zyGS+sh553rnnXdyO9a//Mu/5HasoszOzkZPT0+h55iamsr8g/UA0KouXLiQqqbd3NyM5557LrcG+EnNz8/H1NTUU2Pu7u6Ou3fvtsSwlcO4T8+Pa5meOjdf7ZDzdqfOzZ86F4BOoeYtjvfkxVL/pKfmzVc75LzdqXnzp+YFAAAAAA4zMDAQt27dikqlkmj9xMREbG9vFxLL1tZW4gGjw8PDTR8wGvHw+mXV29ubQySNVavVYmJiIiYmJuoeMDo6Ohoff/yxAaMAAABQsJs3b6beW9Tzn0bJI/5mXoOVlZXEz522t7ejWq0WHNFD1Wo18bOg6elpA0YBAACgAFtbW80OoWny+Fmh9957L4dImquTPwMA8EWGjAIAAGTwqHHqgwcPmh1Kw7377ruFHv/atWtx9uzZuvZsbm7GhQsXCorocMvLy7G8vJxobV9fX9y+fbvgiI62trYWXV1didZubm7G5cuXC41namoq7ty5k2htb29vU65f0vw+y0cffZTLceol550pzxdh169fz+1YRfrOd75T+Dmq1Wrh/44AQDN8+OGHqfceHBzE8vJyHDt2LLd756Ncvnz5yF8A6+3tjY8++ij6+/sLjyUL9+n5cS3rp87NVzvkvAzUucVQ5wLQCdS8xfCevDHUP/VT8+arHXJeBmreYqh5AQAAAIDDDAwMxC9+8YvEg0bPnDmTe7O69fX1OHPmTKK1j+JtBUljPsrY2FgOkTTO/Px8vPDCC7G6ulrXvkqlEgsLC7G2tpbLcFYAAADgaCsrK6n3tvuggqSDMFvZ2tpa4ud18/PzdT+rqdfi4mIsLi4mWjs6OhoLCwuFxgMAAACd6ubNm6n3bm9v5xhJ4+URf7tfg4jO/gwAwBcZMgoAAJDB0NBQRzZO7evra0jz2hs3bsTg4GBde65fvx5DQ0MFRfS45eXleOONNxKt7e3tjXv37hUc0bONjIzEBx98kLgx6dWrV2NjY6OQWOoZ0NrT0xP3798vJI5nyeuHgZv13wo57zwXLlzI9fO2t7fXFs1X/+mf/qkh57l69WrD/p4BgEb5wx/+kPkY+/v7MTU1FUNDQ7Gzs5NDVI/b2dmJEydOxNWrV5+65vz583H//v2WGLbyLO7T8+Na1k+dm592yXm7U+cWS50LQNmpeYvhPXljqH/qp+bNT7vkvN2peYul5gUAAAAADjM8PBy3bt1KNPyxVqvFmTNnchtcsLq6mnjQ5ujoaHz88ceJBywU7fXXX898jPHx8RwiKd7i4mK88MILUa1W6947PT0dd+/ejenp6QIiAwAAAL5sa2sr1tfXMx+jXSV5xvUsvb29OUSS3sDAQNy6dSvxc7CJiYnChkRsbW3FzMxMorXDw8OxtrZWSBwAAABAxMrKSuq97fy8J+LhzyzR2Z8BAPgiQ0YBAABSOn78eOzv7zc7jKZ46623Gnau27dvR19fX1177ty5EydOnCikye8jU1NTMTU1FQcHB89c22oNNUdGRuJnP/tZ4sakr776auLmoUnNz8/H1NRUorXd3d1x+/btXM/faeS8c8zPz8f169dzP+5PfvKTwhoUt6M7d+7EsWPHCv17BgAa6fnnn8/tWHfu3ImTJ0/GhQsXcjvm1NRUvPjii7G7u3vo17u7u2Nubi6uXbuW2zkbwX16flzLziPnnUOd2xjqXADKTM2bP+/JG0v903nkvHOoeRtDzQsAAAAAHObR4ILR0dFE6ycmJmJiYiJ1A79arfb5MZKYnp5uuQEFlUolZmdnU+8fHx/PZehFkRYXF+PUqVMxMzNTd64fDa9dWFhomcGwAAAA0Amq1WpLHKNZzpw5k/kYY2NjOUSSzcDAQPziF79I/FzlzJkzuQ+KWF9fT3w9H8ULAAAAFGNrayvW19czH6Nd5fEzNr29vTlE0jyd/hkAgC8yZBQAACCF48ePx97eXrPDaIru7u5Mvwyaxr1792JwcLCuPbu7u3Hy5MnEjS+T2tnZiaGhocRNOnt7e+PTTz/NNYY8TE5OxgcffBDd3d3PXHtwcBBTU1Nx+fLlXM59+fLlxD9c29vbG5999ln09/fncu40hoeHczlOkmtdJDkvvwsXLhT2g+sHBwfxyiuv5P7f1Dw1+of29/f348UXX8y1mTwANMvp06dzPd7BwUFcv349urq64ty5c6mat29sbMSFCxfiq1/96pH11/nz5+Ozzz5reJ2aF/fp+XEtk1PnZtduOW9X6lx1LgDkQc2bL+/Jm5ML9U9yat7s2i3n7UrNq+YFAAAAAJqvUqnE2tpaLCwsJFq/uroaL7zwQszMzMT29naiPdvb2zEzMxMvvPBCrK6uJtqzsrKSOKZGm5ubS9XEsFKpxE9/+tMCIsquVqtFtVqtO7ePDA8Px9raWty6dSu3d1UAAABAMhMTE5kHDUQ8HC65uLiYQ0SN9/rrr2c+xvj4eA6RZDc8PBy3bt1K9PypVqvFmTNnEj9ze5bV1dXEw1ZHR0fj448/TjwQFQAAAKhfHr+D2OjfY8zTmTNnMh8j6bOOVtXpnwEA+KKug4ODg2YHAQAA0E5OnDgRu7u7zQ6jac6fPx/Xrl1ryrnn5+fjBz/4QdRbynZ3d8dbb70VV65cSX3unZ2deP3112NzczPxnsnJyVhaWkp9zkbY2dmJ4eHhxM2A+/r64te//nWqJqE7Ozvx//w//0/if38GBwfj9u3bdZ+nCF1dXZmP0Srfj5yXy/Lycrzzzjvxm9/8pu7/NqbV3d0dw8PDMTc3FyMjIw0551F2dnbitddeizt37jQthu7u7rh48WK8/fbbmigD0JZ2dnbixRdfLPQcPT098fd///fx3e9+N86ePRsnT578/O/NjY2N2N3dja2trbh9+3ZsbGzE/v7+kcfLcp/aityn58e1TEad23k5bxfqXHUuAORNzZsf78mb9578EfVPMmrezst5u1DzqnkBAAAAgNb1aBhoPUMpBgYGYnR0NE6dOhWVSiV6e3tjb28varVa/OY3v4n19fWo1WqJjzc+Ph4//elPW344wfb2doyNjSUexlmpVOIXv/hFyw3gXF1djYWFhdSDSEZHR2Nubq7lvi8AAADoBFtbW/Hmm2/G1tZWrsednZ2NH/7why3/fObLqtVqzM/Pp9o7Pj4eKysrOUeUTa1Wq2uAbJbnarVaLd58883Ew0qnp6djYWGh7vMAAAAAyU1MTCSu1Z9lYWEhpqenczlWI9VqtXjhhRcyHePjjz+OgYGBnCJqLJ8BAHicIaMAAAB1GBoaamqju1bwu9/9rqlN9uptbPllfX19cfHixXjrrbee+X1sbGzE/Px83LhxI3HTzoiHjYSvXbvWEg0ak5qamorl5eXE6wcHB+Pdd99N9D1ubGzE97///br+3bl06VKmobB5y6Np8tLSUkxOTuYUUXZy3j6Wl5djd3c3/vCHP8Tt27fj7t27sbOz88wm5I3S09MT/f39cfLkyejt7Y1vfetb0dfXF9/+9rcz/32xs7MTv/rVrx77969Vr8Mjvb29cfr06fjmN7/5+bXo6+trq78TAOhM586di83NzWaH8Uz13Je2I/fp+XEtj6bO7byctxJ1rjoXABpNzZud9+TNf0/+Reqfo6l5Oy/nrUTNq+YFAAAAANrb+vp6VKvV3AdUHGV4eDjm5uZidHS0YefMKunwhdHR0VhZWWm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       "text/plain": [
        "<Figure size 7500x7500 with 4 Axes>"
       ]
@@ -542,7 +546,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.8.20"
   }
  },
  "nbformat": 4,
diff --git a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_all.csv b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_all.csv
index 51ab28c3..df14e939 100644
--- a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_all.csv
+++ b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_all.csv
@@ -1,16 +1,16 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-0,ethanolAA,lammps-VU,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.22947025414105168,1.5102391206089112,0.3775597801522278,300.00839197377206,0.044046190641021846,0.011011547660255461,7514.17188714806,11.066972747390029,2.766743186847507,0.7951182106955572,0.00034076287010464647,8.519071752616162e-05
-1,ethanolAA,lammps-VU,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,2796.6591030108366,1072.4401279225804,268.1100319806451,400.01691423608577,0.0724967933363473,0.018124198334086825,4137.625131488943,10.678620786942478,2.6696551967356195,0.665439774630517,0.0004203740335226148,0.0001050935083806537
-2,ethanolAA,mcccs,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,154.9156553599518,119.88270441540095,29.970676103850238,320.0,0.0,0.0,-3596.015962541525,16.499607364270005,4.124901841067501,0.7711342517057036,0.0006723231071664027,0.00016808077679160066
-3,ethanolAA,lammps-VU,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,330.83216294462557,1286.0831887148167,321.5207971787042,319.98540347789003,0.04872484056479938,0.012181210141199845,-3155.706975693749,14.374293480667816,3.593573370166954,0.7686390996325476,0.00029593065196162306,7.398266299040576e-05
-4,ethanolAA,mcccs,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,127.72053036185937,102.06839840226884,25.51709960056721,300.0,0.0,0.0,-5315.409810193549,18.224667268287085,4.556166817071771,0.7932364484748453,0.0006514255050372949,0.00016285637625932373
-5,ethanolAA,mcccs,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,63.00861612749479,120.42648811871098,30.106622029677744,280.0,0.0,0.0,-6992.55869844123,27.66524265424157,6.916310663560393,0.8147163271002846,0.0008835252732131239,0.00022088131830328098
-6,ethanolAA,mcccs,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,3149.2999493155994,103.79211508919289,25.948028772298223,400.0,0.0,0.0,-2105.972106189931,12.867525417171688,3.216881354292922,0.6594482517855558,0.0006796636573043713,0.0001699159143260928
-7,ethanolAA,lammps-VU,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,728.6818780011786,1441.4433700345387,360.3608425086347,299.99768203592834,0.04372740769089897,0.010931851922724743,-4878.037195391293,10.503423136223933,2.6258557840559833,0.7912744706330062,0.00035075509765803315,8.768877441450829e-05
-8,ethanolAA,lammps-VU,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.5932101862948392,1.2561451763706513,0.3140362940926628,280.0176739209709,0.04798243114191609,0.011995607785479022,4994.116452829976,2983.0432879044047,745.7608219761012,0.8155830003418517,0.0005098383625339213,0.00012745959063348032
-9,ethanolAA,mcccs,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,116.02151971503123,139.26949542809123,34.81737385702281,300.0,0.0,0.0,-9630.478152624104,13.356679577202094,3.3391698943005235,0.7914405065361314,0.00042507023802561457,0.00010626755950640364
-10,ethanolAA,mcccs,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,118.64531069863153,104.95906663087483,26.239766657718707,320.0,0.0,0.0,-8226.462434657416,13.611414108478384,3.402853527119596,0.7687353597509237,0.0005355390398941115,0.00013388475997352787
-11,ethanolAA,mcccs,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,50.38695569529036,141.00142380470348,35.25035595117587,280.0,0.0,0.0,-10991.366853550637,19.727899090024152,4.931974772506038,0.813008969577506,0.0006881302408592034,0.00017203256021480084
