diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..5408b68 Binary files /dev/null and b/.DS_Store differ diff --git a/Starting Point.ipynb b/Starting Point.ipynb index b323902..657ec98 100644 --- a/Starting Point.ipynb +++ b/Starting Point.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:61ebf2badb80efc429f54d148e73dd53ca5da2337868c3a6c86018c0f9628256" + "signature": "sha256:d69b48bfd20034aaac28931342c87db2c8c33bb08ed8f0888443fced4bf52998" }, "nbformat": 3, "nbformat_minor": 0, @@ -18,7 +18,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 74 + "prompt_number": 2 }, { "cell_type": "code", @@ -29,7 +29,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 75 + "prompt_number": 3 }, { "cell_type": "code", @@ -40,13 +40,13 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 76 + "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ - "summary = pd.read_csv(\"atusdata/atussum_2013/atussum_2013.dat\")\n", + "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")\n", "summary.info()" ], "language": "python", @@ -64,7 +64,7 @@ ] } ], - "prompt_number": 77 + "prompt_number": 5 }, { "cell_type": "code", @@ -78,13 +78,13 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 78, + "prompt_number": 6, "text": [ "Index(['tucaseid', 'TUFINLWGT', 'TRYHHCHILD', 'TEAGE', 'TESEX', 'PEEDUCA', 'PTDTRACE', 'PEHSPNON', 'GTMETSTA', 'TELFS', 'TEMJOT', 'TRDPFTPT', 'TESCHENR', 'TESCHLVL', 'TRSPPRES', 'TESPEMPNOT', 'TRERNWA', 'TRCHILDNUM', 'TRSPFTPT', 'TEHRUSLT', 'TUDIARYDAY', 'TRHOLIDAY', 'TRTEC', 'TRTHH', 't010101', 't010102', 't010201', 't010299', 't010301', 't010399', 't010401', 't020101', 't020102', 't020103', 't020104', 't020199', 't020201', 't020202', 't020203', 't020299', 't020301', 't020302', 't020303', 't020399', 't020401', 't020402', 't020499', 't020501', 't020502', 't020599', 't020601', 't020602', 't020699', 't020701', 't020799', 't020801', 't020899', 't020901', 't020902', 't020903', 't020904', 't020905', 't020999', 't029999', 't030101', 't030102', 't030103', 't030104', 't030105', 't030106', 't030108', 't030109', 't030110', 't030111', 't030112', 't030199', 't030201', 't030202', 't030203', 't030299', 't030301', 't030302', 't030303', 't030399', 't030401', 't030402', 't030403', 't030404', 't030405', 't030499', 't030501', 't030502', 't030503', 't030504', 't030599', 't039999', 't040101', 't040102', 't040103', 't040104', ...], dtype='object')" ] } ], - "prompt_number": 78 + "prompt_number": 6 }, { "cell_type": "markdown", @@ -267,7 +267,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 79, + "prompt_number": 7, "text": [ " tucaseid TUFINLWGT TRYHHCHILD TEAGE TESEX PEEDUCA \\\n", "0 20130101130004 11899905.662034 12 22 2 40 \n", @@ -294,7 +294,7 @@ ] } ], - "prompt_number": 79 + "prompt_number": 7 }, { "cell_type": "code", @@ -306,7 +306,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 80 + "prompt_number": 8 }, { "cell_type": "code", @@ -330,7 +330,7 @@ ] } ], - "prompt_number": 81 + "prompt_number": 9 }, { "cell_type": "code", @@ -386,7 +386,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 82, + "prompt_number": 10, "text": [ " weight minutes\n", "2 10377056.507734 60\n", @@ -397,7 +397,7 @@ ] } ], - "prompt_number": 82 + "prompt_number": 10 }, { "cell_type": "code", @@ -408,7 +408,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 83 + "prompt_number": 11 }, { "cell_type": "code", @@ -468,7 +468,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 84, + "prompt_number": 12, "text": [ " weight minutes weighted_minutes\n", "2 10377056.507734 60 6.226234e+08\n", @@ -479,7 +479,7 @@ ] } ], - "prompt_number": 84 + "prompt_number": 12 }, { "cell_type": "code", @@ -493,13 +493,13 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 85, + "prompt_number": 13, "text": [ "3.1709004734759403" ] } ], - "prompt_number": 85 + "prompt_number": 13 }, { "cell_type": "code", @@ -515,7 +515,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 86 + "prompt_number": 14 }, { "cell_type": "code", @@ -531,13 +531,13 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 87, + "prompt_number": 15, "text": [ "8.7508537061809992" ] } ], - "prompt_number": 87 + "prompt_number": 15 }, { "cell_type": "code", @@ -551,7 +551,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 88 + "prompt_number": 16 }, { "cell_type": "code", @@ -565,13 +565,13 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 89, + "prompt_number": 17, "text": [ "['t010101', 't010102']" ] } ], - "prompt_number": 89 + "prompt_number": 17 }, { "cell_type": "code", @@ -590,7 +590,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 90 + "prompt_number": 18 }, { "cell_type": "code", @@ -601,16 +601,27 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "-c:6: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" + ] + }, { "metadata": {}, "output_type": "pyout", - "prompt_number": 91, + "prompt_number": 19, "text": [ "8.750853706181001" ] } ], - "prompt_number": 91 + "prompt_number": 19 }, { "cell_type": "code", @@ -624,13 +635,13 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 92, + "prompt_number": 20, "text": [ "9.5541911543273592" ] } ], - "prompt_number": 92 + "prompt_number": 20 }, { "cell_type": "code", @@ -693,7 +704,7 @@ ] } ], - "prompt_number": 93 + "prompt_number": 21 }, { "cell_type": "code", @@ -704,7 +715,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 94 + "prompt_number": 22 }, { "cell_type": "code", @@ -897,7 +908,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 103, + "prompt_number": 23, "text": [ " tucaseid TUFINLWGT TRYHHCHILD PEEDUCA PTDTRACE \\\n", "TRCHILDNUM \n", @@ -935,7 +946,7 @@ ] } ], - "prompt_number": 103 + "prompt_number": 23 }, { "cell_type": "heading", @@ -949,36 +960,24 @@ "cell_type": "code", "collapsed": false, "input": [ - "respondents = pd.read_csv(\"atusdata/atusresp_2013/atusresp_2013.dat\")\n", - "activities = pd.read_csv(\"atusdata/atusact_2013/atusact_2013.dat\")" + "respondents = pd.read_csv(\"atusdata/atusresp_2013.dat\")\n", + "activities = pd.read_csv(\"atusdata/atusact_2013.dat\")" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 104 + "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ - "respondents.info()" + "#respondents.info()" ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "Int64Index: 11385 entries, 0 to 11384\n", - "Columns: 175 entries, TUCASEID to TXTONHH\n", - "dtypes: float64(1), int64(172), object(2)\n", - "memory usage: 15.3+ MB\n" - ] - } - ], - "prompt_number": 105 + "outputs": [], + "prompt_number": 25 }, { "cell_type": "code", @@ -1032,7 +1031,7 @@ ] } ], - "prompt_number": 106 + "prompt_number": 26 }, { "cell_type": "code", @@ -1201,7 +1200,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 107, + "prompt_number": 27, "text": [ " TUCASEID TULINENO TUYEAR TUMONTH TEABSRSN TEERN TEERNH1O \\\n", "0 20130101130004 1 2013 1 -1 -1 -1 \n", @@ -1228,7 +1227,7 @@ ] } ], - "prompt_number": 107 + "prompt_number": 27 }, { "cell_type": "code", @@ -1397,7 +1396,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 108, + "prompt_number": 28, "text": [ " TUCASEID TUACTIVITY_N TEWHERE TRTCCTOT_LN TRTCC_LN TRTCOC_LN \\\n", "0 20130101130004 1 -1 0 0 0 \n", @@ -1431,7 +1430,7 @@ ] } ], - "prompt_number": 108 + "prompt_number": 28 }, { "cell_type": "code", @@ -1455,7 +1454,7 @@ ] } ], - "prompt_number": 109 + "prompt_number": 29 }, { "cell_type": "code", @@ -1624,7 +1623,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 110, + "prompt_number": 30, "text": [ " TUCASEID TULINENO TUYEAR TUMONTH TEABSRSN TEERN TEERNH1O \\\n", "0 20130101130004 1 2013 1 -1 -1 -1 \n", @@ -1651,7 +1650,145 @@ ] } ], - "prompt_number": 110 + "prompt_number": 30 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "unemployed_crit = (summary.TELFS > 2)\n", + "employed_crit = (summary.TELFS <= 2)\n", + "adults_crit = (summary.TEAGE >= 18)\n", + "no_children_crit = (summary.TRCHILDNUM == 0)\n", + "over_55_crit = (summary.TEAGE > 55)\n", + "over_4_children = (summary.TRCHILDNUM > 4)\n", + "female_crit = (summary.TESEX == 2)\n", + "male_crit = (summary.TESEX == 1)\n", + "drug_users = (summary.t120302 > 0)\n", + "\n", + "#drugs and tobacco = 120302" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 62 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "female_over_55 = summary[female_crit & over_55_crit] " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'summary' is not defined", + "output_type": "pyerr", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfemale_over_55\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msummary\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfemale_crit\u001b[0m \u001b[0;34m&\u001b[0m \u001b[0mover_55_crit\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'summary' is not defined" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 63 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "older_female_drug_use = female_over_55[['t120302', \"TUFINLWGT\"]]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 64 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "avg_drugs_f = average_minutes2(older_female_drug_use, \"120302\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 65 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "avg_drugs_f" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 66, + "text": [ + "0.13968681031574959" + ] + } + ], + "prompt_number": 66 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_over_55 = summary[male_crit & over_55_crit]\n", + "men_4_kids = summary[male_crit & over_4_children]\n", + "men_55_drugs = summary[male_crit & over_55_crit & drug_users]\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 67 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_drug_use = average_minutes2(male_over_55, '120302')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 68 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_drug_use" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 69, + "text": [ + "0.54777673292545126" + ] + } + ], + "prompt_number": 69 }, { "cell_type": "code", diff --git a/Untitled0.ipynb b/Untitled0.ipynb new file mode 100644 index 0000000..1a31b1f --- /dev/null +++ b/Untitled0.ipynb @@ -0,0 +1,1163 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:1d8a6b1da7fb29abcf7ad677f39ef5fdf3ec7ed99c325e521be8a5cb7927d500" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import pandas as pd\n", + "import re\n", + "import matplotlib.pyplot as plt\n", + "import seaborn\n", + "import numpy as np" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 115 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline\n", + "plt.rc('figure', figsize=(17, 8))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 116 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "summary = pd.read_csv(\"atusdata/atussum_2013.dat\")\n", + "respondents = pd.read_csv(\"atusdata/atusresp_2013.dat\")\n", + "activities = pd.read_csv(\"atusdata/atusact_2013.dat\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 117 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def activity_columns(data, activity_code):\n", + " \"\"\"For the activity code given, return all columns that fall under that activity.\"\"\"\n", + " col_prefix = \"t{}\".format(activity_code)\n", + " return [column for column in data.columns if re.match(col_prefix, column)]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 118 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def average_minutes(data, activity_code):\n", + " cols = activity_columns(data, activity_code)\n", + " activity_data = data[cols]\n", + " activity_sums = activity_data.sum(axis=1)\n", + " data = data[['TUFINLWGT']]\n", + " data['minutes'] = activity_sums\n", + " data = data.rename(columns={\"TUFINLWGT\": \"weight\"})\n", + " data['weighted_minutes'] = data.weight * data.minutes\n", + " return data.weighted_minutes.sum() / abs(data.weight.sum())" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 228 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pertinent columns:\n", + "\n", + "* TUFINLWGT - statistical weight of respondent\n", + "* TRYHHCHILD - age of youngest child in household\n", + "* TEAGE - age of respondent\n", + "* TESEX - sex of respondent (1:Male, 2:Female\n", + "* TELFS - working status of respondent\n", + "* TRCHILDNUM - number of children in household" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 100102 : using gov't social services\n", + "* 120303 : watching non-religous telvison/movies\n", + "* 120301 : thinking/relaxing\n", + "* 120304 : religious television\n", + "* 130106 : hiking\n", + "* 130103 : basketball\n", + "* 130131 : walking\n", + "* 130136 : yoga\n", + "* 14---- : religious activities\n", + "* 16---- : telephone use\n", + "* 0701-- : shopping" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "unemployed_crit = (summary.TELFS > 2)\n", + "employed_crit = (summary.TELFS <= 2)\n", + "adults_crit = (summary.TEAGE >= 18)\n", + "child_crit = (summary.TEAGE < 18)\n", + "no_children_crit = (summary.TRCHILDNUM == 0)\n", + "over_55_crit = (summary.TEAGE > 55)\n", + "over_4_children = (summary.TRCHILDNUM > 4)\n", + "female_crit = (summary.TESEX == 2)\n", + "male_crit = (summary.TESEX == 1)\n", + "drug_users = (summary.t120302 > 0)\n", + "has_kids = (summary.TRCHILDNUM > 0)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 120 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "adults_no_kids = summary[adults_crit & no_children_crit]\n", + "male_over_55 = summary[male_crit & over_55_crit]\n", + "female_over_55 = summary[female_crit & over_55_crit]\n", + "male_adult = summary[male_crit & adults_crit]\n", + "female_adult = summary[female_crit & adults_crit]\n", + "male_child = summary[male_crit & child_crit]\n", + "female_child = summary[female_crit & child_crit]\n", + "unemployed_male_adult = summary[male_crit & unemployed_crit & adults_crit]\n", + "unemployed_female_adult = summary[female_crit & unemployed_crit & adults_crit]\n", + "men = summary[male_crit]\n", + "women = summary[female_crit]\n", + "parent = summary[has_kids]\n", + "child = summary[child_crit]\n", + "over_55 = summary[over_55_crit]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 121 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "age1518 = summary.TEAGE.isin(range(15,19))\n", + "age1930 = summary.TEAGE.isin(range(19,31))\n", + "age3145 = summary.TEAGE.isin(range(31,46))\n", + "age4660 = summary.TEAGE.isin(range(46,61))\n", + "age6188 = summary.TEAGE.isin(range(61,89))\n", + "ageall = summary.TEAGE.isin(range(15,89))\n", + "\n", + "women_15_18 = summary[age1518 & female_crit]\n", + "women_19_30 = summary[age1930 & female_crit]\n", + "women_31_45 = summary[age3145 & female_crit]\n", + "women_46_60 = summary[age4660 & female_crit]\n", + "women_61_88 = summary[age6188 & female_crit]\n", + "\n", + "men_15_18 = summary[age1518 & male_crit]\n", + "men_19_30 = summary[age1930 & male_crit]\n", + "men_31_45 = summary[age3145 & male_crit]\n", + "men_46_60 = summary[age4660 & male_crit]\n", + "men_61_88 = summary[age6188 & male_crit]\n", + "\n", + "men_all_ages = summary[ageall & male_crit]\n", + "women_all_ages = summary[ageall & female_crit]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 126 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_age_list = [men_15_18, men_19_30, men_31_45, men_46_60, men_61_88]\n", + "women_age_list = [women_15_18, women_19_30, women_31_45, women_46_60, women_61_88]\n", + "\n", + "men_tv = []\n", + "women_tv = []\n", + "\n", + "for group in men_age_list:\n", + " men_tv.append(average_minutes(group, \"120303\"))\n", + " \n", + "for group in women_age_list:\n", + " women_tv.append(average_minutes(group, \"120303\"))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 127 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "A Series of Trial Plots" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "women_tv = pd.Series(women_tv)\n", + "men_tv = pd.Series(men_tv)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 128 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "women_tv.plot(kind='bar', label=\"Women\", alpha=.40)\n", + "men_tv.plot(kind='bar', label=\"Men\", color='red', alpha=.12)\n", + "plt.xticks(np.arange(5), [\"15-18\", \"19-30\", \"31-45\", \"46-60\", \"61-88\"])\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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NPe3JTinlqUk+muRdtdb/Wkp56053H5Tk/iQPJpnY6faJJNt297iHHDKeXm9s3yemic2b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\nyMTqAs4WlqcAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 129 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_religious = []\n", + "women_religious = []\n", + "\n", + "for group in men_age_list:\n", + " men_religious.append(average_minutes(group, \"14\"))\n", + " \n", + "for group in women_age_list:\n", + " women_religious.append(average_minutes(group, \"14\"))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 130 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_religious = pd.Series(men_religious)\n", + "women_religious = pd.Series(women_religious)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 131 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "women_religious.plot(kind='bar', label=\"Women\", alpha=.40)\n", + "men_religious.plot(kind='bar', label=\"Men\", color='red', alpha=.15)\n", + "plt.xticks(np.arange(5), [\"15-18\", \"19-30\", \"31-45\", \"46-60\", \"61-88\"])\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Rdc/B+s53tmXHzt0Z7w3ntZynJtdl+5Beh3rHzt255ZZtWVgYzhcE7unFu4MJ6r1n8v7V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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 132 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_chill = []\n", + "women_chill = []\n", + "\n", + "for group in men_age_list:\n", + " men_chill.append(average_minutes(group, \"120301\"))\n", + " \n", + "for group in women_age_list:\n", + " women_chill.append(average_minutes(group, \"120301\"))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 133 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_chill = pd.Series(men_chill)\n", + "women_chill = pd.Series(women_chill)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 134 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "women_chill.plot(kind='bar', label=\"Women\", alpha=.40)\n", + "men_chill.plot(kind='bar', label=\"Men\", color='red', alpha=.15)\n", + "plt.xticks(np.arange(5), [\"15-18\", \"19-30\", \"31-45\", \"46-60\", \"61-88\"])\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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QqAEAAKCBQg0AAAANFGoAAABooFADAABAA4UaAAAAGijUAAAA0EChBgAAgAYKNQAAADRQ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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 135 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_bike = []\n", + "women_bike = []\n", + "\n", + "for group in men_age_list:\n", + " men_bike.append(average_minutes(group, \"130104\"))\n", + " \n", + "for group in