-12,ethanolAA,lammps-VU,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,-359.94250246084914,1466.845135531076,366.711283882769,279.97266504745915,0.04495803692268136,0.01123950923067034,-6552.5864566719065,6.840653831759777,1.7101634579399443,0.8124275791468947,0.00017215728424265105,4.303932106066276e-05
-13,ethanolAA,mcccs,400.0,3000.0,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,3164.614494666036,119.74297959058023,29.93574489764506,400.0,0.0,0.0,3821.8603939709983,18.563517843965556,4.640879460991389,0.6654933244544576,0.0008445340694837413,0.00021113351737093533
-14,ethanolAA,lammps-VU,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.46299965421489897,1.6962642570704285,0.4240660642676071,320.008515379398,0.04862020611679593,0.012155051529198983,8520.936139418376,3005.7398061740914,751.4349515435229,0.77421413411656,0.0005480691221594783,0.00013701728053986957
+0,ethanolAA,lammps-VU,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,-106.99240501529107,379.5874234680642,94.89685586701604,300.00943065563035,0.056336128005403066,0.014084032001350767,-4856.021019873646,6.144061404520533,1.5360153511301333,0.7954595555073519,0.00017465346321123896,4.366336580280974e-05
+1,ethanolAA,lammps-VU,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,3289.9914629162568,1021.9285176371735,255.48212940929338,400.03104154955633,0.07233366879558925,0.018083417198897313,4139.118394166515,10.135839084508273,2.5339597711270683,0.6652870002590505,0.00040560111327301023,0.00010140027831825256
+2,ethanolAA,mcccs,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,154.9156553599518,119.88270441540095,29.970676103850238,320.0,0.0,0.0,-3596.015962541525,16.499607364269984,4.124901841067496,0.7711287614186436,0.0006723183203904903,0.00016807958009762257
+3,ethanolAA,lammps-VU,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,363.2654528964963,1078.216412438241,269.55410310956023,319.98766035495044,0.042457596624700826,0.010614399156175207,-3154.1581006558,7.9402576772123155,1.9850644193030789,0.7686986768069325,0.00026775828289654505,6.693957072413626e-05
+4,ethanolAA,mcccs,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,127.72053036185937,102.06839840226884,25.51709960056721,300.0,0.0,0.0,-5315.409810193549,18.22466726828709,4.556166817071772,0.7932308008255561,0.0006514208670471269,0.00016285521676178173
+5,ethanolAA,mcccs,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,63.008616127494804,120.42648811871098,30.106622029677744,280.0,0.0,0.0,-6992.55869844123,27.6652426542415,6.916310663560375,0.8147105265195189,0.0008835189827294251,0.00022087974568235627
+6,ethanolAA,mcccs,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,3149.2999493155994,103.79211508919286,25.948028772298215,400.0,0.0,0.0,-2105.972106189931,12.86752541717164,3.21688135429291,0.6594435566754691,0.0006796588182655915,0.0001699147045663979
+7,ethanolAA,lammps-VU,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,272.03588808768103,1252.9817695632528,313.2454423908132,299.9961037460466,0.04088053328818682,0.010220133322046705,-4875.486100805682,6.038541820099411,1.5096354550248527,0.7912052757878252,0.00026651628909329765,6.662907227332441e-05
+8,ethanolAA,lammps-VU,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,82.06253368842631,316.03484920574937,79.00871230143734,280.01365745583473,0.04748751556388501,0.011871878890971252,-6553.124745968518,7.681125403381469,1.9202813508453673,0.8159397273704785,0.00028815602846081896,7.203900711520474e-05
+9,ethanolAA,mcccs,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,116.02151971503123,139.26949542809123,34.81737385702281,300.0,0.0,0.0,-9630.478152624104,13.356679577202126,3.3391698943005315,0.7914348716735089,0.00042506721162953904,0.00010626680290738476
+10,ethanolAA,mcccs,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,118.64531069863152,104.95906663087482,26.239766657718704,320.0,0.0,0.0,-8226.462434657416,13.611414108478483,3.4028535271196207,0.7687298865433871,0.0005355352269872279,0.00013388380674680698
+11,ethanolAA,mcccs,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,50.386955695290375,141.00142380470348,35.25035595117587,280.0,0.0,0.0,-10991.366853550637,19.727899090024152,4.931974772506038,0.813003181152708,0.0006881253415404583,0.00017203133538511457
+12,ethanolAA,lammps-VU,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,-280.3223120252486,1368.4022842142012,342.1005710535503,279.974946938284,0.04107783861650905,0.010269459654127263,-6552.679832953508,4.547542713907605,1.1368856784769013,0.8124514198886403,0.0001715905521777286,4.289763804443215e-05
+13,ethanolAA,mcccs,400.0,3000.0,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,3164.614494666036,119.74297959058023,29.93574489764506,400.0,0.0,0.0,3821.8603939709983,18.5635178439655,4.640879460991375,0.6654885863049336,0.0008445280566079642,0.00021113201415199105
+14,ethanolAA,lammps-VU,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.05009234221055178,1.1547293742148057,0.2886823435537014,320.00797192867907,0.0505905301816974,0.01264763254542435,-3107.1879760350184,7.59893947778585,1.8997348694464624,0.7738857319469004,0.00028086413721301626,7.021603430325406e-05
diff --git a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_ethanolAA.csv b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_ethanolAA.csv
index 51ab28c3..df14e939 100644
--- a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_ethanolAA.csv
+++ b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/aggregate_summary_ethanolAA.csv
@@ -1,16 +1,16 @@
 ,molecule,engine,temperature,pressure,ensemble,forcefield_name,cutoff_style,long_range_correction,r_cut,pressure-avg,pressure-std,pressure-sem,temperature-avg,temperature-std,temperature-sem,potential_energy-avg,potential_energy-std,potential_energy-sem,density-avg,density-std,density-sem
-0,ethanolAA,lammps-VU,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.22947025414105168,1.5102391206089112,0.3775597801522278,300.00839197377206,0.044046190641021846,0.011011547660255461,7514.17188714806,11.066972747390029,2.766743186847507,0.7951182106955572,0.00034076287010464647,8.519071752616162e-05
-1,ethanolAA,lammps-VU,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,2796.6591030108366,1072.4401279225804,268.1100319806451,400.01691423608577,0.0724967933363473,0.018124198334086825,4137.625131488943,10.678620786942478,2.6696551967356195,0.665439774630517,0.0004203740335226148,0.0001050935083806537
-2,ethanolAA,mcccs,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,154.9156553599518,119.88270441540095,29.970676103850238,320.0,0.0,0.0,-3596.015962541525,16.499607364270005,4.124901841067501,0.7711342517057036,0.0006723231071664027,0.00016808077679160066
-3,ethanolAA,lammps-VU,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,330.83216294462557,1286.0831887148167,321.5207971787042,319.98540347789003,0.04872484056479938,0.012181210141199845,-3155.706975693749,14.374293480667816,3.593573370166954,0.7686390996325476,0.00029593065196162306,7.398266299040576e-05
-4,ethanolAA,mcccs,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,127.72053036185937,102.06839840226884,25.51709960056721,300.0,0.0,0.0,-5315.409810193549,18.224667268287085,4.556166817071771,0.7932364484748453,0.0006514255050372949,0.00016285637625932373
-5,ethanolAA,mcccs,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,63.00861612749479,120.42648811871098,30.106622029677744,280.0,0.0,0.0,-6992.55869844123,27.66524265424157,6.916310663560393,0.8147163271002846,0.0008835252732131239,0.00022088131830328098
-6,ethanolAA,mcccs,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,3149.2999493155994,103.79211508919289,25.948028772298223,400.0,0.0,0.0,-2105.972106189931,12.867525417171688,3.216881354292922,0.6594482517855558,0.0006796636573043713,0.0001699159143260928