women_age_list:\n", + " women_bike.append(average_minutes(group, \"130104\"))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 136 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_bike = pd.Series(men_bike)\n", + "women_bike = pd.Series(women_bike)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 137 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "women_bike.plot(kind='bar', label=\"Women\", alpha=.40)\n", + "men_bike.plot(kind='bar', label=\"Men\", color='red', alpha=.25)\n", + "plt.xticks(np.arange(5), [\"15-18\", \"19-30\", \"31-45\", \"46-60\", \"61-88\"])\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 138 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "women_bike.plot(label=\"Women\")\n", + "men_bike.plot(label=\"Men\", color='red')\n", + "plt.xticks(np.arange(5), [\"15-18\", \"19-30\", \"31-45\", \"46-60\", \"61-88\"])\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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AKpWsX19FK9YqenJj5c57Qp6+PaV43HQWAKCa1ewYHzxYVnGwRh8SAJDabF9/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+ "text": [ + "" + ] + } + ], + "prompt_number": 139 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "General Activity Charts for Men and Women" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_personal_care = average_minutes(men_all_ages, '01')\n", + "men_household = average_minutes(men_all_ages, '02')\n", + "men_caring_hh = average_minutes(men_all_ages, '03')\n", + "men_caring_non_hh = average_minutes(men_all_ages, '04')\n", + "men_caring_work = average_minutes(men_all_ages, '05')\n", + "men_education = average_minutes(men_all_ages, '06')\n", + "men_shopping = average_minutes(men_all_ages, '07')\n", + "men_care_services = average_minutes(men_all_ages, '08')\n", + "men_hh_services = average_minutes(men_all_ages, '09')\n", + "men_govt_service = average_minutes(men_all_ages, '10')\n", + "men_food_drink = average_minutes(men_all_ages, '11')\n", + "men_social = average_minutes(men_all_ages, '12')\n", + "men_sports = average_minutes(men_all_ages, '13')\n", + "men_religion = average_minutes(men_all_ages, '14')\n", + "men_vol = average_minutes(men_all_ages, '15')\n", + "men_phone = average_minutes(men_all_ages, '16')\n", + "men_travel = average_minutes(men_all_ages, '18')\n", + "\n", + "men_activities = [men_personal_care, men_household, men_caring_hh, men_caring_non_hh,\n", + " men_caring_work, men_education, men_shopping, men_care_services,\n", + " men_hh_services, men_govt_service, men_food_drink, men_social,\n", + " men_sports, men_religion, men_vol, men_phone, men_travel]\n", + "\n", + "\n", + "women_personal_care = average_minutes(women_all_ages, '01')\n", + "women_household = average_minutes(women_all_ages, '02')\n", + "women_caring_hh = average_minutes(women_all_ages, '03')\n", + "women_caring_non_hh = average_minutes(women_all_ages, '04')\n", + "women_caring_work = average_minutes(women_all_ages, '05')\n", + "women_education = average_minutes(women_all_ages, '06')\n", + "women_shopping = average_minutes(women_all_ages, '07')\n", + "women_care_services = average_minutes(women_all_ages, '08')\n", + "women_hh_services = average_minutes(women_all_ages, '09')\n", + "women_govt_service = average_minutes(women_all_ages, '10')\n", + "women_food_drink = average_minutes(women_all_ages, '11')\n", + "women_social = average_minutes(women_all_ages, '12')\n", + "women_sports = average_minutes(women_all_ages, '13')\n", + "women_religion = average_minutes(women_all_ages, '14')\n", + "women_vol = average_minutes(women_all_ages, '15')\n", + "women_phone = average_minutes(women_all_ages, '16')\n", + "women_travel = average_minutes(women_all_ages, '18')\n", + "\n", + "women_activities = [women_personal_care, women_household, women_caring_hh, women_caring_non_hh,\n", + " women_caring_work, women_education, women_shopping, women_care_services,\n", + " women_hh_services, women_govt_service, women_food_drink, women_social,\n", + " women_sports, women_religion, women_vol, women_phone, women_travel]\n", + "\n", + "\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 140 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "men_activities = pd.Series(men_activities)\n", + "labels = ['Personal Care', 'HH Upkeep', 'Caring for HH Members', 'Caring for Non-HH Members',\n", + " 'Work', 'Education', 'Shopping', 'Care Services', 'HH Services', 'Govt Services',\n", + " 'Food/Drink', 'Social Life', 'Sports/Rec', 'Religion', 'Volunteering',\n", + " 'Phone', 'Travel']\n", + "\n", + "colors = ['#FF00FF', '#0000EE', '#00F5FF', '#4EEE94', '#CDAD00', '#CD6600', '#FF8C69',\n", + " '#BCEE68', '#308014', '#C1CDC1', '#808A87', '#00868B', '#ADD8E6', '#607B8B',\n", + " '#104E8B', '#7A67EE', '#4B0082']" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 142 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.title(\"Men of All Ages Activity Averages\")\n", + "men_activities.plot(kind='pie', labels=labels, fontsize=1, colors=colors, subplots=True, legend=True)\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Hvxa4Brjd3V8/gH5dgSvdfVBC233APOBD4DV375Cw7SqgprvfmWuMD4BB7v6vhPbZwGfu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\nzampiaMeiPCHTVs6nMvXZICXkhERjbwBbwSHDuxEY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0lJCQCccDgcvTJHGjPnXmk/cO4N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\nIiIiIiKiuPP/8mUjXZhgbhoAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 143 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "women_activities = pd.Series(women_activities)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 144 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.title(\"Women of All Ages Activity Averages\")\n", + "women_activities.plot(kind='pie', labels=labels, fontsize=1, colors=colors, subplots=True, legend=True)\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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iIiKSAkEYaoHkRPFjl85x92uT3O+kuN/1yexXREREREREDl5+fLTS4aZHKImIiIiIiBzj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jlLBDvvHdfrvv76pg6dPaespqaDiVSsRzZTim4phkWoFkubjE2AoOAAL43vJ2MTVQV7f9xgHX0s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\nDW73AQQDrWP/7oiIaIrgOcNERAlEEAQlgKzs3NxSk9k0y2gyZ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+ "text": [ + "" + ] + } + ], + "prompt_number": 145 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is interesting to see that the hierarchy of most men's lives seems to be this:\n", + "\n", + "1.Personal Care\n", + "\n", + "2.Social Life\n", + "\n", + "3.Work\n", + "\n", + "While women seem to be very simliair with the exception of more housework and less work." + ] + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Query 1: How much time do the unemployed spend on education in the age range of 18-45 with kids and without." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "joblesskids = summary[unemployed_crit & has_kids]\n", + "joblessnokids = summary[unemployed_crit & no_children_crit]\n", + "workingkids = summary[employed_crit & has_kids]\n", + "workingnokids = summary[employed_crit & no_children_crit]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 211 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def age_iter_activity(df, code, min_age, max_age):\n", + " \"\"\"Finds the average time spent on an activity for each age in a given range.\"\"\"\n", + " averages = []\n", + " age = min_age\n", + " for _ in range(min_age, max_age + 1):\n", + " current = df[df.TEAGE == age]\n", + " averages.append(average_minutes(current, code))\n", + " age += 1\n", + " return averages" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 239 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "unemployed_nokids_ed = age_iter_activity(joblessnokids, \"06\", 18, 45)\n", + "unemployed_kids_ed = age_iter_activity(joblesskids, \"06\", 18, 45)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 219 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "unemployed_kids_ed = pd.Series(unemployed_kids_ed)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 220 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "unemployed_nokids_ed = pd.Series(unemployed_nokids_ed)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 221 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "unemployed_kids_ed.plot(label='Parent', color='black')\n", + "unemployed_nokids_ed.plot(label='No Children', color='blue')\n", + "plt.title(\"Average Minutes Per Day the Unemployed Spent on Education\")\n", + "plt.xticks(np.arange(28), list(range(18, 46)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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hhO8BrwY+HEJ4WozxB8Bzgf8CfgZcFkKYAcwE1pItXDesvr5ddal7LIrFeS1T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\nULrrLg8lSqisWmW5pmFdmZkm4uLUi85VMKr4eJUTJxTcV75PFtR8Ffd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HRVF48sluHDx4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wJevXppNG0CxqNPHxUWFlqWLjU3WgZgU7J3r4SXL0V07apC8plNb4hEuiiBxEQR27YJSeoE9KNW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\nd0mSJEmShpgDd0mSJEmShti/NeTVUOW+ihMAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 266 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we can see the drastic effect that having children can have on education. There are several points where those without kids have a jump in education time that is always missed by those of the same age with kids. Interestingly, we can observe those with kids generally spent more time on education at a younger age than those who do not have kids." + ] + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "How much time do working people (18-45) spend on education with and without children?" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "working_kids_ed = age_iter_activity(workingkids, \"06\", 18, 45)\n", + "working_nokids_ed = age_iter_activity(workingnokids, \"06\", 18, 45)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 224 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "working_kids_ed = pd.Series(working_kids_ed)\n", + "working_nokids_ed = pd.Series(working_nokids_ed)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 225 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "working_kids_ed.plot(label='Parent', color='black')\n", + "working_nokids_ed.plot(label='No Children', color='blue')\n", + "plt.title(\"Average Minutes Per Day Spent on Education\")\n", + "plt.xticks(np.arange(28), list(range(18, 46)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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1oY5DuzPtkiRJkqTaVnehffr0ZtLptDPtkiRJkqSaV3ehvaGhgenTmw3tkiRJ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\nFRWxYME8r9TlDtrk+EzatYvBZDL5upzLSkzsSH7+Wfbs2e3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phF9/1TN4sI3Vq/NJSbHj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\nRVGaoAfTv2H8MUoFb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+ "text": [ + "" + ] + } + ], + "prompt_number": 265 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generally those in the workforce beyond age 26 tend to end their formal education. I find the 2 different peaks in the 20's interesting. Those without kids peaking around age 22 and those with kids around 25." + ] + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Query 2: How much do kids affect one's social life? Male vs. Female. Ages 18-55." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_no_kids = summary[male_crit & no_children_crit]\n", + "male_parent = summary[male_crit & has_kids]\n", + "female_no_kids = summary[female_crit & no_children_crit]\n", + "female_parent = summary[female_crit & has_kids]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 216 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_no_kids_social = age_iter_activity(male_no_kids, \"12\", 18, 55)\n", + "male_parent_social = age_iter_activity(male_parent, \"12\", 18, 55)\n", + "female_no_kids_social = age_iter_activity(female_no_kids, \"12\", 18, 55)\n", + "female_parent_social = age_iter_activity(female_parent, \"12\", 18, 55)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 230 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_no_kids_social = pd.Series(male_no_kids_social)\n", + "male_parent_social = pd.Series(male_parent_social)\n", + "female_no_kids_social = pd.Series(female_no_kids_social)\n", + "female_parent_social = pd.Series(female_parent_social)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 231 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "len(female_parent_social)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 232, + "text": [ + "38" + ] + } + ], + "prompt_number": 232 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_parent_social.plot(label='Male Parent', color='black')\n", + "male_no_kids_social.plot(label='Male No Children', color='blue')\n", + "plt.title(\"Average Minutes Per Day Socializing/Leisure\")\n", + "plt.xticks(np.arange(38), list(range(18, 56)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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QVuY+pnR5SUUrVvjZsMHPBz4Q5LrroLnZ4uWXNeouksp0NmqnsbGRNWtWMXly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\n0ePKtY+1tTWjR4/j7t27bNy4rlxrSUiUlJiYKLKysvKz7TrK0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Mm1a0kMHTrQ4A/+Hj58\nyPjxo0lNTeWzz76mQwdfvazr6+tH3779OXw4mi1b/iryuM6d85DJBPbtK7mnwb17kJCgoHVrNYrH\nTouPj+PYsaN069aDunXrlUd+ibC2tmb06FdIT09n48Z1Bt9PonKgm9/evfvz+9t1KBTQrZuamzfl\nnD375G1eRgasW2dJvXoaunV7sjrF3A3qTKW/XYfOWV4qly8Z27Zt4cGD+wwdOgKFovSeNhIVg27d\neqBQKAzS565Wq3nrrde5f/8en3/+NY0bNy32HF1S0lTGwkmBu5FRKp15+PAhmZmZYkvRCydPHicr\nK8vss+06Hu9zlzLupkNpnOVnz7bmyhU5b76ZS+fOT9+Y6kYeGb9nXDfje9SoMaU+d+rU6bz11lQu\nXrzA8OEvG2zWsiAIvP/+NGJjTzBy5GjGj39Nr+vPnDkHhULBZ5/NJreIJnZHR2jZUsPRo88313qc\n48e1N3lPG9PpTOmCgozn2jt27HjkcjlLl/5itD0lKi6CILBr105q1KhB8+YlH3FWUC7/ZOXKunVP\nmtI9jim0E5UHnaN8aT4nQ1JgUCc5y5cEqUxeArRTWtq39+X48WN6bzP58ccfOHToAC++OKDE92Id\nOmj73E1hyg9IgbvRKRgJVzHK5XVl8hWlrKlp04LAXcq4mw4lDdy3blWwcqUVXl5qPvgg55n3xcoo\nZWdnExERjrNzTXr06FXq82UyGTNnzmHcuFc5e/Y0o0YNI6OkUW0pWLr0V1avDqFly1Z8/fX8Yvvw\nS0vTpm6MGfMKly5dZOXKP4o8zt8/j7w8GdHRJcu6FBjTFQTuOTk5rFkThlKppHfvF8qluzTUq1ef\n3r37cvLkCY4fP2q0fSUqJgkJ57h58wYBAd1LlYXs1i0PuVxg584nz1m50hKFosCU7nE8Pb0A8864\nW1tb4+6uElsKAK6ujbC3dzDbz9OYJCcns3t3JC1btkKlaia2HAmR6dmzD4IgEBm5XW9rxsae4Kuv\nPsPFpRbz5y8o8f1Ny5atsLGxISpKCtwrJRU1cPfz6yyyEv2gu+BfvHiB5ORk5HI51atXF1mVRK1a\nAo6OwnNHwt2+LWPaNBusrQV+/jmbwrzUxMoobdu2hbt37zJ8+MgymybJZDK+/noeQ4eO4OjRw4wb\nN5Ls7Gy9aYyOPsTMmR+gVCpZtmwVNjY2elv7caZP/xB7ewfmzv2yyJaFgnnuJfusdIF769YF/e1b\nt24mLS2N4cNHYWVlVU7VpUNXqbBs2W9G3Vei4qEbAxcQULL+dh01amgnLBw5ouDuXe1rsbFyYmMV\n9OqVR+3az7brOTpWp169+maZcc/JySE+/ixeXt7P7Vk1JnK5HC8vby5cOC95XhTD+vVrUKvVUrZd\nAijoc9+5Uz+Be2ZmJm+88Sp5eXksXLiYGjWcSnyutbU1rVu3JS7uDPfu3dWLnvIgBe5GRhe4VwSD\nutzcXGJionF3V1UY53Vdxv38+QRu376Nk5NS6rUyAWQybZ/7lSsyCrv/EQSYNs2G1FQ5M2fm0KyZ\n5tmD0D6YsbCwMHoGRFcmP3Jk4bPbS4pcLmfBgp/p27c/+/fvZeLEcUWWnJeGGzf+YcKEMQiCwG+/\nrTBoP3jNmjV56613uHPnDosW/VDoMe3aqbGxKVmfuyBoA3dXVw1KZUEwsmqVrkzecLPbi6Jr1240\nbtyEDRsiSE1NNfr+EhWH3bt189tLF7iDtlxeo5GxZ4/2AdiKFYWb0j2Ol5c3ycm3ze4eJSEhntzc\nXHx8TKNMXoe3tw9qtZqEhHixpZg04eFhWFhY8PLLQ8WWImECqFTNqF+/Abt3R+rlHmf27I+4dOki\nr78+mYCA7qU+39e3I4IgcPhwdLm1lBcpcDcyFWmW+6lTJ8nKyqRjx4qRbQft76daNUcuXtT2uEv9\n7aaDh4cGQZBx/vyzX1t//GHJzp0WdO2ax2uvFf0lb21tjZubivj4ODSawoN7ffPPP9fZs2cXbdu2\n10sJp4WFBb/8soyuXbuxbdvfTJnyOurSzMl7ipycHCZMGM2dOyl88skXRvn3/MYbb+HiUovFixdx\n69bNZ963sYEOHdTExyu4ffv55WyXL8u4e1f2RJn8tWtJ7N27m/btffN9K4yJXC5n/PjXyMnJITQ0\n2Oj7i4EgCMTGnqgwxqumQFZWFtHRh/Dy8sHFpVapz9f1ue/cacGDBxARUbgp3eOYq0FdbKy2v71F\nC1ML3CWDuuKIizvL6dOx9OjRq8IkgSTKh0wmo2fP3ty/f6/YEbLFsXXrFlasWIqnpzcffTS7TGvo\n5rmbQrm8FLgbmYpUKn/woLZMviIF7jKZDDc3dy5fvsS9e/ek/nYToqg+94sXZXz8sTXVqwssXJhN\ncaO6vby8ycrKJDHxsqGkPsHq1SEIglAmU7qisLa25o8/Qmjf3pd169by/vvTyhwwffjhdI4fP8bQ\noSN47bU39Kbxedjb2/Pf/35EVlYW33zzRaHHdO2qDTr2739+1v3IkWeN6UJDgxEEgdGjjWdK9zQj\nRozC1taWP/74vVwPVsyFtWtX06tXVxYvXiy2lApDVNQBcnJyypRtB/D21uDiomHXLgXBwZCVJWP0\n6GdN6R7HXA3qdI7ypjIKToduJJxkUFc0a9aEATB8+EiRlUiYEvoYC3f79m2mTZuMtbU1ixf/XuYW\nwLZt26NQKEzCoE4K3I1MRQrcDx3aD1Sc/nYdbm7u+Tfa0tNf00FX/v74SLjcXJg0yZaHD2XMnZtN\nrVrFB6/GvDHVaDSEhgZja2vLSy8N0uva9vb2hISsoXnzlqxc+QezZ39U6uB9xYplBAcvx8enBXPn\n/qB3M7rnERgYhErVjJCQlZw792wZadeuJZvnrutv1wXuarWa0NBgHByqMGDAy3pWXXIcHaszZMhw\nkpIS2bVrh2g6jEVY2CoAfvrpJynrridKOwbuaWQybdb9zh05M2dSpCnd45hrxv3UqRNYWlrSrJmn\n2FKeQKXyQKFQSBn3IlCr1UREhFOtmiO9ehnPRFTC9OnUyR9bW9syj4XTaDS8/fYbpKamMmvWJzRr\n5lFmLQ4ODjRv3iJ/kpaYSIG7kakopfJ5eXnExETTtKkbLi4uYsvRK25uBeXMUqm86aCb5f54xn3u\nXCtiYxWMGJHLgAF5JVrHmDem0dGHuHo1kQEDXqZKlap6X79q1WqEha3D3V3F4sWLmDfv6xKfe+RI\nDB9+OJ0aNWqwbFkwdnZ2etf3PCwsLJg5cw4ajYZPP531zPteXhpq1NCwb5+C58WBx44psLER8PTU\nPtjZu3c3//xznUGDhmJvb28o+SWispjU3bx5gwMH9gFw5swZyU1fT+zatRM7O3vat/ct8xo9emi/\nN1NToXfvvGIfbrq6NsbOzt6sMu65ubnExZ3Fw8PL6EaUxWFra4ubmztnz54xWnuWObF//15u3brJ\nSy8NNpghqoR5YmtrS+fO/iQknCMp6Wqpz//99yXs3h1J9+499VJN6Ovbiby8PNGvb1LgbmScnJSA\n+ZvTnTp1kszMDDp2rBhj4B7n8Z5YqVTedKhaFerV0+QH7jExCn74wYoGDTR88UXJ3dWNmXEvz+z2\nkqJUKlmzZiMNGrjyzTdfsHjxomLPuX37FhMmjEGtVvPLL3/QoEFDg+l7Hr16vUCnTl3YsWNbfuCn\nQy6HLl3U3Lgh59KlwisBMjMhLk5OixZqdEbSBaZ0hvvMS4qPTwvatm1PZOQOEhOviC3HYKxfH4Eg\nCPTt2x8o+B1IlJ2kpKtcvHiBLl38yxWMdu2ah4WFNlh/nimdDrlcjoeHJxcuJJCT8+xITVMkIeEc\nOTk5JtffrsPLy4fMzIwK/R1QVqTZ7RLPo2fPspXLx8fH8ckns3BycuKHH37WSzWhn18nAKKiDpZ7\nrfIgBe5GxtLSkurVq5t9xv3QIe0fbseOnURWon/c3Nzy/7dUKm9aeHhoSE6Wc+UKTJ6sfTq/aFE2\nVaqUfA1nZ2dq1nQxeOD+4MF9Nm3agKtro/wvfENRu3Yd1q7dSK1atZk163/PnZH+6NEjJkwYw+3b\nt5g161P8/QMMqu15yGQyZs/+FIA5c2Y+k5EqbixcbKwCjUZGmzba8+7cucPWrZvx8PCiVas2BlRe\nciZMmIggCCxfvlRsKQYjIiIcCwsL5s1bQMOGDVm3bm2Ro/4kSoauTL60Y+CepkoVePnlPNq3h4CA\nknkteHn5kJeXx/nzCeXa21icOqU1pvPxMa3+dh06gzpzaz8wNBkZD9iyZRMNG7rSvn0HseVImCAF\nY+FKHrhnZ2czaZLWHPa7737UW1Ww7m80OjpKL+uVFSlwFwGl0rkCBO7a/vaKZEyno0ED1/wMhxS4\nmxa6cvmXX4akJDlvv/0IX9/SG395eXlz/fo10tPT9C0xnw0b1vHw4UMCA4OM0jvu6tqINWs24uTk\nxPTp77B+/dpCj5sx478cORLDoEFDmDTpLYPrKo6WLVszePBQYmNPPKPZ31/b/lDUWLijR7Wv6xzl\n16wJIzc3l6CgMUbt138eAwa8jFKpJCRkRYWc5ZyQcI7Tp2Pp3r0nSqWSV199laysTDZsWCe2NLNG\nF7iX1ZjucX76KZuYGJ5rSvc45tbnrgvcTTXjLhnUFc5ff/1JVlYWw4ePNJnvawnTol69+nh4eHLw\n4P4S95Z//vkc4uLOMHbsBF544UW9aalRwwkPD0+OHTuslxF1ZUUK3EVAqXQmNTXVbJ2Gdf3tjRs3\noVat2mLL0TsWFhY0btwEkHrcTQ2dQd2pU9CihZrp0x+Vac/skkkAACAASURBVB1duXxc3Fm9aXua\n0NBgZDIZI0aMMtgeT6NSNWP16vU4OFRh8uT/sG3b30+8HxKykj/++B1PT2/mz19kMjdLH344Cysr\nK7744pMnynMbNhRo2FDDwYMW5BViYXD0qPYS1q6dGkEQWLVqOVZWVgwdOsJY0ovF2tqaoKBxpKen\ns3FjxQtmIyLCARgyZDgA48ePRy6XExz8h4iqzJvc3Fz27duDq2uj/GuRMTE3Z/nY2JNYWFjg4eEl\ntpRC0X2ekkHdk+jc5KUyeYnn0bNnH7KzszlwYG+xx+7Zs4slS36kSZOmzJnzud61dOjgR1ZWVv7D\nQjGQAncRUCqdEQSBtDTDZfsMyZkzp3jw4D6dOlW8/nYdnp5eyGQyateuK7YUicfQjYSztdVmkcra\n+mnojNL58wkcPXqYgIDu1K1bzyB7FEXz5i0JCVmLlZUVr702lv37tRe7w4cP8/7703B0dGTZsmDR\njdsep2FDVyZM+A/XriWxdOmvT7zn75/H/fsyYmOfvFwJgtaYrm5dDbVqCRw9epjz5xN48cX+1Kjh\nZEz5xTJ2rDaYXbbs1+IPNiMEQWDdujXY2zvQp482s1GvXj169OjF8ePHzCbwMzWOHTtCRsYDvWTb\ny4Knp9aZPS7O9H9/eXl5xMWdQaXyMFlzM6VSSe3adaTA/TH++ec6Bw7so0MHP1xdG4ktR8KEKRgL\nt/25x6WmpjJlyhtYWFiwePHvBrnHKehzF28snBS4i4BSqTOoSxZZSdko6G+veGXyOmbN+pStW7dW\nOMd8c6dZMw1jxz4iOBjc3Mru0GvojFJoaDBgWFO659Ghgy9//KGdHz9mTCB//72ZIUOGkJuby+LF\nS2nUqLEoup7HtGnTqVbNke+++4a7d9PzXy9qLNy1azJSUuT5ZfIFpnTizW4vivr1G9C79wucOHGc\nEyeOiS1Hbxw+HENS0lX69RvwxFQC3e8gJEQyqSsLu3btBKB7916i7O/gUAVX10acPXva5Ef7Xbhw\nnocPH5psmbwOb28fbt68wZ07d4y+95o1YQwbNoy0tFSj710UERHhCIIgZdsliqVt2/Y4Ojqyc+e2\nIr+PBEHgvffe5vbtW3zwwQxatGhlEC2+vh0BiImRAvdKhc6p3Fz73Ctyf7uOOnXq0rt3b7FlSDyF\nQgFz5+YweHD51mna1A1ra2uDBO65ubmEh4dSvXp1Xnihn97XLykBAd1ZsmQZOTnZjBs3kuvXr/PR\nR7PLPBPa0FSvXoOpU6dz9+5dvv9+Xv7rnTqpkcmEZ/rcdfPb27RRk5HxgA0b1tGgQUO6dOlqVN0l\nZfz4iUDFGg0XEbEaKCiT19GrVx9q1nRhzZowsrNLPvFBQsvu3ZFYWlqKWtXm5eVDWloat27dFE1D\nSTB1Yzoduj53Y/sGbNq0kbfeep21a9fy2mvjRO3N1SEIAuHhoVhbWzNw4Mtiy5EwcSwsLOjWrQf/\n/HOd+Pi4Qo8JCVnJli2b6NixM5Mnv2MwLbVr16FhQ1diYqJEG+8oBe4ioOubNsfAXa1WEx0dRaNG\njaldu47YciQkyoSFhQXNmnmSkBBPXmHN0+UgMnIHKSnJDB48DGtra72uXVr69RvAggU/I5fLGT58\nOFOmTBNVT3G8+up/qFevPr/9tjh/bquTk4CPj4YjRxRkZhYc+3jgvmHDOrKyMhk5cjRyuWle1rp2\n7UajRo3ZsCHCpDJfZeXRo0f8+ed6nJ1rPvOwxNLSksDAIO7evcvmzX+KpNA8SUlJITb2BB06+OHg\n4CCaDnMxqDN1YzodOmd5Y5bLHzp0gEmTXsXOzp6AgAAOHNjHjBn/Ndr+RREbe4Lz5xPo0+dFHB2r\niy1HwgzQjYUrzF3+8uWLfPTR+1StWo1Fi5agKKkLZxnx9e3I3bt3OXcu3qD7FIVp3uFUcMw5cD97\n9jT379+r0Nl2icqBl5c3OTk5XLx4Qa/ril0m/zTDhgVy6tR5wsLCTMaMrihsbGz48MOZPHr0iC+/\n/DT/9a5d83j0SEZMTMEF+ehRBZaWAs2ba1i1agUymYzAwCAxZJcIuVzO+PGvkZ2dTUhIsNhyys3u\n3ZGkpaUxaNAQLCyeHden+/sPDl5ubGlmzd69u4Dyj4ErL+ZiUHfqVCxyuRxPT2+xpTyXAoM64zjL\nnz17hjFjAhEEgWXLgtm0aROent4sW/bbMz4ixkY3u334cKlMXqJkdO/eC5lM9sw899zcXCZNeo2s\nrCy+/fY76tWrb3AtYs9zlwJ3ESgI3I3f61ReDh48AFTsMnmJyoEhMkrJycns2LEVb+/mJlW6WbNm\nTZMP2nUMGTIcH58WRESEExt7Anh2nnt2Npw+LcfHR0NiYjzHjh2he/eeRjcCLC2BgUHY2tryxx+/\ni1Zmpy90ZfJFOfg3btyEzp39OXhwP5cvXzSmNLNGNwZO7JYWsUq7S4Nareb06VOoVM2e8FgwRVxd\nG2Fv72CUzzMp6SqBgYN58OA+CxcuJiCgOw4ODqxcGYZSqeSjj97PNy01Nrm5uaxfvxalUkm3bqbZ\ntiVhejg5OdGmTTuOHIl5Yozv3LlfcuLEcYYNC2TQoKFG0eLr6weI1+cuBe4i4OxsvuZ0UVFS4C5R\nMTBERmnt2tXk5eUxatRova1Z2ZDL5cyerc22z5kzE0EQaN9ejbV1QZ/7iROQmyujTRu1SZvSPY2j\nY3UGDx5GUlIiu3btEFtOmcnIeMC2bX/TpEnT55oABQWNBWDVqpXGkmbWaDQadu+OpGZNl/wHi2JR\nr159qlVzNGkn9MuXL5GVlWlSD0mLQi6X4+XlnW+mZyhSU1MZMWIQt2/f4pNPvmDw4GH579Wv34Cl\nS1chl8t59dUxXL58yWA6imLXrp2kpqYyaNBQLC0tjb6/hPnSq1ef/O9IgOjoKH74YT4NGjTkq6/m\nGk1Ho0ZNqFnThaioQ6KYd0qBuwiYqzmdWq0mKuoQDRu6mnxmS0KiODw9tTN/9ZUBEQSB0NCVWFlZ\nPXGzJFF6/P0D6NGjFwcO7CMycju2ttC+vZqzZxWkpMiIjtYe17x5NmvWhKJUKund+wVxRZeQ8eNf\nA8zbpG7z5k08fPiQIUOGP7eSo1+/gTg6OhIWtsokTLFMnbNnT3PnTgoBAd1Fr5CRyWR4enr9Gxxn\niaqlKHQVOabe367D29sHtVpNQoJhemMzMzMJChrKpUsXmTz5Hd54461njvH19eObb77j7t27jB0b\nyP379wyipSgKyuRHGnVfCfNH1+e+Y8c27t27x+TJWsPXH3/8lSpVqhpNh0wmw9e3I7dv3yIx8YrR\n9tUhBe4iUKVKVaysrMwucI+LO8u9e3elbLtEhcDRsTr16tXXW8b9+PGjJCSc44UX+pncHHFzZObM\nT5DL5XzyySzUanX+WLgDBxT5gXtGxk7S0tIYPnwUVlZWIqotOc2bt6RNm3bs3Lmdq1cTxZZTJiIi\nwgGKfUBlY2PDsGGBpKQkP9ObKPEsBWPgTKOE2MvLG41Gw7lzhTs5i01srM5R3lwCd8MZ1OXm5vLa\na2M5fvwYw4YFMnPmnCKPDQoay+uvT+b8+QRef30CarVa73oK4+7ddLZt24JK1Yzmzc3jdyZhOnh7\n+1C7dh12797JpEmTuHYtialTp9Ohg6/Rtfj5acfCRUcbv1xeCtxFQCaToVQ6k5JiXj3ulWEMnETl\nwsvLm+Tk26SklP8hWmjoKgCpTF5PeHp6ERgYxLlz8axeHYK/v9b9f98+BVFRoFRq2Lr1R6CgJNtc\nmDBhIoIg8Mcfv4stpdTcvn2bffv20KZNWxo3blLs8boWhuDgPwyszPzZvTsSmUxG167dxZYCmL5B\n3enTschksvx+fFNHp1PfBnWCIPDuu1OIjNxB9+49+f77H4udrjF79qd0796TyMgdfPLJLL3qKYqN\nG9fz6NEjhg0bKXpFiYT5IZPJ6NmzN2lpaYSGhtK6dRvee0+cKQkdOkiBe6VDqXQ2u4z7oUNaB0Up\ncJeoKOjLoC4rK4v169dSu3Ydk7nprgi8//7/sLW15auvPqNx4wc4Ogps3mzJtWvg5ZXBvn27ad/e\nFzc3d7GlloqBAwfh5ORESMgKg/a7GoING9ai0WiKNKV7Gk9PL9q0acuuXTv555/rBlZnvmRkPODw\n4WhatmyFk5NpVOyY8kg4jUbDqVOxNG3qJurYvNLQrJknCoVC7xn3zz77mNWrQ2jVqjW//baiRL3j\nFhYWLFmylKZN3fj554WEha3Sq6bCWLNGO9lk6NDhBt9LomKiK5e3t7fnp59+E80nwcPDk2rVHEVx\nlpcCd5FwdnYmKyuTzMcHE5swGo2G6OiDNGjQkPr1G4gtR0JCL+gro7R58588eHCfwMBRBp8hWpmo\nU6cur78+mVu3bvL77z/RuXMed+9qMzUajdYYxtyy7QDW1tYEBY0jPT2d8PBwseWUioiIcBQKBQMH\nDi7xOUFB49BoNPmjEiWeZf/+feTl5dGtm7hj4B5HpfJALpebZMY9MfEyGRkPzKrk2sbGBnd3FWfP\nntHbVIlffvmJhQu/o3HjJqxatbZUDzGqVXMkOHg1jo6OTJ/+DjEx0XrRVBhXrlzm8OFoOnfuSp06\ndQ22j0TFplu3HgwaNITg4OASVXwZCoVCQfv2HUhMvMKtWzeNurcUuIuEuc1yj4+PIz09Xcq2S1Qo\n9JVR0gUkI0aY7hxxc2XKlKk4OTmxcOH3tG59N//1+PilODhUYcCAl0VUV3bGjZuATCbjp59+EltK\nibl06QInT54gIKA7zs7OJT7v5ZeHYG/vQEjISqP105obu3dr+9u7deslspICbG1tadrUjbi4s6K4\nJz8PXX+7uRjT6fDy8iEzM0Mvplbr169lxowPqFnThdWr16NUKku9RuPGTfn11+Wo1WrGjw/i+vVr\n5dZVGGvWhAHS7HaJ8mFjY8OSJct4+WXxr/u+vtp57sYul5cCd5Ewt8Bd6m+XqIi4ujbGzs6+XIH7\n1auJHDiwDz+/TqI+Aa6oVKlSlenTPyAj4wFxcd8DIJcL3LmzhUGDhphNmezT1K/fgD59+nL48GGi\no6PEllMi1q7VVgcMGVK6UlcHBwcGDRrC9evX2Lt3tyGkmTWCILBrVyRVq1ajTZu2Yst5Ai8vbx48\nuE9S0lWxpTzBqVOxAGaVcYcCg7ryPizeu3c3b731OlWqVCUsbB0NG7qWea2uXbvx2Wdfc+dOCmPG\nBJKRkVEubU8jCALh4WHY2dnRr99Ava4tISEWunnuUuBeSSgI3M3DoE7qb5eoiMjlcjw8PLlw4Tw5\nOTllWkPXGzhypGRKZyjGjp1A48ZNWL/+G5o1y0SpPA1kmmWZ/OO89dY0AObP/1pkJcUjCAJr167G\nzs6OF17oV+rzR4/WmtStWrVC39LMnitXLpGUlIi/fwAWFhZiy3kCUzWoO3VK5yjfXGQlpUMfBnWn\nTp3klVeCkMlkrFgRqhdzvgkTJjJ27ATOnj3NlClv6K2UHyAmJpqkpET69Rtotg9aJSSepkWLVtja\n2hIVJQXulQJdSVNKSrLISopHo9EQFXWAevXq06BBQ7HlSEjoFS8vH/Ly8jh//lypz1Wr1YSFrcLe\n3sFsS7bNAUtLSz766GPU6jycnF4iLc0XDw9PWrVqI7a0ctG+fQd69OjBnj27OHr0sNhynsuxY0e4\nejWRvn37l+nmu1WrNnh4eLF162a9THGoSOjGwJlSf7sOUzSoEwSBU6diady4iVHnN+sD3YOQ06fL\nFrhfuXKZwMAhZGVl8vPPv9GpUxe96JLJZHz55bd06tSFzZv/5JtvvtDLuvB4mbw0u12i4mBlZUWb\nNu04dy6O9PQ0o+0rBe4i4excEzCPUvlz5+JJS0uTsu0SFZKCG9PSZ5T279/LP/9cZ9CgIdjb2+tb\nmsRj9O8/kLZt23PwYCR5eQ8JChpbIUYKzZqlHcU0f/43Iit5PrrZ7WV1hJbJZIwePZbc3FzCw0P1\nKc3s2b07EjDVwN30Mu5Xrlzh3r27ZtffDuDk5ESdOnXL5CyfnJzMiBGDuHMnhS+++FbvD4stLS35\n/fcVNGzoyvz537BhQ0S518zOzmbjxnXUqlWbzp399aBSQsJ08PXtiCAIHD4cY7Q9pcBdJHTGPuYQ\nuEdFHQCkMnmJiknBjWnpb6RCQ1cCEBgolckbGplMxscffw5on3SXdByZqePv70/Hjp3ZuXM7J08e\nF1tOoeTm5rJx4zqUSmW5xh0OHToCa2trVq1abnJmZ2KRk5PDwYP7cXdXUa9efbHlPIOLSy2cnJxM\nKuN+/Lj234mPj/kF7qAtl79162apKk8yMh4watRQEhOvMG3adF599T8G0VajhhMrV67GwaEKb789\nqdzfSdu3/839+/cYOnSENHFFosLh62v8ee5S4C4S5mROd/CgFLhLVFw8PT2RyWSlzijdvZvOli1/\n0bSpG+3atTeQOonHad++AzNmzOG7776jRg3TmHWtD95777+A6Wbd9+3bzZ07d3jppcHl6sGuXr0G\n/foN5OLFC8TEmIchn6E5cOAAWVlZJpltB+0DM09PH65eTeTBg/tiywHg2LFjgPk5yuvQ9aSX9GHI\no0ePeOWV0Zw6dZKgoLF88MFMQ8qjWTMPliz5nZycHMaOHVmucVe66pphwyQ3eYmKR5s27bCwsCA6\n2njz3KXAXSScnHQ97qZtTicIAlFRB6hTp265XEslJEwVB4cquLo24uzZ06XKAq5bt5acnBxGjhxT\nIUq2zYW3357Gm2++KbYMvdK5sz/t2/uydesWTp+OFVvOM6xZsxoovZt8YYwZ8woAwcHLy71WRWDb\ntm0AdOvWU2QlRaNrJ4qLixNZiRZd4G5uxnQ6vLy0uktSLq/RaHj77TfYt283ffr05dtvvzfK9aZX\nrxeYOfMTbt26ySuvjOLhw4elXiMlJYXIyB00b94SDw9PA6iUkBAXe3t7WrRoSWzsSTIzM42ypxS4\ni4SVlRXVqjly545pm9MlJJwjNTWVjh07S8GJRIXFy8uH9PR0bt68UeJzQkODUSgU0lxaiXIjk8ke\ny7p/K7KaJ8nIyGDr1s24ujaiTZt25V6vY8fONGrUmE2bNnDv3l09KDRvtm7dio2NDX5+ncSWUiSm\nZFAnCALHjx+nYUNXHB2riy2nTJTUWV4QBGbP/oh169bSrl0HlixZZtSpA5Mnv83w4SM5fvwY7747\npdTtLRs2rEWtVkvXSIkKja9vJ/Ly8jh27IhR9jNY4K5SqSxVKtVKlUq1T6VSxahUqgEqlaqpSqU6\n8O9rP6lUKtm/x05UqVRHVCpVlEqlKv2cGTPF2dnZ5N11Dx3Slsnry7lUQsIUKe2N6Zkzp4mNPUHP\nnr1xcallSGkSlYSAgO60adOWzZv/JC7urNhy8tm6dTNZWVkMGTJcLw9vZTIZQUHjePjwIRERa/Sg\n0Hy5desmp0+fxs+vE7a2tmLLKRJTMqi7fv0aqampZje//XEaNnTFwaFKsdebH39cwJIlP6JSNSM4\nWDuK0ZjIZDLmzv2Btm3bExERzsKF35Xq/PDwMBQKBYMGDTOQQgkJ8TF2n7shM+5BQEpCQoI/8ALw\nIzAP+N+/r8mAl1QqVS1gCtAR6AN8qVKprAyoy2RQKp1JS0tFrVaLLaVIdIG7KWcDJCTKS2lvTMPC\nggHJlE5Cfzyedf/uO9PJupfXTb4wRowYhUKhqJQz3TMzM9m1awcffzyDYcNeAkzTTf5x3N1VWFpa\nEhcnfsb91CltK4m59rcDyOVyvLy8uXDhfJEl6OHhoXzyyUzq1KlLWNg6qlevYWSVWmxsbFi2bBV1\n6tTl88/n8Pffm0t03rlz8cTGnqB79575ZswSEhWRDh18kclkFSJwXwPMemyfXKB1QkLCvn9f+xvo\nCbQDDiYkJOQmJCTcBy4C5tm4VEqUSmc0Gg1pacab/1caBEHg0KED1K5dh0aNGostR0LCYJRmJNyj\nR49Yu3Y1SqWSXr36GFqaRCWiR4/etGjRij//XE9Cwjmx5ZCSksKePbto2bIVTZq46W1dFxcXevfu\ny+nTscTGntDbuqZIbm4uMTHRzJ37FQMHvoC7ewMCA4fw008LuHLlMr169TL5jKSVlRVubiri4+NE\nTzTs3bsLAB+fFqLqKC/e3j5oNBrOnXvWN2DXrh1MnTqZatUcCQtbR9269URQWICLiwsrV4Zha2vL\npEmvlagiSJrdLlFZcHSsTrNmnhw7doRHjx4ZfD+DBe4JCQmZCQkJGSqVqgraIH7GU/s9AKoBVYF7\nhbxe4VEqtQZ1ycmm2ed+4cJ57txJwc+vk9TfLlGhqVevPtWqOZaoVH7btr9JS0tj6NBArKwqRXGQ\nhJHQZd0FQTCJrPuff65DrVbrxZTuacaMGQdAcHDFyroLgsDZs2dYvHgRQUHDcHdvyIABvfnmmy+I\niYnCy8ubKVOmER6+gfPnk9i+fTsuLi5iyy4WLy9vsrKySEy8LJqGK1cus2rVCho1amT27Xve3oUb\n1B0/fpQJE8ZgYWFBcHA4zZp5iCHvGXx8WrBw4WKysjIZOzaQO3eKNlZWq9WsXbuaqlWr0bt3XyOq\nlJAQBz+/jjx8+NA4D6IFQTDYf+7u7vXd3d2PuLu7v/Lv/7/22Hsvubu7L3R3dx/g7u7+42Ovr3N3\nd29dzNoVgtmzZwuAEBkZKbaUQvn5558FQPjll1/EliIhYXD8/f0FuVwuZGZmPve4F198UQCE06dP\nG0mZRGVCo9EILVq0EORyuXDu3DlRtXTo0EGQy+XCzZs39b52Xl6eUK9ePaFKlSpCRkaG3tc3Jleu\nXBF+/fVXITAwUKhZs6YA5P+nUqmEN998U4iIiBBSU1PFllpm5s2bJwBCeHi4aBpGjBghAEJYWJho\nGvTF0aNHBUB48803819LSEgQlEqlIJfLhY0bN4qormjmzJkjAEKXLl2EnJycQo/ZsWOHAAgTJ040\nsjoJCXEICwsTAOHrr78uy+mliq0NZk+pUqlcgO3AmwkJCbv/ffmESqXqmpCQsBfoC0QCh4HPVSqV\nNWADeADF1qumpDwwjPDHcHauYtB97Oy0hQXJyckG/3nK8rNs27YDAB+fNiU+19CfmTH3qUg/i7H2\nMeefxd3dg3379rF/fwytW7ctdI+bN2+wdetWWrVqjYtLQ71oMOfPTIw9Kto+he3xzjv/x4QJo5k1\naw6LFi0x2D7P4/LlS8TExBAQ0B2Fwt4g14ARI4KYN+9rli5dSWBgUIm1if37v3PnDgcO7GX//r3s\n27eHq1cT899zcanFsGGBdOnSFX//AOrUqZv/nlr97L2L2D9LSWnYUNsqERV1mICAFwy2T1EcP36U\n1atX06pVa4YPH24Wn9nzqFmzAQqFgiNHtKPtzpy5QL9+vblz5w7z5y/Ez6+bXvfW18/yxhtTOXbs\nJH/+uZ5XX/0P8+YteKIi09m5Cr/+uhSAAQOGGuzzk65nprdHRdunNHt4erYCYOfOXYwfP6nU+5QG\nQ86V+B/akvdZKpVK1+v+DrDgX/O5OGBtQkKCoFKpFgD70ZbS/y8hIcHwTQImgFKpNewwxVJ5QRA4\nePAALi61aNy4qdhyJCQMzuMGda1bty30mPDwUDQaDSNHjjGmNIlKxosv9sfDw5OIiHDeffd9Gjdu\nYnQN69ZpHd8NUSavY+TI0cyf/w0rV/5RqsDd2GRkZBATc4i9e/ewf//eJ1pqqlatRt++/fH370qX\nLgG4ublXyNYy3fdjSWaP6xtBEJgzZyYAs2d/ViE+XxsbG9zdVZw9e4b09HQCA4eQlHSV//73I0aP\nHie2vCKRyWQsWPAziYlXCA5ejoeHJxMnFgQqGRkZ/PXXnzRo4EqHDr4iKpWQMB61atXG1bURMTHR\nqNVqFAqFwfYyWOCekJDwDtpA/WkCCjn2N+A3Q2kxVXROm//884/ISp7l0qWLpKQkM2jQkApxkZSQ\nKA6dQV1Rs3UFQSA0NBgbGxsGDRpiTGkSlQy5XM67777PxImv8MMP8/jhh5+Mur8gCEREhGNra0u/\nfgMMtk+DBg3p2rUbe/bsIiHhHCpVM4PtVVrOnDnNvn072Lp1O0ePHiYvLw8Aa2trunQJ+DdQ70rz\n5i2NOltbLJycnKhVq7YoI+G2b99KVNRB+vTpS8eOnY2+v6Hw8vIhPj6Orl27cvbsacaPf413331f\nbFnFYmdnx4oVofTuHcDMmR/StKl7/mSE9evXk5WVybBhb0n3jhKVCj+/ToSGBhMfH4e3t4/B9jGk\nq7xEMXh4eGJnZ09wcDA5OTliy3mCgwf3A9Cxo3kbwEhIlBSVygO5XF7kjWlMTDSXL1+iX7+BVKvm\naGR1EpWN/v1fwt1dRXh46BOl2MYgNvYEly5dpE+fvjg4lK6Mr7SMGfMKgEmNhtu+/W969uzCxx9/\nzOHD0TRv3oJ33nmPtWv/5Pz5JCIi/uSdd96jdeu2lSJo1+Hl5c2NG/+Qnm68STh5eXl8+uks5HI5\nM2bMMdq+xkBnUHf69Gn693+JL7741myC3Tp16rJ8eQiWlpZMnPgKFy9eAGDFCu2/42HDAsWUJyFh\ndArmuR806D5S4C4i1ao58sorr3Ljxg3Cw0PFlvMEUVHa+e0V6em2hMTzsLW1pWlTN+LizqLRaJ55\nPzR0JQCjRkll8hKGR6FQMG3a/6FWq1mwYL5R9167djUAQ4aMMPheffq8iFKpJDw8xCQeYJ88eZz/\n/Gc81tbWhISEkJCQyNatu/noo9n4+wdga2srtkTReLydyFiEhgZz/nwCQUFjTaoiQx/oWrK6du3K\nTz/9atDyWkPQpk075s9fyP379xgzZgTx8XFERkbSrl0HUdp7JCTEpCBwjzLoPlLgLjKTJr2FlZUV\nCxd+l1+KJza6/nZn55o0baq/2b0SEqaOl5c3GRkPSEq6+sTrGRkZbNy4ngYNGpr9GCIJ8+Hll4fQ\npElTwsJWce1aklH2zMvLY/36CGrUqJFf/mpIrKyshQw9jQAAIABJREFUGD58FGlpaWzdutng+z2P\npKSrBAUNJzs7myVLljFy5EipuuYxdO1EJRmbqQ8yMjL4+uvPsbOz4/33/2eUPY1Jhw6+bNiwhS1b\ntmBjYyO2nDIxbFggU6ZM49KliwwY0AdBEKTZ7RKVElfXRri41CIq6iCCIBhsHylwFxkXl1pMmDCB\nxMQr/PnnerHlAHDlyiVu375Fp06dzaZsS0JCHxSVUdq0aQNZWZmMGDEKuVz62pQwDgqFgqlTp5Ob\nm8vChd8ZZc/9+/eSkpLMwIGDsLKyMsqeQUFjAVi5crlR9iuMu3fTGTlyCCkpyXz++Te88MKLomkx\nVYydcV+8eBHJybeZNGkKLi61jLKnMZHJZHTs2Bk7OzuxpZSL//1vFn369OX+/XtYWVnx0kuDxJYk\nIWF0ZDIZfn4dSUlJ5sqVSwbbR7oDNQHef/99FAoFP/wwr9ASXWNz8KC2TN7PTyqTl6hc6AxFns4o\nhYSsRCaTmbTztUTFZMiQ4TRs6EpIyEpu3DC8kWlERPi/+xq+TF6Hm5s7vr4d2bdvt9H7+QFycnIY\nN24UFy6cZ9KkKbz66n+MrsEcaNy4CTY2NkYJ3JOTk1m06AeUSmcmT37b4PtJlB2FQsHPP/9G587+\nvP322zg6VhdbkoSEKHTooC2Xj4o6ZLA9pMDdBGjUqBGDBw8jPj6O7du3ii2HQ4e0gbtUEixR2Sgs\no3Tp0gViYqLo0iWA+vUbiCVNopJiYWHBtGn/x6NHj1i06HuD7pWVlcXmzZto0KAh7dt3MOheT6PL\nuoeEGNekTqPR8M47k4iKOsiAAS8ze/anRt3fnLCwsKBZMw8SEuLJzc016F5z535JVlYm//d/Hxrc\nIFGi/Dg4VGHdur/49ttvxZYiISEafn6dAIiOlgL3Cs/bb78LwPfff2vQ3ojiEASBQ4cOoFQ64+bm\nLpoOCQkxqFnTBaVS+UTgHhq6CoBRo0aLJUuikjNsWCD16zdg5co/uH37lsH22bZtC5mZGQwePMzo\nbVIDBrxM1arVCA1dZVS/ly+//JR169bSvr0vP/74i9QKUwxeXj48evQo30XcEFy8eIGVK/+gSZOm\nJj3TXEJCQuJxmjXzwNHRUcq4VwZUqma8+OIAjh8/xoED+0TTkZh4hZs3b9Cxo9TfLlH5kMlkeHr6\nkJSUyP3798nLy2P16hCqVq1G3779xZYnUUmxtLTknXfeIycnh0WLfjDYPgVl8sMNtkdR2NnZMWTI\nMG7dusmuXTuMsufy5Uv54Yd5NG7chBUrQs3WIMyYGMOg7tNPZ6NWq5kxYw6WlpYG20dCQkJCn8jl\ncjp08CMpKdFgrW1S4G5CTJ36HgDffz9PNA26MnlduYeERGVDd2N66tQp9uyJ5PbtWwwePLRSj4GS\nEJ/AwCDq1q3HihVLSU5O1vv6qamp7Nq1Ex+fFqKN3dJlV4ODDW9St3PnNv7733dRKpWEhkZQo4aT\nwfesCBjaoC46Ooq///6L9u19efFF6WGphISEeeHra9hyeSlwNyFatmxNQEB39u/fw7FjR0TRcPDg\nfkDqb5eovOgC99jYWEJCggFpdruE+FhZWfH22+/y8OFDfv55od7X//PP9eTl5YmSbdfh49OCFi1a\nsWPHNm7dummwfWJjT/Daa69gbW3NypWradSoscH2qmh4enoBhsm4C4LAnDkzAJg9+1Op6k9CQsLs\n8PX1A6TAvdIwdep0AH74wfhZd0EQiIo6iJOTk2gZFwkJsdFllCIjI9m2bQseHl60aNFKZFUSEtoH\nSLVr12HZsl+5c+eOXteOiAhHJpMxaNAQva5bWoKCxqJWqwkLW2WQ9a9dSyIoaDgPH2bx88+/06ZN\nO4PsU1GpVs2R+vUbGCTj/tdff3Ls2BH693+Jdu2Ma44oISEhoQ+aN2+JnZ2dFLhXFvz8OtGuXQe2\nbt1CXNxZo+599Woi//xzHT8/qb9dovLi5uaOpaUl69evJzc3l1GjRkv/HiRMAmtra6ZMmUpWVhZL\nlvyot3WvXk3k8OFoOnf2p3btOnpbtywMHjwUOzs7Vq1aoffxqLpZ7cnJt/nss6+kUuwy4uXlTUpK\nsl5bNnJzc/nss9lYWFjw0Uez9LauhISEhDGxtLSkTZv2nDsXT1paqt7XlwJ3E0MmkzFtmjbrvmDB\nfKPuHRV1EICOHaX+donKi5WVFe7u2ooTCwsLo86zlpAojqCgcdSs6cJvvy0hPT1NL2uuW7cGEMeU\n7mmqVq3GwIGDuHo1Ua9GrTk5OYwfP5rz5xN4/fXJTJw4SW9rVzY8PfVvULdixVKuXLnM2LHjadLE\nTW/rSkhISBgbPz/tPPeYmGi9ry0F7iZIjx698fLyYcOGCC5fvmS0fXX97R07Sv3tEpUbXZ97nz4v\nolQqRVYjIVGAra0tb731DpmZGSxZ8lO51xMEgYiIcKytrenff6AeFJafoCCtSd2qVfoxqRMEgalT\nJ3Pw4H7693+JOXM+18u6lRV9G9Q9eHCfuXO/wsGhCu+994Fe1pSQkJAQC19fbeBuiHJ5KXA3QWQy\nGVOnvodGo+HHHw03+udpoqIOUqNGDZr9f3t3Hh9Vdf9//DUhYQlIQKCAgCwqR0yqAkoWVKRqXan9\nonUJomyCiGzaWm0tKLUubZVFECxY+YIsyubGT6tWv4qAohUXtgNKJYBIgRJkX5L8/rgTDcMdIJlz\nMxPyfj4ePgyz3PeZ5Zy5n7uce2abcssUSUTFkzP26NE7zi0ROdKtt/aifv0GTJw4gR078mNa1rJl\nX7B6teXnP7+S2rXTHLUwNh06ZNK6tWH+/FedHGr42GN/ZM6cFznvvA66VrsDri8JN3bsKLZt28bA\ngUNo0KCBk2WKiMRLu3bnkZKSwocfLnS+bP16JahrrrmWVq1OY+bMaWza9G3geXl561i/Po+srI5a\nqZFK78Ybc9mwYQOdOnWOd1NEjpCamsqddw5i587vmThxQkzLmj07ftdujyYUCtGt220cOHCAWbNm\nxrSsqVMnM3LkX2nZshVTpszUZR0daNGiJTVr1mLFitj3uG/a9C0TJoyjUaPG9Os3wEHrRETiKzU1\nlXPOacsXX3zOrl27nC5bFVqCqlKlCoMG3c3Bgwd5+mn3l/6JVHz99o4dLwg8SyTRJSUl0aRJk3g3\nQySqHj16c/LJJ/PMM0+zc+f3ZVpGQUEBc+fOIi2tDpdccpnjFsbmhhtuJiUlhWnTplBUVFSmZfzz\nn29y771DqVevHjNmzNFpL44kJSVx1lnprFmzmv3798e0rMcf/xN79+7lt7/9PampqY5aKCISX9nZ\nHSkoKOCTT5Y4Xa4K9wR2/fU30qRJU6ZOfY5t29zPTFhSceGena3CXUQk0dWqVYv+/QeyY0c+zz77\ntzItY+HCBWze/B2/+MUvqVatmuMWxqZevXpcdVUXVq1aWaYVny+//Jw+fXqQkpLClCkzadXqtABa\nWXmlp2dw6NAhVq9eVeZlrFixnJkzp3HmmW246aZuDlsnIhJfQV3PXYV7AqtatSoDBgxiz549TJwY\n+yRER7No0ULq1KnDWWelB5ojIiJu9Op1O3Xq1GH8+KfYtWtnqZ8/Z453mPz11yfmlRO6dbsVgGnT\nppTqeRs2rCc391fs2bObceMm6prgAXAxQd3DDw+nsLCQYcNGUKVKFVdNExGJuw4dsgiFQircK5vc\n3FupX78+kyb9rcyHQx7L+vV55OV9o/PbRUQqkJNOqk2/fgPYvn07zz33bKmeu2/fPl577RWaNGlK\nZmZ2QC2MzUUXXcyppzbnpZfmHPfv344d+eTmXs/mzd8xYsQjdOlybcCtrJyKJ6hbtuyLMj1/wYL3\nePvtN7nggou45JKfu2yaiEjcpaXV4ayzMvj0009iPqWoJFVpCS41NZV+/Qbw/fc7Sr1idrx0fruI\nSMXUp08/atdOY/z4Mezevfu4n/fWW2+wc+f3dO36q4TdYJuUlERubnf27NnDvHlzjvn4AwcO0LPn\nLaxatZK+fftrsrMAtWmTTigUKtMe98LCQkaMGAbAsGEjCIVCrpsnIhJ32dk57Nu3j88+W+psmYn5\nay2H6dmzD7VrpzFhwlj27t3rfPmLF3uXK8jJUeEuIlKRpKXV4fbb72Dr1q1MmfLccT8vEWeT93Pz\nzbeQlJR0zGu6FxUVMXToXXzwwftcdVUXHnrokXJqYeVUs2ZNWrZsxfLlX5Z68sB582bz+edL6dr1\nes49t11ALRQRia/i67l/9JG7w+VVuFcAtWun0bv37WzduoXp00t3rt/xWLhwwQ+HdIiISMXSt29/\natU6ibFjRx3Xxt3t2//L22//gzZt0hN+XpPGjU/h0kt/ztKln7JsWfTrhj/++J+YNWsm7dufx9NP\nT9Q50+UgPf2n5Ofn8+23G4/7Ofv37+eRR0ZQtWpV7r9/WICtExGJr8xMr3Av3kHqggr3CuL22++k\nRo0ajB07mgMHDjhb7saNG1i37huys3O0oiMiUgHVrXsyffr0Y8uW//D885OP+fhXX32ZgwcPJuyk\ndJG6dbsNIOpe9+nTp/Lkk3+mRYuWTJ36oi4rVk6Kz3Nfvjz6BpVIf//7RNavz6NXr740b94ioJaJ\niMRfw4YNadXqNJYs+YiCggIny1ThXkHUr1+f7t17sHHjBubOneVsuboMnIhIxdev3wBSU2vy1FOj\n2Ldv31EfO2fOi4RCIbp2vb6cWhebyy67nIYNGzF79otHHFHwzjtvc889g6hbty4zZszWtdrLUWln\nls/P387IkX8mLa0OQ4f+OsimiYgkhOzsjuzc+T0rVpT9ChwlqXCvQO68cxApKSmMHv2Esy03xYdv\naGI6EZGKq169evTqdTvffbeJ6dOnRn3chg3rWbx4IdnZHWnSpGk5trDskpOTuemmbuzYkc9rr738\nw+1ffvkFvXvfSnJyMlOmvMBpp50Rx1ZWPj/ucT++FdLRo58kPz+fwYPvoW7dk4NsmohIQii+aour\ny8KpcK9ATjmlCTfemMvXX3/F/PmvOFnmwoULqF077Yct5yIiUjH17z+QGjVqMGbMk1EvPzN37mwg\n8Seli5Sb2x2A55/3DpffuHED3bp512p/+umJZGZmxbN5lVKTJk1JS6tzXIfKr1+fx6RJE2jatBl9\n+vQrh9aJiMRfdnZHABYvVuFeKd1112CSkpIYNeqJUs/kGmnTpm/597/XkpWVrfPbRUQquAYNGnDb\nbb359tuNvPDCdN/HzJnzAlWrVq1w1zdv2bIVF17YicWLF/Lxxx+Tm3s93323ieHDH6ZLl1/Gu3mV\nUigUIj09g7Vrvz7mpQgfffSP7N+/n/vue4Dq1auXUwtFROLr1FOb07jxKXz44aKY6zZQ4V7htGp1\nOtde+z8sW/YF77zzVkzL0vntIiInlgEDBlG9enVGj36CgwcPHnbf8uXLWLlyBZdeejl16tSNUwvL\n7pZbvEnqOnfuzMqVK+jduy/9+98V51ZVbunpGRQVFbFq1Yqoj/nyy8+ZPfsFMjLOrjATIoqIuBAK\nhcjOzmHr1i18/fVXMS9PhXsFNGjQPQCMHPnXmLbeLFqk89tFRE4kDRs2onv3Hqxfn8esWTMPu2/O\nnIpx7fZorrzyGurWrcvu3bu54oqrePjhxwmFQvFuVqV2rAnqioqKePDBPwAwfPgfSUrSaqeIVC7F\nl4VzcZ67RtAKKD09g8svv5IlSz6M6UuwaNECatU6iYyMsx22TkRE4umuu4ZQtWpVRo78C4cOHQKg\nsLCQefNmU7t2GpdddnmcW1g21atX5w9/GEFubi7jxz+rU7wSwLEuCffuu2+zYMH/0bnzJXTq1Lk8\nmyYikhB+PM899uu5q3CvoAYP9va6jxr11zI9f/Pm7/j666/IysomOTnZZdNERCSOGjc+hW7dbmXd\num9+2Mu+YMECNm7cwDXX/KJCn2N8yy23MW3aNGrWrBnvpghgTBuqVKniu8e9oKCAhx4aRigU4g9/\nGBGH1omIxF/r1oa6devy0UeLY16WCvcK6rzzOnDBBRfx7rv/5PPPl5b6+Tq/XUTkxDVw4FBSUlIY\nOfIvFBQU8PzzzwMV9zB5SUzVq1fn9NPPYMWK5RQWFh5236xZM1m5cjk33HAzGRm6co2IVE5JSUlk\nZuaQl7eOjRs3xLYsR22SOPhxr/sTpX7uwoVe4a7z20VETjxNmzbjpptuYe3ar3nxxRnMnj2bRo0a\nk5OjMV/cSk/PYNeuneTlrfvhtr179/Loo3+kevXq3HffA3FsnYhI/GVluTnPXYV7BXbRRRfTtm07\n5s9/BWtXleq5ixd/QM2atTj77HMDap2IiMTT4MF3k5yczH333UN+fj5du/5K54WLc2eddeQEdRMn\njmfTpm/p2/dOmjRpGq+miYgkhOxsr3CP9XruKtwrsFAoxJAhvwHgqadGHvfzNm/ezJo1q8nMzNL5\n7SIiJ6hTT23ODTfczN69ewEdJi/ByMg4fIK6rVu3Mnr0k5x88skMGjQ0nk0TEUkIP/3pOaSm1uSj\nj1S4V2qXX34lZ57ZhjlzXjzsMLWj+fBDb1bDnJwLg2yaiIjE2eDB91ClShXS09N1nrEEIj3duzJN\n8R73kSP/zM6d33P33fdSu3ZaPJsmIpIQkpOTOf/8Dli7iq1bt5Z5OSrcK7ikpCQGDbqbgoICxo4d\ndVzPWbhwAQA5OR2DbJqIiMRZy5atmDfv/zF37lxd81wC0bBhQ+rXb8Dy5cv46quveO65STRv3oIe\nPfrEu2kiIgmj+Dz3WGaXV+F+AvjlL6+jefMWzJjxPJs3f3fMxy9evJDU1Jqcc07bcmidiIjEU1ZW\nNq1bt453M+QElp6eQV7eNwwcOJBDhw7x+98Pp2rVqvFulohIwii+nnssE9SpcD8BJCcnM3DgUPbv\n38+ECeOO+tgtW7Zg7So6dMgkJSWlnFooIiIiJ6r0dO80jDfeeIO2bdtx7bVd49wiEZHE0rZte1JS\nUlS4C9x4Yy4NGzZi8uRn2b79v1Eft3hx8WXgdH67iIiIxC49PeOHv4cPf1inZYiIRKhRowZt27bn\nyy8/Z9eunWVahgr3E0S1atW4885B7N69i0mTnon6uEWLvMI9O1vX8hUREZHYtWvXHoAuXbqQk6P1\nCxERP1lZORQWFrJkyUdler4K9xNI9+49qFu3LhMnjo+6JWfRog9ITU3l3HN1fruIiIjE7rTTzmD+\n/LeYPn16vJsiIpKwiq/nXtbLwqlwP4HUqlWLvn3vJD8/nylTJh9x/9atW1m1aiXnnZepSWNERETE\nmfPPz6RWrVrxboaISMI6//xMQqEQixercBegd+++1KxZi/Hjn2Lfvn2H3bd4sXf99o4ddRibiIiI\niIhIealdO42MjLNZuvRfR9Rpx0OF+wmmTp269OzZh82bv2PmzGmH3Vc8MV1OjiamExERERERKU9Z\nWdns37+fzz77tNTPVeF+AurXbwDVqlVj7NhRHDp06IfbFy78IDyjYbs4tk5ERERERKTyycoq+/Xc\nVbifgBo2bEhubnfy8tYxb95sALZt28bKlct1fruIiIiIiEgcZGV5E9QVn8JcGircT1B33TWE5ORk\nxox5ksLCQt5//30AcnI6xrllIiIiIiIilU+DBg04/fQz+PjjJaV+rgr3E1SzZqdy3XU3YO0qXn99\nPu+99x4AHTvq/HYREREREZF4yM7uGPXS3Uejwv0ENnDgUEKhEKNH/5V3332X6tWr07Zt+3g3S0RE\nREREpFLKzMwu0/OSHbdDEkjr1oarr/4Fr732MgAXXHAR1apVi3OrREREREREKqfs7LKduqw97ie4\nIUPu+eHvsn5JREREREREJHbNmp3KaaedXurnqXA/wZ199rn87GeXAt4edxEREREREYmfOXNeLfVz\ndKh8JTBq1Dj+9a9FP1x+QEREREREROLjlFOalPo52uNeCTRq1JgePXoQCoXi3RQREREREREpJRXu\nIiIiIiIiIglMhbuIiIiIiIhIAlPhLiIiIiIiIpLAVLiLiIiIiIiIJDAV7iIiIiIiIiIJTIW7iIiI\niIiISAJT4S4iIiIiIiKSwFS4i4iIiIiIiCQwFe4iIiIiIiIiCUyFu4iIiIiIiEgCU+EuIiIiIiIi\nksBUuIuIiIiIiIgkMBXuIiIiIiIiIglMhbuIiIiIiIhIAlPhLiIiIiIiIpLAVLiLiIiIiIiIJDAV\n7iIiIiIiIiIJTIW7iIiIiIiISAJT4S4iIiIiIiKSwFS4i4iIiIiIiCQwFe4iIiIiIiIiCUyFu4iI\niIiIiEgCU+EuIiIiIiIiksBUuIuIiIiIiIgkMBXuIiIiIiIiIgksOegAY0wm8Ji1trMxpi3wKrAm\nfPfT1tpZxpjbgb7AIeBha+38oNslIiIiIiIiUhEEWrgbY+4FbgF2hW9qDzxprX2yxGMaAQPD99UA\nPjDGvGWtPRBk20REREREREQqgqD3uH8FdAWmhv/dHmhtjLkWb6/7EKADsNBaexA4aIz5Cjgb+CTg\ntomIiIiIiIgkvEDPcbfWzsU7/L3YR8CvrbWdgLXAcOAkYEeJx+wE0oJsl4iIiIiIiEhFESoqKgo0\nwBjTAphhrc02xqRZa3eEb28DPAWMBq6w1g4I3z4X7zz3TwNtmIiIiIiIiEgFUN6zyr9hjDk//Pel\neIfDLwEuNMZUM8akAW2AZeXcLhEREREREZGEFPis8mHFu/XvAMYZYw4Cm4C+1tpdxpgxwAK8DQm/\n08R0IiIiIiIiIp7AD5UXERERERERkbIr70PlRURERERERKQUVLiLiIiIiIiIJDAV7iIiIiIiIiIJ\nTIW7iIiIiIiISAIrr1nlY2aMyQQes9Z2NsacCUzCm61+NdDHWhvzLHsRGecAE4BDwBrgjlhnuzfG\npAB/B5oD1YCHgZXAZKAQ7zJ4Axy9liOyrLWvhu8bCayy1j7jOgNYD4wBCoD9wK3W2v84zvga+Fv4\nIWvwPv+CsmZEyynxfuUCd1lrc2LJiJYDbABew/suA4y31r7oOOMjYCJQBwjhfS7flDXjKDm5QKPw\nQ1oCi6y1uQHkrMHhGBAlIw/3Y0AVvM+hdbjtd+D1k8k4HAP8cqy1y8P3uer/fq8lBYf9/yg5RTgc\nA47xfrns/36vpSoO+/9RcrbgcAyIkvEA7vu/X04BjtcBouQk43gMCGf9BPgXcAlev5+M43WAyBxr\n7erwbU76v18GkIrj/h8lJxnH6wB+OSXeM2djQGQGUBPH/T9KTj6O1wEicj4BLgMexPEYUCKj+LUk\nEUAN4JNTg2D6/6fAjvA/1wKPEkwdUDLn39baXuHbnY0BkRl4/f8pvPfM2Rjg8549gfs64LAMa23v\n8O2u+3/ka3kKmM9xjgEVYo+7MeZevAGnWvimB/EKqwvDt10dQMYkYGg4YyNwZ6wZQDdgi7X2IuAK\nYBzel+934dtCwLUOcvyyxhpj6htjXge68OMl+lxmjANG4n3BOwNzgd8GkPEwcJ+19oLwY7rEmOGX\nMxbAGNMW6OVg+dFyxgHtgCestZ3D/8X6o+2X8Tgw1VrbCRgGZMSY4Zcz1lp7c/iz/x9gOzA0gJxx\nwHDcjgF+GRNxPwZcAxSGv7sPAI8QzBgQmfOnAPq/32sZhdv+Hy3nT7gdA454vyCQ/u+X47r/++U8\ngvsx4IjXElD/93strvt/tBznY0B4I+EzwG68/v4kAawDRORgjGnguP/7vZYg+r9fjuv+75dTfJvT\nMcDntbTHff/3y/kz7tcBSubsAYqCGAN8XsuDuO//fjnO6wBjTHWAEp93bwIYA3xyerkeA/wy8MaA\nAS7HgCjvmdMxIEpGEP3fL+c8SjEGVIjCHfgK6Ir3hQbYC9QzxoSAkwAX132PzGhqrf0w/PcioJOD\njFl4AyZ47/1BoJ219v3wba8DlzrI8cs6hLdldzgwlR9fp8uMg8BN1tovwrel4H1WrjOus9Z+YIyp\nirdlNz/GDN8cY8zJeIPDENy8X745eD/cVxtj3jPGTDLG1AogoyPQzBjzFl6R+k6MGX45h0rcNwIY\nY63dHEDOQdyPAX4ZzscAa+3LQL/wP1vgrdi0dz0GRMmphcP+75PxX+BGx/0/Wk5Xl2OA3/tljKmH\n4/7vk5OP+/4f7fN3OgZEySjmrP9HyXG+DhAlp1kA6wF/AcYDm8L/DmodIDLH9e9/ZEYRAfT/KDlB\nrANE5hDEGBCZgbfhzmn/j5KTg/t1AL+cYi7XASIzgqgB/HKCqAPOAVKNMf8wxvzTGJNFMGNAZE4m\n7scAv4wgxgC/HKfrAH4ZAfV/38+fUowBFaJwt9bO5fCi4ClgNLAC+AnwXgAZa40xF4X/7oL3hY81\nY7e1dpcx5iS8QuEBDv8MdgFpseZEyfq9tXadtXaJi+UfJWMzgDEmBxiAtwfedUaRMeZUvEOK6gFf\nHHUhZcsZhnfo9N14n4sTfq8HWAL8OrwlfC3ewOoy4wHCBY+19jK8Q8Bj3goa5bUUH2r2M7xDv2IW\nJWcsDseAKO+Z8zEgnFVgjJmM1/5pHP6D4HIMKM4ZA0y31n7jsv9HyXDa/4+SE8QYUPJzmQE8i+P+\n75MzDcf9/yg5LXA/Bhz2uYD7/u+TMw3H/d8np/g9czoGGGN64B3Z82b4phAB9H+/HNf9P0qG8/4f\nJafQdf/3yUnB8RjgkwEB9P8o37MWOO7/UXKcjgFR3jPnNUCU1xLEOsBu4C/W2svxTseZFnG/q3UA\nv5w8x+sAfhlbwPk6gF9OKDwGLMfNGBCZMRPv++t6HSAy53m8UzOOewyoEIW7j+eBC621bfC2HD0R\nQEZP4H5jzNvAZmCri4UaY5rhbemcYq2dgXdOS7GTcLflODJrpqvlHivDGHMj3lbLq6y124LIsNbm\nWWtb4x3W9GSsGZE5eOfMnI73OmYAZxljnOeEX888a+3S8N0vAW0dZ8wAtgGvhO9+Fe/QnJhF+Y5d\nD0yzjs45i5LjfAzwec96EcAYAGCt7QEYvENxYpDnAAAF6klEQVTxqpe4y+kYEM5pDUw0xtRwtdyj\nZKS67v/RcoIYA0p8Li8DPyWA/h+RMxF403X/98mZhLcH2fkYEPm5EED/j8iZBMwmoHWAiM+mP27H\ngJ7AZcaYd4Fzgf8FGpS431X/PyInXEy55JfRMID+75sTQP+PzPkCSMftGOD3+b8eQP/3yzmE+/7v\n+9ngdgyIzJiCt3Hddf+PzJkM3I/7dYDVhIt1a+0avHWzhiXudzUG+OU0drDcY2WcEsAY4JsTHgPO\nwM0YEJnRHDgT9+sAfq/lH6UZAypq4Z4K7Az/vQlvsg3XrgG6WWsvxdua849YFxge0N4E7rXWTg7f\nvNQYU3z4zZXA+37PdZTllF+GMeYWvK1sF1sHE59EyXjFGHN6+CG78CbCcZpjrf3YWpthvfN0bgJW\nWGvvdp0TvvkNY8z54b8vwZvkxXXGB/x4HlgnvD0VMTnKd+wSvMO9nIiS43QMiJIRxBjQ3Rhzf/if\ne/G+u5+4HgN8cgo5fCNhzKJkXIfD/n+UnJdcjgE+GZuAswLo/36vZa7L/h8lpwDve+VsDIiSUYh3\nmKfL/u+XUwPH6wBRPhunY4C1tpO19uLw9+oz4Fa88d9p//fLsY4miTtaBt7kZE77v0/ObXgbiZyu\nA/jktLHWnuFyDIjyWl5y3f99crrjTX7ldB0gyvdsMw7HgCjfsyo47v9Rcs7D8ToA3gaCJwCMMafg\nFepvBlAHRObU5sjTGYLIuBjHY0CUnL85HgMiM1YBxvU6gE9ObWBeacaACjOrfFjx1rs+wGxjzD68\nWQtvDyBjNfC2MWY/3qFMUxws+3d4h8AMM8YUn087GBhjvPM0VuDtSXDBL+sKa+3+8N8utoRGZlTB\nm/DkG7yVUYD3rLUPOswA71DpycaYA3iHnfSJYflHy7nSWrsP75ApV3uP/HKGACONMQfxBta+jjOK\ngB7AJGNMf7ytuTHP8hol5yq8vVVrHSw/Wg54PwwuxwC/jCdwPwbMxvvuvod3KOZgvB+IiY7HgCNy\nSvR9cPN9jswYAjwHrMNd//fLGYy358PlGHC098tl//d7LXnAOIf9P1rO57gdA474/K21+4wxrXHb\n//1ey17crwP45RThfgwoqQi4B/f9/3hyXS8vGe/wZdf93y/rUdyvAxyNyzGgpOKrF7ju/37uwf06\nQDSux4BIQdYAxUIEUwc8CzxnjCkuznvi7XV1PQYckWOtLbnx3sX3uWRGEdAb72gO12OA33sWwu0Y\nEJnRq8T75bL/+72WvZRiDAgVFQUxFomIiIiIiIiICxX1UHkRERERERGRSkGFu4iIiIiIiEgCU+Eu\nIiIiIiIiksBUuIuIiIiIiIgkMBXuIiIiIiIiIglMhbuIiIiIiIhIAlPhLiIiUkkZYzKMMYXGmK7x\nbouIiIhEp8JdRESk8uoJzAbuiHdDREREJLpQUVFRvNsgIiIi5cwYkwxsAC4EFgGZ1tq1xpiLgTHA\nIeBDoI21trMx5nTgaaAesAcYaK39LC6NFxERqWS0x11ERKRyuhr4xlq7BngJ6Bcu5qcAudbadsAB\noHgL//8C91pr2wP9gJlxaLOIiEilpMJdRESkcurJj8X3i0APoC3wH2vtsvDtfwdCxpiawPnAc8aY\npcA0oKYxpm75NllERKRySo53A0RERKR8GWN+AlwFtDfGDAZCQB3gSg7fqB8K/78KsNda27bEMppZ\na7eXU5NFREQqNe1xFxERqXxuAd6y1jaz1ra01rYAHgGuAOoYYzLCj8sFCq213wNrjDHdAIwxlwL/\nV/7NFhERqZy0x11ERKTy6QHcH3HbeOA3wOXAFGNMIWCBfeH7uwETjDH3AvuBG8qnqSIiIqJZ5UVE\nRAQAY0wIeAx4yFq7xxhzN9DYWvubODdNRESkUtOh8iIiIgKAtbYI+C/wcXgSugvwDqEXERGRONIe\ndxEREREREZEEpj3uIiIiIiIiIglMhbuIiIiIiIhIAlPhLiIiIiIiIpLAVLiLiIiIiIiIJDAV7iIi\nIiIiIiIJ7P8DG9kGlKZoVC4AAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 234 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I find it most intersting that dads seem to try and regain their social lives around 23-26 before it drops off until their 40's." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "female_parent_social.plot(label='Female Parent', color='black')\n", + "female_no_kids_social.plot(label='Female No Children', color='blue')\n", + "plt.title(\"Average Minutes Per Day Socializing/Leisure\")\n", + "plt.xticks(np.arange(38), list(range(18, 56)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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wzOefB1m3TkViREREpPoKC71zh5pk3AMBOOGECCtXBgiHY9UzERGpDwrcY+yR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3PnznLx4gXKl1cE6k6dcvwXzVKbXo1w+cWLF3HqVAJ9+w6gcuWsVIFWrVoBsH37FofbZCtkGd56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iB3Tul43A/QTXfyZnhOD675IznfgeMGa/QHz9Z3JGCK7/TE77MwvtAWa2mHRnz7bqpSEaqP9c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\niIhIH/sf+aJYI8WuIEAAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 236 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Parent's Social Lives Male vs. Female" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "female_parent_social.plot(label='Female Parent', color='black')\n", + "male_parent_social.plot(label='Male Parent', color='blue')\n", + "plt.title(\"Average Minutes Per Day Socializing/Leisure\")\n", + "plt.xticks(np.arange(38), list(range(18, 56)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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f4L777qa5uZn8/Hxuv/0LhEIhFi/+AmPGjGXnzh3MmlXOrbf+Jz/96Y/YsmUzzzzzWy67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6lJjcmWTIFSX68yd65Jbm5kxU1U1Yq6t7SoDA5GdOi4w2oDdw8wvnf7dHz845+ksFDjySd/HfZy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YH9iX5U/qdxT/Xw2Y7+7btbzHAHd/t4tmWUREpFfTFXcREZHe53Dgfncf4O6bu/tA\n4AJgH2B9M9um+LkRwFJ3/x8w28wOAzCzYcCfu362RUREeiddcRcREel9RgJnlKZdDpwO7A1MN7Ol\ngAMLitcPA64ws3HAQuAHXTOrIiIioqfKi4iICABm1gFcBPzC3T8ys1OATd399FU8ayIiIr2abpUX\nERERANy9AbwDPFE8hG4X0i30IiIisgrpiruIiIiIiIhIN6Yr7iIiIiIiIiLdmAbuIiIiIiIiIt2Y\nBu4iIiIiIiIi3ZgG7iIiIiIiIiLdmAbuIiIiIiIiIt3Y/wHJoBwJWSoPSAAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 237 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This seems very unfair." + ] + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Drug Use Male vs. Female" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male = summary[male_crit]\n", + "female = summary[female_crit]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 247 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_drug_use = age_iter_activity(male, \"120302\", 15, 70)\n", + "female_drug_use = age_iter_activity(female, \"120302\", 15, 70)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 256 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_drug_use = pd.Series(male_drug_use)\n", + "female_drug_use = pd.Series(female_drug_use)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 258 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "female_drug_use.plot(label='Female', color='black')\n", + "male_drug_use.plot(label='Male', color='blue')\n", + "plt.title(\"Average Minutes Per Day Using Drugs\")\n", + "plt.xticks(np.arange(56), list(range(15, 71)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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lry2Vf9e73r369Zve9NbVrz/zmc+vec3o6Oia173nPe/resyt6IxZRPquUDBz1n3f79uc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\nXJrMdVMGbzPrUS6Db51ZD54rm7M+s75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yeYdUqr3Kv2xWq9WEoZ2P+Wme573S87zve57n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+ "text": [ + "" + ] + } + ], + "prompt_number": 259 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I find the alternating peaks interesting. Also apparently men and women both start doing more drugs again at 48. Aside from women at age 16 men also start earlier than women on average. I'm of the belief that people are probably downplaying the time they spend doing these things though, the average times seem to low to me." + ] + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "TV Watching Male vs. Female" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_tv_use = age_iter_activity(male, \"120303\", 15, 70)\n", + "female_tv_use = age_iter_activity(female, \"120303\", 15, 70)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 267 