-7,ethanolAA,lammps-VU,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,728.6818780011786,1441.4433700345387,360.3608425086347,299.99768203592834,0.04372740769089897,0.010931851922724743,-4878.037195391293,10.503423136223933,2.6258557840559833,0.7912744706330062,0.00035075509765803315,8.768877441450829e-05
-8,ethanolAA,lammps-VU,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.5932101862948392,1.2561451763706513,0.3140362940926628,280.0176739209709,0.04798243114191609,0.011995607785479022,4994.116452829976,2983.0432879044047,745.7608219761012,0.8155830003418517,0.0005098383625339213,0.00012745959063348032
-9,ethanolAA,mcccs,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,116.02151971503123,139.26949542809123,34.81737385702281,300.0,0.0,0.0,-9630.478152624104,13.356679577202094,3.3391698943005235,0.7914405065361314,0.00042507023802561457,0.00010626755950640364
-10,ethanolAA,mcccs,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,118.64531069863153,104.95906663087483,26.239766657718707,320.0,0.0,0.0,-8226.462434657416,13.611414108478384,3.402853527119596,0.7687353597509237,0.0005355390398941115,0.00013388475997352787
-11,ethanolAA,mcccs,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,50.38695569529036,141.00142380470348,35.25035595117587,280.0,0.0,0.0,-10991.366853550637,19.727899090024152,4.931974772506038,0.813008969577506,0.0006881302408592034,0.00017203256021480084
-12,ethanolAA,lammps-VU,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,-359.94250246084914,1466.845135531076,366.711283882769,279.97266504745915,0.04495803692268136,0.01123950923067034,-6552.5864566719065,6.840653831759777,1.7101634579399443,0.8124275791468947,0.00017215728424265105,4.303932106066276e-05
-13,ethanolAA,mcccs,400.0,3000.0,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,3164.614494666036,119.74297959058023,29.93574489764506,400.0,0.0,0.0,3821.8603939709983,18.563517843965556,4.640879460991389,0.6654933244544576,0.0008445340694837413,0.00021113351737093533
-14,ethanolAA,lammps-VU,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.46299965421489897,1.6962642570704285,0.4240660642676071,320.008515379398,0.04862020611679593,0.012155051529198983,8520.936139418376,3005.7398061740914,751.4349515435229,0.77421413411656,0.0005480691221594783,0.00013701728053986957
+0,ethanolAA,lammps-VU,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,-106.99240501529107,379.5874234680642,94.89685586701604,300.00943065563035,0.056336128005403066,0.014084032001350767,-4856.021019873646,6.144061404520533,1.5360153511301333,0.7954595555073519,0.00017465346321123896,4.366336580280974e-05
+1,ethanolAA,lammps-VU,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,3289.9914629162568,1021.9285176371735,255.48212940929338,400.03104154955633,0.07233366879558925,0.018083417198897313,4139.118394166515,10.135839084508273,2.5339597711270683,0.6652870002590505,0.00040560111327301023,0.00010140027831825256
+2,ethanolAA,mcccs,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,154.9156553599518,119.88270441540095,29.970676103850238,320.0,0.0,0.0,-3596.015962541525,16.499607364269984,4.124901841067496,0.7711287614186436,0.0006723183203904903,0.00016807958009762257
+3,ethanolAA,lammps-VU,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,363.2654528964963,1078.216412438241,269.55410310956023,319.98766035495044,0.042457596624700826,0.010614399156175207,-3154.1581006558,7.9402576772123155,1.9850644193030789,0.7686986768069325,0.00026775828289654505,6.693957072413626e-05
+4,ethanolAA,mcccs,300.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,127.72053036185937,102.06839840226884,25.51709960056721,300.0,0.0,0.0,-5315.409810193549,18.22466726828709,4.556166817071772,0.7932308008255561,0.0006514208670471269,0.00016285521676178173
+5,ethanolAA,mcccs,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,63.008616127494804,120.42648811871098,30.106622029677744,280.0,0.0,0.0,-6992.55869844123,27.6652426542415,6.916310663560375,0.8147105265195189,0.0008835189827294251,0.00022087974568235627
+6,ethanolAA,mcccs,400.0,3000.0,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,3149.2999493155994,103.79211508919286,25.948028772298215,400.0,0.0,0.0,-2105.972106189931,12.86752541717164,3.21688135429291,0.6594435566754691,0.0006796588182655915,0.0001699147045663979
+7,ethanolAA,lammps-VU,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,272.03588808768103,1252.9817695632528,313.2454423908132,299.9961037460466,0.04088053328818682,0.010220133322046705,-4875.486100805682,6.038541820099411,1.5096354550248527,0.7912052757878252,0.00026651628909329765,6.662907227332441e-05
+8,ethanolAA,lammps-VU,280.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,82.06253368842631,316.03484920574937,79.00871230143734,280.01365745583473,0.04748751556388501,0.011871878890971252,-6553.124745968518,7.681125403381469,1.9202813508453673,0.8159397273704785,0.00028815602846081896,7.203900711520474e-05
+9,ethanolAA,mcccs,300.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,116.02151971503123,139.26949542809123,34.81737385702281,300.0,0.0,0.0,-9630.478152624104,13.356679577202126,3.3391698943005315,0.7914348716735089,0.00042506721162953904,0.00010626680290738476
+10,ethanolAA,mcccs,320.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,118.64531069863152,104.95906663087482,26.239766657718704,320.0,0.0,0.0,-8226.462434657416,13.611414108478483,3.4028535271196207,0.7687298865433871,0.0005355352269872279,0.00013388380674680698
+11,ethanolAA,mcccs,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,50.386955695290375,141.00142380470348,35.25035595117587,280.0,0.0,0.0,-10991.366853550637,19.727899090024152,4.931974772506038,0.813003181152708,0.0006881253415404583,0.00017203133538511457
+12,ethanolAA,lammps-VU,280.0,101.325,NPT-fixOH,oplsaa,hard,energy_pressure,1.0,-280.3223120252486,1368.4022842142012,342.1005710535503,279.974946938284,0.04107783861650905,0.010269459654127263,-6552.679832953508,4.547542713907605,1.1368856784769013,0.8124514198886403,0.0001715905521777286,4.289763804443215e-05
+13,ethanolAA,mcccs,400.0,3000.0,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,3164.614494666036,119.74297959058023,29.93574489764506,400.0,0.0,0.0,3821.8603939709983,18.5635178439655,4.640879460991375,0.6654885863049336,0.0008445280566079642,0.00021113201415199105
+14,ethanolAA,lammps-VU,320.0,101.325,NPT-flexOH,oplsaa,hard,energy_pressure,1.0,0.05009234221055178,1.1547293742148057,0.2886823435537014,320.00797192867907,0.0505905301816974,0.01264763254542435,-3107.1879760350184,7.59893947778585,1.8997348694464624,0.7738857319469004,0.00028086413721301626,7.021603430325406e-05
diff --git a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/figures/combined_ethanol.pdf b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/figures/combined_ethanol.pdf
index e223962d..2a7b7122 100644
Binary files a/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/figures/combined_ethanol.pdf and b/reproducibility_project/mdmc_ethanol_subproject/aggregate_summary/figures/combined_ethanol.pdf differ
diff --git a/reproducibility_project/mdmc_ethanol_subproject/subproject-analysis.py b/reproducibility_project/mdmc_ethanol_subproject/subproject-analysis.py
index e245b0de..dd9acdfb 100644
--- a/reproducibility_project/mdmc_ethanol_subproject/subproject-analysis.py
+++ b/reproducibility_project/mdmc_ethanol_subproject/subproject-analysis.py
@@ -109,7 +109,7 @@ def _determine_sampling_information(
             threshold_fraction=0.75,
             threshold_neff=100,
             strict=strict,
-            monte_carlo_override=False,
+            monte_carlo_override=True,
         )
 
 
@@ -401,7 +401,7 @@ def write_subsampled_data_max_t0(job):
                     ensemble=ensemble,
                     property_filename=f"log-{ensemble}.txt",
                     prop=prop,
-                    is_monte_carlo=is_monte_carlo,
+                    is_monte_carlo=True,
                 )
 
 
@@ -413,7 +413,7 @@ def write_subsampled_data_max_t0(job):
         prop_list=prop_list,
         simulation_type="md",
         engine_list=md_engines,
-        is_monte_carlo=False,
+        is_monte_carlo=True,
     )
 
 # mc operations
diff --git a/reproducibility_project/project-analysis.py b/reproducibility_project/project-analysis.py
index 43bb820d..56e4547a 100644
--- a/reproducibility_project/project-analysis.py
+++ b/reproducibility_project/project-analysis.py
@@ -98,7 +98,7 @@ def _determine_sampling_information(
             threshold_fraction=0.75,
             threshold_neff=100,
             strict=strict,
-            monte_carlo_override=False,
+            monte_carlo_override=True,
         )
 
 
@@ -329,9 +329,10 @@ def create_largest_t0_operations(
     @Project.post(lambda job: job.doc.get(f"{ensemble}/max_t0") is not None)
     def write_largest_t0(job):
         """Write out maximium t0 for all subsampled values in npt production."""
-        job.doc[f"{ensemble}/max_t0"] = _get_largest_t0(
-            job, ensemble=ensemble, props=prop_list
-        )
+        # job.doc[f"{ensemble}/max_t0"] = _get_largest_t0( # note that this was overwritten such that all production data is used
+        #    job, ensemble=ensemble, props=prop_list
+        # )
+        job.doc[f"{ensemble}/max_t0"] = 0
 
 
 # md operations
@@ -402,7 +403,7 @@ def write_subsampled_data_max_t0(job):
         prop_list=prop_list,
         simulation_type="md",
         engine_list=md_engines,
-        is_monte_carlo=False,
+        is_monte_carlo=True,
     )
 
 # mc operations
diff --git a/reproducibility_project/src/analysis/Comparison_Figures/.gitignore b/reproducibility_project/src/analysis/Comparison_Figures/.gitignore
index b5682685..fa656082 100644
--- a/reproducibility_project/src/analysis/Comparison_Figures/.gitignore
+++ b/reproducibility_project/src/analysis/Comparison_Figures/.gitignore
@@ -1,2 +1 @@
-*.pdf
 *.ipynb
diff --git a/reproducibility_project/src/analysis/Comparison_Figures/csvs/job_density_data.csv b/reproducibility_project/src/analysis/Comparison_Figures/csvs/job_density_data.csv
index 0d95213c..04439174 100644
--- a/reproducibility_project/src/analysis/Comparison_Figures/csvs/job_density_data.csv
+++ b/reproducibility_project/src/analysis/Comparison_Figures/csvs/job_density_data.csv
@@ -1,897 +1,897 @@
 ,associated_work,MCorMD,engine,molecule,replicate,temperature,density,density-std,forcefield
-0,MoSDeF,MD,gromacs,ethanolAA,14,320.0,0.7735207800292969,0.010110613077917021,oplsaa
-1,MoSDeF,MD,hoomd,waterSPCE,7,280.0,1.0068064283735252,0.0072941553581096965,spce
-2,MoSDeF,MD,hoomd,waterSPCE,10,300.0,0.9976709290832094,0.007521107927439588,spce
-3,MoSDeF,MD,gromacs,pentaneUA-flexible_bonds,4,372.0,0.5346973692820622,0.021955527372966032,trappe-ua
-4,MoSDeF,MC,gomc,ethanolAA,13,300.0,0.7926841606760833,0.0068209388038109,oplsaa
-5,MoSDeF,MC,gomc,pentaneUA-constrain_bonds,1,372.0,0.5412649296850833,0.011499652233530945,trappe-ua
-6,MoSDeF,MC,gomc,pentaneUA-constrain_bonds,7,372.0,0.54136970455525,0.01183206654864145,trappe-ua
-7,MoSDeF,MC,cassandra,methaneUA,0,140.0,0.3756420617758333,0.004490899501958551,trappe-ua
-8,MoSDeF,MD,lammps-VU,methaneUA,12,140.0,0.3759078714789572,0.004477798031083108,trappe-ua
-9,MoSDeF,MD,lammps-VU,waterSPCE,6,300.0,0.9981839407503689,0.007603404003640751,spce
-10,MoSDeF,MC,cassandra,waterSPCE,5,300.0,0.9953463570116666,0.007538525073838185,spce
-11,MoSDeF,MC,mcccs,methaneUA,7,140.0,0.3758223487533516,0.004322838137520545,trappe-ua
-12,MoSDeF,MD,gromacs,benzeneUA,6,450.0,0.6955600068492275,0.0222127345822273,benzene-ua
-13,MoSDeF,MD,lammps-VU,ethanolAA,1,300.0,0.7953839208956944,0.007293262637195991,oplsaa
-14,MoSDeF,MD,lammps-VU,pentaneUA-flexible_bonds,14,372.0,0.5476375393162778,0.011462411498066408,trappe-ua
-15,MoSDeF,MC,mcccs,waterSPCE,10,280.0,1.0064909798767026,0.006536842264955913,spce
-16,MoSDeF,MC,gomc,waterSPCE,10,280.0,1.00866087245825,0.006396357909430115,spce
-17,MoSDeF,MD,hoomd,ethanolAA,1,300.0,0.7936346984068231,0.0072882006762512675,oplsaa
-18,MoSDeF,MD,gromacs,ethanolAA,10,280.0,0.816633294977106,0.009312414312709884,oplsaa
-19,MoSDeF,MD,hoomd,waterSPCE,13,280.0,1.006677498531498,0.007223132019273279,spce
-20,MoSDeF,MC,gomc,pentaneUA-constrain_bonds,12,372.0,0.5404184629258333,0.011770658750962205,trappe-ua
-21,MoSDeF,MD,hoomd,benzeneUA,5,450.0,0.6991885617545183,0.0136234770284215,benzene-ua
-22,MoSDeF,MD,gromacs,ethanolAA,1,300.0,0.7954616413939083,0.009851687096326875,oplsaa
-23,MoSDeF,MC,gomc,ethanolAA,3,320.0,0.76909183965425,0.007300385874546468,oplsaa
-24,MoSDeF,MD,gromacs,waterSPCE,4,280.0,1.0066576437343528,0.007125314250470776,spce
-25,MoSDeF,MD,lammps-VU,ethanolAA,15,280.0,0.8160174638853713,0.006907139650315561,oplsaa
-26,MoSDeF,MD,lammps-VU,ethanolAA,1,320.0,0.7732451979992732,0.007902867849081528,oplsaa
-27,MoSDeF,MD,lammps-VU,waterSPCE,12,300.0,0.9980217970013817,0.0074370348884008715,spce
-28,MoSDeF,MC,cassandra,ethanolAA,5,300.0,0.7903367767541668,0.007528735606963092,oplsaa
-29,MoSDeF,MD,lammps-VU,waterSPCE,4,300.0,0.9983137311286927,0.00776929597398238,spce
-30,MoSDeF,MD,lammps-VU,methaneUA,13,140.0,0.37597791136701714,0.0045050993878547226,trappe-ua
-31,MoSDeF,MC,mcccs,waterSPCE,8,280.0,1.0073116083686788,0.0069345809778629565,spce
-32,MoSDeF,MC,gomc,waterSPCE,13,320.0,0.9852482428944168,0.007292960621740566,spce
-33,MoSDeF,MC,mcccs,benzeneUA,3,450.0,0.6990807010392238,0.013545605214452496,benzene-ua
-34,MoSDeF,MD,hoomd,ethanolAA,6,300.0,0.7949380169639937,0.005740931467535022,oplsaa
-35,MoSDeF,MD,hoomd,ethanolAA,12,300.0,0.7937460940756079,0.007194606953648524,oplsaa
-36,MoSDeF,MD,gromacs,pentaneUA-flexible_bonds,2,372.0,0.5337417271596461,0.023704938179353027,trappe-ua
-37,MoSDeF,MC,cassandra,ethanolAA,1,320.0,0.7687651442891665,0.008494551347367058,oplsaa
-38,MoSDeF,MD,gromacs,waterSPCE,4,300.0,0.9977159967773438,0.007748975572632542,spce
-39,MoSDeF,MC,mcccs,ethanolAA,4,320.0,0.7677420083179248,0.008202562532075396,oplsaa
-40,MoSDeF,MC,cassandra,ethanolAA,11,320.0,0.7688305247674999,0.007636085987952618,oplsaa
-41,MoSDeF,MD,gromacs,benzeneUA,7,450.0,0.7015875055541992,0.020144943111080792,benzene-ua
-42,MoSDeF,MD,lammps-VU,waterSPCE,8,300.0,0.9980899644668355,0.007382559654067472,spce
-43,MoSDeF,MD,hoomd,pentaneUA-constrain_bonds,9,372.0,0.5417095560902451,0.011895465217151503,trappe-ua
-44,MoSDeF,MD,gromacs,benzeneUA,14,450.0,0.6980161558042417,0.02101724728762448,benzene-ua
-45,MoSDeF,MD,gromacs,waterSPCE,5,320.0,0.9863986983398437,0.008027808700097994,spce
-46,MoSDeF,MC,cassandra,methaneUA,5,140.0,0.37585325953,0.004453246684165636,trappe-ua
-47,MoSDeF,MD,lammps-VU,waterSPCE,10,320.0,0.9862407811218051,0.00789600227351627,spce
-48,MoSDeF,MC,mcccs,methaneUA,5,140.0,0.3757046991217542,0.004454722082578434,trappe-ua
-49,MoSDeF,MD,lammps-VU,benzeneUA,0,450.0,0.697493268442844,0.014807891644667025,benzene-ua
-50,MoSDeF,MD,lammps-VU,pentaneUA-flexible_bonds,15,372.0,0.5436382620830973,0.012151315478592781,trappe-ua
-51,MoSDeF,MD,lammps-VU,ethanolAA,8,280.0,0.8162995665787375,0.0065880272176249985,oplsaa
-52,MoSDeF,MD,gromacs,pentaneUA-flexible_bonds,10,372.0,0.5356540648678699,0.018850044931047985,trappe-ua
-53,MoSDeF,MC,gomc,waterSPCE,11,320.0,0.9857354598689999,0.006802925624052288,spce
-54,MoSDeF,MD,gromacs,ethanolAA,2,320.0,0.7742754639451876,0.010704967362562639,oplsaa
-55,MoSDeF,MD,hoomd,pentaneUA-constrain_bonds,13,372.0,0.5415883279882273,0.011994365175014806,trappe-ua
-56,MoSDeF,MD,lammps-VU,waterSPCE,1,320.0,0.9863397647074424,0.007804374960252108,spce
-57,MoSDeF,MD,hoomd,waterSPCE,9,320.0,0.9862014098250595,0.007856710818883512,spce
-58,MoSDeF,MD,hoomd,pentaneUA-flexible_bonds,2,372.0,0.517585522840529,0.013818022378261734,trappe-ua
-59,MoSDeF,MD,hoomd,benzeneUA,7,450.0,0.699170137375236,0.013522077800727318,benzene-ua
-60,MoSDeF,MC,cassandra,waterSPCE,0,280.0,1.0070097578316666,0.0076669211207402825,spce
-61,MoSDeF,MC,cassandra,ethanolAA,7,320.0,0.7685517339091668,0.007701704317743874,oplsaa
-62,MoSDeF,MD,lammps-VU,methaneUA,0,140.0,0.37598345830721064,0.00448817789472198,trappe-ua
-63,MoSDeF,MD,gromacs,waterSPCE,0,300.0,0.9977990325195313,0.007710134577166101,spce
-64,MoSDeF,MC,cassandra,ethanolAA,1,280.0,0.8137294027908335,0.006766289750982524,oplsaa
-65,MoSDeF,MC,gomc,benzeneUA,10,450.0,0.6974448514695,0.012575219366537459,benzene-ua
-66,MoSDeF,MD,lammps-VU,methaneUA,3,140.0,0.3759248648845241,0.004363142465141285,trappe-ua
-67,MoSDeF,MD,lammps-VU,pentaneUA-flexible_bonds,2,372.0,0.5417748579353641,0.011441572676623395,trappe-ua
-68,MoSDeF,MC,cassandra,benzeneUA,11,450.0,0.6990717188149999,0.013750876384214706,benzene-ua
-69,MoSDeF,MD,gromacs,benzeneUA,1,450.0,0.697447419036042,0.018741846377185734,benzene-ua
-70,MoSDeF,MD,hoomd,ethanolAA,0,300.0,0.7965601509739741,0.007071104398787545,oplsaa
-71,MoSDeF,MD,gromacs,methaneUA,0,140.0,0.3759440752972613,0.004604455113075375,trappe-ua
-72,MoSDeF,MD,hoomd,pentaneUA-flexible_bonds,6,372.0,0.5175345422959468,0.013111013999843272,trappe-ua
-73,MoSDeF,MC,mcccs,methaneUA,9,140.0,0.37557556553782734,0.004456372600154916,trappe-ua
-74,MoSDeF,MC,gomc,ethanolAA,4,280.0,0.8131172900363333,0.006202875740661543,oplsaa
-75,MoSDeF,MC,cassandra,benzeneUA,3,450.0,0.6987580109066667,0.013011416353327638,benzene-ua
-76,MoSDeF,MC,gomc,benzeneUA,7,450.0,0.6985329163153334,0.012625332285710483,benzene-ua
-77,MoSDeF,MD,lammps-VU,waterSPCE,14,320.0,0.9868343906768765,0.007651624302104119,spce
-78,MoSDeF,MC,mcccs,waterSPCE,5,320.0,0.9848698727713217,0.008567771285867923,spce
-79,MoSDeF,MC,mcccs,waterSPCE,1,300.0,0.9965764520173039,0.006997220437610498,spce
-80,MoSDeF,MC,mcccs,waterSPCE,0,300.0,0.9956701152479672,0.007462034761555541,spce
-81,MoSDeF,MD,hoomd,pentaneUA-constrain_bonds,7,372.0,0.541752778256464,0.011811364099745182,trappe-ua
-82,MoSDeF,MC,mcccs,waterSPCE,10,300.0,1.0004293214091053,0.007731019844479522,spce
-83,MoSDeF,MD,hoomd,pentaneUA-flexible_bonds,10,372.0,0.5176614068652132,0.013568718071078902,trappe-ua
-84,MoSDeF,MC,cassandra,pentaneUA-constrain_bonds,12,372.0,0.5414428718175,0.011627161706343418,trappe-ua
-85,MoSDeF,MD,gromacs,waterSPCE,1,280.0,1.0065615221191406,0.007295740895818161,spce
-86,MoSDeF,MC,gomc,benzeneUA,15,450.0,0.6980508942263334,0.012933354381241349,benzene-ua
-87,MoSDeF,MC,gomc,waterSPCE,2,320.0,0.9867161100851666,0.0075146082092901745,spce
-88,MoSDeF,MD,lammps-VU,pentaneUA-flexible_bonds,7,372.0,0.5467268441570535,0.01123934859156207,trappe-ua
-89,MoSDeF,MD,gromacs,ethanolAA,15,300.0,0.795696101313716,0.00984103587424628,oplsaa
-90,MoSDeF,MD,gromacs,methaneUA,13,140.0,0.37590654082245883,0.004285534637595984,trappe-ua
-91,MoSDeF,MC,gomc,methaneUA,14,140.0,0.37571639066724993,0.0036905036458102377,trappe-ua
-92,MoSDeF,MC,mcccs,pentaneUA-constrain_bonds,6,372.0,0.5412709809650281,0.011620910975837473,trappe-ua
-93,MoSDeF,MC,mcccs,ethanolAA,7,300.0,0.7914179383031301,0.007567966089775204,oplsaa
-94,MoSDeF,MC,cassandra,benzeneUA,14,450.0,0.6999879425450001,0.013646716139792335,benzene-ua
-95,MoSDeF,MC,cassandra,ethanolAA,10,300.0,0.7909270792391667,0.007199132990132785,oplsaa
-96,MoSDeF,MC,cassandra,ethanolAA,8,300.0,0.7923249660258335,0.007120878291327886,oplsaa
-97,MoSDeF,MD,lammps-VU,waterSPCE,14,280.0,1.0068618844826258,0.0071717344000953205,spce
-98,MoSDeF,MD,hoomd,waterSPCE,13,300.0,0.9976625227783178,0.007684387575609039,spce
-99,MoSDeF,MC,cassandra,waterSPCE,2,280.0,1.0061146078883334,0.007767776343057137,spce
-100,MoSDeF,MC,mcccs,ethanolAA,13,280.0,0.8128214662187798,0.00677085266308406,oplsaa
-101,MoSDeF,MC,mcccs,waterSPCE,7,280.0,1.0076833474385931,0.005986627173444024,spce
-102,MoSDeF,MD,hoomd,ethanolAA,5,320.0,0.7726585372588706,0.0063999510158108935,oplsaa
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-749,MoSDeF,MD,hoomd,pentaneUA-constrain_bonds,11,372.0,0.5418143372530246,0.012159474995904855,trappe-ua
-750,MoSDeF,MC,cassandra,ethanolAA,10,320.0,0.7686292744308333,0.007771543833596907,oplsaa
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-781,MoSDeF,MC,gomc,ethanolAA,11,300.0,0.7911897589405835,0.006506431830786075,oplsaa
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diff --git a/reproducibility_project/src/analysis/Comparison_Figures/figures/Stacked_Figures/molecule_stack-combined.pdf b/reproducibility_project/src/analysis/Comparison_Figures/figures/Stacked_Figures/molecule_stack-combined.pdf
index 1bd6cb61..5f587fbf 100644
Binary files a/reproducibility_project/src/analysis/Comparison_Figures/figures/Stacked_Figures/molecule_stack-combined.pdf and b/reproducibility_project/src/analysis/Comparison_Figures/figures/Stacked_Figures/molecule_stack-combined.pdf differ
diff --git a/reproducibility_project/src/analysis/Comparison_Figures/generate_comparison_plots.py b/reproducibility_project/src/analysis/Comparison_Figures/generate_comparison_plots.py
index dde69788..835edb9d 100644
--- a/reproducibility_project/src/analysis/Comparison_Figures/generate_comparison_plots.py
+++ b/reproducibility_project/src/analysis/Comparison_Figures/generate_comparison_plots.py
@@ -36,10 +36,12 @@
 
 # plot settings
 ms = 8  # markersize
-xtickfs = 15  # xtickfontsize
-xlabelfs = 18  # xlabelfontsize
-ylabelfs = 20  # ylabelfontsize
-ytickfs = 14  # ytickfontsize
+xtickfs = 12  # xtickfontsize
+# xlabelfs = 18  # xlabelfontsize
+xlabelfs = 12  # xlabelfontsize
+ylabelfs = 12  # ylabelfontsize
+ytickfs = 12  # ytickfontsize
+# ytickfs = 10  # ytickfontsize
 titlefs = 14  # title size
 legendfs = 9
 alpha = 0.2
@@ -218,6 +220,10 @@ def _sort_plotting_labels(df, x_label, y_label):
         df["sortedindex"] = df[x_label].apply(
             func=lambda x: sortffmolDict.get(x)
         )
+    else:
+        df["sortedindex"] = df[x_label].apply(
+            func=lambda x: sortffmolDict.get(x)
+        )
     df = df.sort_values(by=["sortedindex"], ascending=True).copy()
     color_labels = list(Counter(df[x_label].to_numpy()).keys())
     palette = sns.color_palette("colorblind", n_colors=len(color_labels))
@@ -418,7 +424,13 @@ def _save_single_scatter_labels(
 
 
 def single_plot_comparisons(
-    df, splitby, combMCMD, plot_type, average_replicas=False, figdir="combined"
+    df,
+    splitby,
+    combMCMD,
+    plot_type,
+    average_replicas=False,
+    figdir="combined",
+    errormax=None,
 ):
     """Plot deviations split into splitby groupings on xaxis and compared to their statepoint and/or MD/MC means."""
     if average_replicas:
@@ -476,13 +488,18 @@ def single_plot_comparisons(
         ax,
         splitby,
         figdir,
-        groupMCMD,
+        combMCMD,
         xtick_labelsList,
         color_labels,
         average_replicas,
+        rotation=45,
+        wrap_labels=False,
     )  # formatting for all plots
+    if errormax:
+        ax.set_ylim(-errormax, errormax)
+
     _save_single_scatter_labels(
-        fig, ax, groupMCMD, average_replicas, figdir, splitby, plot_type
+        fig, ax, combMCMD, average_replicas, figdir, splitby, plot_type
     )
     plt.close()
 
@@ -587,7 +604,7 @@ def stack_plot_comparisons(df, stack, ymax=None):
         )  # format all plots
     # remove extra labels
     axs[0].set_ylabel("")
-    axs[2].set_ylabel("")
+    # axs[2].set_ylabel("")
 
     fig_names = []
     for sta in stack:
@@ -595,7 +612,7 @@ def stack_plot_comparisons(df, stack, ymax=None):
     fname = f"figures/Stacked_Figures/{'_'.join(fig_names)}.pdf"
     print(f"Plotting {fname}")
     fig.tight_layout()
-    fig.savefig(fname, dpi=500, bbox_inches="tight", overwrite=True)
+    fig.savefig(fname, dpi=500, bbox_inches="tight")
 
 
 def stack_plot_multix(stack):
@@ -705,38 +722,48 @@ def stack_plot_multix(stack):
     axs[2].text(3.1, 5.8, "RR", fontdict={"size": fontsize})
     axs[2].text(3.1, 29.7, "RR", fontdict={"size": fontsize})
     axs[2].text(0.8, 53.8, "RR", fontdict={"size": fontsize})
-    fig.savefig(fname, dpi=500, bbox_inches="tight", overwrite=True)
+    fig.savefig(fname, dpi=500, bbox_inches="tight")
 
 
 def looper_for_plotting_single_data(df):
     """Seperate out plotting data from source specific dataframes."""
     for filter_method in ["MoSDeF", "RR", None]:
         if filter_method:
-            df = copy.deepcopy(densityDF)
-            df = df.loc[df["associated_work"] == filter_method]
+            plotDF = copy.deepcopy(
+                df.loc[df["associated_work"] == filter_method]
+            )
         for use_replica_avg in (True, False):
             for splitby in ["ff-mol", "forcefield", "associated_work"]:
-                for combMCMDMCMD in [True, False]:
-                    for plot_type in ["scatter", "violin", "box"]:
+                for combMCMD in [True, False]:
+                    for plot_type in ["scatter", "violin"]:
                         if filter_method is None:
                             single_plot_comparisons(
-                                df.copy(),
+                                copy.deepcopy(plotDF),
                                 splitby=splitby,
                                 combMCMD=combMCMD,
                                 plot_type=plot_type,
                                 average_replicas=use_replica_avg,
                                 figdir="combined",
                             )
+                        elif filter_method == "MoSDeF":
+                            single_plot_comparisons(
+                                copy.deepcopy(plotDF),
+                                splitby=splitby,
+                                combMCMD=combMCMD,
+                                plot_type=plot_type,
+                                average_replicas=use_replica_avg,
+                                figdir=filter_method,
+                                errormax=3.0,
+                            )
                         else:
                             single_plot_comparisons(
-                                df.copy(),
+                                copy.deepcopy(plotDF),
                                 splitby=splitby,
-                                combMCMD=combMCMDMCMD,
+                                combMCMD=combMCMD,
                                 plot_type=plot_type,
                                 average_replicas=use_replica_avg,
                                 figdir=filter_method,
                             )
-                        df = copy.deepcopy(densityDF)
 
 
 def plot_rr_mosdef_mosdef_avg(fullDF):
@@ -842,7 +869,7 @@ def plot_rr_mosdef_mosdef_avg(fullDF):
     fname = f"figures/Stacked_Figures/{'Grouped-Comparison'}-{plot_type}.pdf"
     print(f"Plotting {fname}")
     fig.tight_layout()
-    fig.savefig(fname, dpi=500, bbox_inches="tight", overwrite=True)
+    fig.savefig(fname, dpi=500, bbox_inches="tight")
 
 
 def print_errors_for_text(df):
@@ -941,7 +968,7 @@ def print_errors_for_text(df):
     df = copy.deepcopy(densityDF)
 
     # generate individual scatter and violin plots
-    # looper_for_plotting_single_data(df)
+    looper_for_plotting_single_data(df)
 
     # generate stacked plots
 
@@ -992,7 +1019,7 @@ def print_errors_for_text(df):
         },
     ]
 
-    # stack_plot_comparisons(df, stack2) # try other plotting
+    stack_plot_comparisons(df, stack2)  # try other plotting
 
     stack3 = [
         {
@@ -1015,7 +1042,7 @@ def print_errors_for_text(df):
         },
     ]
 
-    # stack_plot_comparisons(df, stack3)
+    stack_plot_comparisons(df, stack3)
 
     # compare TraPPE -> all
     df1 = copy.deepcopy(df).loc[
@@ -1059,6 +1086,7 @@ def print_errors_for_text(df):
     # Compare TraPPE -> TraPPE
     # compare OPLS -> SPC/E
     # compare OPLS AMBER -> OPLS Ethanol
+
     stack_plot_multix(stack_mol_by_mol_basis)
 
     plot_rr_mosdef_mosdef_avg(densityDF.copy())
diff --git a/reproducibility_project/src/analysis/sampler.py b/reproducibility_project/src/analysis/sampler.py
index 0e9932fc..23c8d1a7 100644
--- a/reproducibility_project/src/analysis/sampler.py
+++ b/reproducibility_project/src/analysis/sampler.py
@@ -29,6 +29,9 @@ def sample_job(
 ):
     """Use the timeseries module from pymbar to perform statistical sampling.
 
+    **Note this was turned off in order to have the same sampling across all
+    techniques. All jobs set monte_carlo_overrite=True.
+
     The start, end and decorrleated step size of the production region are
     added to the job document.
 
diff --git a/reproducibility_project/waterspce_nist_subproject/subproject-analysis.py b/reproducibility_project/waterspce_nist_subproject/subproject-analysis.py
index cf14e6cf..9640ec12 100644
--- a/reproducibility_project/waterspce_nist_subproject/subproject-analysis.py
+++ b/reproducibility_project/waterspce_nist_subproject/subproject-analysis.py
@@ -109,7 +109,7 @@ def _determine_sampling_information(
             threshold_fraction=0.75,
             threshold_neff=100,
             strict=strict,
-            monte_carlo_override=False,
+            monte_carlo_override=True,
         )