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "male_tv_use = pd.Series(male_tv_use)\n", + "female_tv_use = pd.Series(female_tv_use)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 268 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "female_tv_use.plot(label='Female', color='black')\n", + "male_tv_use.plot(label='Male', color='blue')\n", + "plt.title(\"Average Minutes Per Watching (non-religous)Television\")\n", + "plt.xticks(np.arange(56), list(range(15, 71)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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s8N6DWO5vBwV3ERERERGRZmPbNti8uf4d5QE6dXJJTHRZty66cdJ1vTPcu3cP\nkZhY8/X9+/ud5Q9erF2wIPb720HBXUREREREpNmItDEdgG1Dly4ueXnRrQ3fssVi+3aLnj1r96VC\nVpbXoO5grrjPnx/AslwFdxEREREREYkO/yi4SFbcwWtQt2WLTWFhNGblyc2t/f528BrUHXlkiOXL\nbUpLozeP2goGvRX3I44I0apVbJ9LwV1ERERERKSZ8IN7nz6RBfeuXb3Hr18fvUi5cmXtOspX1L9/\nkNJSa8/rakjG2BQWWgwcGNl7WRsK7iIiIiIiIs2EMTaW5dYpHFdm71nu0SuXr+1RcBX17+9dezDO\nc/f3t8e6MR0ouIuIiIiIiDQLruutuHft6pKWFtlYsegsX5/gPmDAwWtQN39+w3SUBwV3ERERERGR\nZiE/32LbNjuixnS+jAwvXEezs/zKlTaHHBKibdvaPyYrK0RS0sFpUDd/foC0NJesLJXKi4iIiIiI\nSBQY48W/aARN/5z1aJXKl5R4Y9W2o7wvKcnbr79sWcM2qNu1y3s/jzkmSKABvjNQcBcREREREWkG\n/OAeaUd5gI4dXVJSoneW++rVNqGQVeuO8hX5Der819cQFi4M4LpWg5TJg4K7iIiIiIhIs7B8efRW\n3C0LunQJRW2Pu7+/va4r7gADBjR8g7r58/3GdLEvkwcFdxERERERkWbBGJtAIPKO8r7MTJcffrDY\ntSvysfzgXp8V94PRoM4P7gMHasVdREREREREosB1wZgA3buHSE6OzpjRbFBXn47yvqysEImJDdeg\nznVhwQKbjIwQhx7qNshzKriLiIiIiIg0cZs2WezYYUW1A3o0G9Tl5NgkJrp7xqyL5OS9DerKyiKe\nSo1Wr4YtW+wG298OCu4iIiIiIiJNXnZ29BrT+fyz3CNdcXddL7h37x4iIaF+YwwYEKSkpGEa1H3x\nhfergruIiIiIiIhETTSPgvP5pfKRNqjbvNli504ror33/ft7j128OPYR98svvV8ban87KLiLiIiI\niIg0ef6KezyWyufm1n9/u29vg7rY73P/4gtITHTp169hOsqDgruIiIiIiEiTZ0yAxESXHj2iFzbb\nt3dJS4v8LPeVKyMP7n36NEyDuuJiWLgQ+vULkZIS06fah4K7iIiIiIhIE+a63op7z54hEhOjN65l\nefvcIy2Vj6SjvC852asmWLrUprw8oulUa8kSrwFeQ5bJg4K7iIiIiIhIk7Z+vUVhYXQ7yvsyMlx2\n7rTYsaMQmYyZAAAgAElEQVT+Y0QjuAP07x+kuDi2Der889sbsjEdKLiLiIiIiIg0aX6QjWZHeV80\nGtTl5NgcckiINm0im0tDNKhTcBcREREREZGoi8VRcD7/SLj6BvfiYq+5Xe/ekc+tIRrUzZ8foEMH\n6Nq17ufNR0LBXUREREREpAnLzvaCbJ8+0V8lzsjwAuy6dfXrLL96tY3rRnYUnO/II0MkJLgxC+7f\nf2+xbp3NCSd4+/sbkoK7iIiIiIhIE2aMTXKyS7du0V8l7to1shX3aO1vB0hJ8aoKli2LTYO6d95J\nAOCkk6I/dk0U3EVERERERJqoUAhWrLDp3TtEIAYL0f4e9/oeCRfN4A5euXxRkcWKFdGNugUF8Mgj\nSaSlufziF1EdulYU3EVERERERJqotWstioqsOu9v/+679ZxzzpnMmTOn2uvatIGWLV3y8upXOx6N\nM9wrilWDuokTk9iyxeaXvyylU6eoDl0rCbEa2HGcROBZoCuQDNwPrAfeBlaEL5tkjJnmOM51wPVA\nOXC/MeadWM1LRERERESkufA7ytf1KLj//GcK8+Z9xdSpU7nzzn5VXmdZ3qr72rU2rlv3vd+5uTZJ\nSS6ZmdEp4/cb1C1eHODSS/fWy8+d+zlTpkzmwQf/Qps2bes05vffWzz5ZBIdO4YYO7YUL942rFiu\nuF8B5BtjTgVGABOBgcCjxpgh4f+mOY7TCRgP/AgYDjzoOE5SDOclIiIiIiLSLPiN6bKy6taY7q23\nXgdgyZIlNV6bmRmisNBi27a6pXbX9Vbce/SIXhn/kUeGCAQObFD3+ON/5ZVXXuGf/3ymzmP++c9J\n7N5t8X//V0p6enTmWVexDO7TgD9UeJ4yYBDwY8dxPnEcZ7LjOOnA8cDnxpgyY8xOIAfoH8N5iYiI\niIiINAv1OQouO3s5xmQDsHTp0hqv91fL69pZfvNmi4ICi549o3dMXWqq91qXLrUJhr+rKCwsZPbs\nTwD45z+fobi4uNbjGWPzn/8kcsQRQS6/vCxq86yrmAV3Y0yhMabAcZyWeCH+98BXwG+NMacBq4C7\ngZbAjgoP3QW0jtW8REREREREmgtjbNLS6laK/uabrwGQlpbG999/z9atW6u9vr4N6vz97dE4w72i\nAQNC7N5t7Rn/009nUVJSQps2bdiyJZ9XXnmp1mPdd18yoZDFXXeVkBCzjeY1s1w3dgfHO46TAbwK\nTDTGPOc4TmtjzI7wfX2Ax4G/ASOMMb8M3/4q3j73BdUM3bCn3YuIiIiIiDQy5eXQogX07w9ff137\nx/Xt25fc3Fyuu+46nnjiCWbNmsVpp51W5fVvvAHnnw9//jPcemvtn+epp2DsWJgyBX72s9o/riYT\nJ8K4cfD88zB6NFxzzTU8++yzTJs2jcsuu4wjjjiCJUuWYNWwIX/WLBgyBE47DWbOjPrZ7XUaLZbN\n6Q4FZgA3GmNmhm9+33Gcm4wxXwNnAvPwVuEfcBwnGUgB+gA1bqTIz98V0fw6dGgZ8RjRGqcpjRFP\nc4mXMeJpLvEyRjzNJV7GiKe5xMsY8TSXeBkjnuYSL2PE01ziZYx4mku8jBFPc4mXMeJpLvEyRjzN\nJVpjfP11AaWl6fTsWUZ+fu3Kw7Ozl7Ns2TLOPvtcjjxyAABz587jyCMHVvmYVq1soAXLl5eSn19S\n6Vwqez0LFyYDSXTsWEh+fvWr7nV5T3r08Obz2WelDB9exFtvvU2HDh258MIL+clPLuDVV6cxdeqr\nDB06rMoxQiH49a/TgAB33FHIli175xetn09dxHKP+x14Je9/cBxnpuM4M4FfAX8N//4kvJX174G/\nA7OBj4A7jDGlMZyXiIiIiIhIk+c3pnOc2jem88vkzzvvArwiaTBmebWPycz0Qm1eXt3iZbTPcPf1\n7es3qLNZuHA++fmbOeus4di2zY03jgdg0qQnqh3j9dcT+OabABdcUMYxx0R3fvURsxV3Y8zNwM2V\n3HVKJddOBibHai4iIiIiIiLNjd+Yrk+f2gfPt956neTkZIYNG0FCQiK2bZOdXX1wb9UK2rRx69yc\nLifHpmPHEK1a1elhNUpNhSOOCLFkSYD3338fgGHDzgagf/+jOfnkwcyePYslS77lqKMOPOqupAT+\n+MdkEhNdbr/9wAqCgyGWK+4iIiIiIiJykPhnuNe2o7wx2RiTzRlnnEV6ektSUlLo1asX2dnLqKk3\nWkZGiHXrvLPca6OoyOtCH+3GdL7+/b0GdW+9lU1ycjKnnTZkz31jx44D4KmnKl91f/bZRPLybH7x\nizK6dYuP9moK7iIiIiIiIk2QMTbp6S6HH1678OmXyf/kJ+fvue2oo45i+/btbN78fbWPzcwMUVRk\nkZ9fu1X3VatsXDe6R8FVNGBAMPw8rRk8+DRatGix574zzxxOr169ee21l9m0aeM+j9u+Hf7612Ra\nt3b5zW/iY7UdFNxFRERERESanNJSrxTdcUK17ob+5puvkZyczPDhZ++5rW/fvgAsX76s2sdmZNTt\nLHd/f3vsVtz9ff2D9pTJ+2zbZsyYcZSVlTF58tP73PfYY8ls325x880ltG0bk6nVi4K7iIiIiIhI\nE7NyJZSXW2Rl1a4x3f5l8r6jjjoqfH90G9TFqjGd76ijQkAQL7iPOOD+iy66lEMOOYTnn3+WgoIC\nAPLyLCZPTqRLlxDXXlsWk3nVl4K7iIiIiIhIE7N0qfdrbfe3V1YmD3tX3GtqUOcH93XrahcxV66M\nbXAPBncC2dj2IDp1OvyA+1NTU7n66mvZsWM7L774bwAefDCZ0lKL228vISUlJtOqNwV3ERERERGR\nJmbJEu/XrKzaBWO/m3zFMnmA3r17k5iYWGNw90vl8/JqVyqfm2uTnOzSpUtsmr/NmvUxMI9QKI3c\n3Mpj789/fh3Jyck8/fQkFi6EV15JpF+/IKNGlcdkTpFQcBcREREREWli/BX32gR3Y7LJzl7OkCFn\n7lMmD5CUlETPnr0wJrvazvIZGbUvlXddr1S+R48QgUCNl9fL9OnvAfMBWLSo8jl16NCBiy++jLVr\n13DzzV65/N13l2DHYUqOwymJiIiIiIhIJJYuhdatXQ49tOYVbb9M/rzzLqj0/qysPhQU7OK779ZX\nOUZ6OrRvH6pVqfymTRaFhVYMy+SDfPTRDNq1WwvAokVVfzswZsw4YATZ2YcxdGg5p55au54ADU3B\nXUREREREpAkpLvaa02VlBWvVUb6qMnmf4/QBIDu7+s7ymZku69ZZhGrI4/7+9lh1lJ8372u2bt3K\nsGGHYdsuixdXHXt79DiC9PRJQJALL/w6JvOJBgV3ERERERGRJiQnxyYUql1juhUrTJVl8r6srCMB\nyM7OrnasjIwQpaUWmzdX/22B31E+Vme4T5/+LgDnnnsGvXuH+PbbQJVfJkydmkBBQXfgOd57708x\nmU80KLiLiIiIiIg0IcZ4Ma82+9ur6iZfUVZWFlDzinttG9TF+gz3GTPeIzU1lcGDT6d//xAFBRar\nVh04p8JCeOihZFJTXbKypvLuu2+xZs3qmMwpUgruIiIiIiIiTcjs2d6e7j59ahfcqyuTB+jWrQfJ\nyckYU/2Ke23Pco/livvq1atYscJw2mlDSE1NZcAAb896Zfvcn3kmiU2bbMaMKeWmmy4mFArxzDOT\noj6naFBwFxERERERaSKWLbN58cVE+vSBE06ovtFaxTL5li1bVXldIBCgd2+HFSuyCVWzgb22Z7nn\n5Nh06hSiZeWV+RGZMeM9AIYN876I6N/fm9P+wT0/3+Lxx5M45JAQ48aVct55F9K58+H897//Zvv2\nH6I/sQgpuIuIiIiIiDQBrgt3351MKGTx6KOQkFD99bUpk/dlZfWhqKiItWvXVHlNZmbNpfK7d8P6\n9XbMOsp7x8DBWWcNB+Coo4JY1oEN6h59NImCAotbbimlZUtITEzk2mvHsHt3IVOm/Csmc4uEgruI\niIiIiEgT8NFHAT75JIHTTy9nxIiar6+pm3xFWVl+Z/nlVV7TpUvNpfK5ud59sQjuO3Zs54sv5jBw\n4CAOPbQT4B1T16tXiMWL9zaoy821mDIlkR49QoweXbbn8T/72VW0aJHO5MlPU1paGvX5RULBXURE\nREREpJErK/NW223b5Z57Smo8Bm7FCsPy5ctqLJP3+cHdmKqDe2oqdOhQ/VnusQzuH3/8IeXl5XvK\n5H1+g7qcHO/P99+fTHm5xZ13lpCYuPe61q3bcOWVo9m0aSOvvfZy1OcXCQV3ERERERGRRm7KlERW\nrgxw5ZVltW5KB7Urk4e6neX+3XcWwSq21/tnuMciuPtl8vsHd79B3YIF8OWXAd55J5Hjjgvy4x+X\nHzDGddeNxbZtnnzyCVzXjfoc60vBXUREREREpBHbsQMefjiJ9HSX226rXYl3XcrkATIyMklLa1Hj\nWe6ZmSHKyiw2bap8yT9WK+5lZWV89NEHHH54F/r2PWqf+wYM8J5r3jy4555kAO6+u7jSqoTMzK6M\nHHk+y5Yt4dNPZ0V1jpFQcBcREREREWnE/vKXZLZts/nVr0rp0KHmVeK9ZfJDa1UmD2DbNo7jkJOz\ngvLyA1eqfTUdCbdypU1KikuXLtFdzf7qqy/YsWM7w4aNwNovkffr5zWomzwZ5s0L8OMfl3H88VV/\ncTB27DgAnnzy8ajOMRIK7iIiIiIiIo3U6tUWkycnkpkZ4vrra7fa7pfJjxxZuzJ5X1bWkZSWlrJ6\n9aoqr8nIqLqzfCjkrbj36BHCjnIS9cvkhw8/54D70tO9M+N37ICEBJc77yypdqyBA4/lhBNO4uOP\nP6y2GV9DUnAXERERERFppO69N5myMou77iohJaV2j/HL5EeMODDkVqc2+9wzMqo+y33jRovduy16\n945umbzrukyf/i4tWqRz8smDK73GP8999OgyevasebV/7NjxADz99MToTTQCCu4iIiIiIiKN0Ny5\nexut/eQnVZevV7Ry5Yo6l8n7anMkXNeuVZfK5+R4t/XsGd3gnpOzktWrV3H66WeQnJxc6TWjR5dx\n3nlw6621q0oYPvxsunfvwbRpL7J58+ZoTrdeFNxFREREREQamVAI/vAHL6Ted1/ljdYqU98yeahd\ncD/8cBfLclm37sAJ+cE92ivue8vkq26096MfBXn9dWjfvnZ76wOBADfc8EtKS0t59tlnojLPSCi4\ni4iIiIiINDLTpiWwaFGAUaPKGDiw9kH4zTdfJykpqdbd5Cs67LDOtGrVutqz3JOToVMnt9oV92h3\nlJ8x4z0sy2Lo0GFRHffSS6+gbdu2PPfcZHbv3h3VsetKwV1ERERERKQRKSyEBx5IJiXF5fe/r77R\nWkVemfxSzjjjTFq1al3n57UsC8fJIjc3h5KSqp83IyPEhg0W+zef989wj2ap/LZtW/nqqy849tjj\n6dChQ9TGBUhLS+Pqq69h27ZtvPTS/6I6dl0puIuIiIiIiDQikyYlsWmTzdixpXU6Vi2SMnlfVtaR\nBINBcnNzqrwmM9MlGLTYsGHfcvncXJvDDguRnl7vpz/Ahx/OIBQK1auCoDZ+8YsbSEpK4umnJxIK\nRbdSoC4U3EVERERERBqJjRstJk5MomPHEOPH167Rmi+SMnlfVlYWUH1n+crOci8shO++s2NQJv8+\nAMOGxSa4H3rooYwadTG5uTl7nutgUHAXERERERFpJP74x2R277a4/fbSOq1c+2XyQ4YMrVeZvC8r\n60iAave5+2e5V2xQt2pV9Pe3l5aW8vHHH5KZ2Q3HyYrauPsbM2YcAE8++XjMnqMmCu4iIiIiIiKN\nwKJFNlOnJtK3b5BLLy2r02P9Mvmf/OSCiObgn+W+fHnVwd1fcV+7dm/c9Pe3R7Oj/Ny5n1NQsIsR\nI87Gqm1b/Xro0+dIhgwZyty5n/PNNwti9jzVUXAXERERERGJc6679/i3e+8tIRCo2+OjUSYP0KFD\nB9q3b1/DirsXztetOzC4R7Mx3fTp7wKxK5OvaOzY8cDBW3VPOCjPKiIiIiIiIrX2zjsJzJ2bwIgR\nZQweHKzTY3NyVrJ8+VKGDz87ojJ58DvL92Hu3M/ZvXs3aWlpB1xz+OEutr3vWe65udFdcXddlxkz\n3qdly1aceOKPojJmdU47bQh9+vTlzTdf54UXXiAlpRWtW7emdes2tG7dhlatWpGYmBiz51dwFxER\nERERiWMlJXDvvckkJLjcfXftj3/zRaObfEVZWX2YM+czcnJW0L//0Qfcn5gInTvve5b7ypU2qaku\nnTvXvgt+dbKzl5OXt5bzzruQpKSkqIxZHcuyuPHG8YwfP4bRo0dXek2LFunhMO8H+ta0atWaNm3a\n0KqVd3ubNm1p3boNo0dfWqfnV3AXERERERGJY88+m8iaNTbXX19Kz551D75vvPEaSUlJjBhxTlTm\ns3ef+7JKgzt45fJffBGgtBRCIa85Xc+eIewobdaeMeM9AIYNGxGdAWvhoosuJT29JQUF2/juu+/Z\nsWMHO3ZsZ8eOHezcuYPt273fb9y4gezs5bhu1T8rBXcREREREZEmYutWi0cfTaZNG5dbbqn7ans0\ny+R9ffr4neWzq7wmM9Nl7lyL9estysuhqMiKakf5999/l0AgwJlnDovamDWxbZsf/3gkHTq0JD9/\nV7XXhkIhCgp2sWOHF+h37tyxJ+jv2rWzzs+t4C4iIiIiIhKnHnkkiZ07Le6/v5i2bev++GiXyQN7\njl6r7iz3ig3qduzwbotWcM/Pz2fBgnmceOKPaNu2XVTGjDbbtmnVyiuVz8jIjHg8BXcREREREZE4\ntGKFzXPPJdKjR4irr67b8W8+v5t8tMrkAdq2bcehh3aqYcXdC+l5eTYJ4dQZreD+4YfTcV23QbrJ\nxwsdByciIiIiIhKH7rknmWDQYsKEYurTfy0nZyXLli1hyJChUSuT9zlOH9aty6OgoPKS8cxMb3/3\nunUWxni3Rauj/PTp3v72SI+2a0wU3EVEREREROLMrFkBPvgggVNOKWf48Lod/+aLRZm8r08fr0Fd\nVavufql8Xp5NdviSHj0iD+7FxcXMmvURPXv2olev3hGP11gouIuIiIiINCNFRfDAA0nk5h7smUhV\ngkG4++5kLMvlnntKsKyaH1OZWJTJ+/zO8tnZyyu9/7DDXBISvCPhjIHDDw/RokXkz/v555+ye/fu\nZlUmDwruIiIiIiLNytSpifztb8lccYV3TJfEn3/+E5YvD3DZZWX061e/H5IxhmXLlnD66WdEvUwe\nvLPcoergnpDgneW+YoXNd99Bz54qk4+EgruIiIiISDPy0kuJAHz5Jfz3v4kHeTayv1274K67IC3N\n5fbbS+s9zrRp04DYlMlD7TrLd+0aYudOr1wgGvvbXddlxoz3adOmDccff2LE4zUmCu4iIiIiIs3E\nqlUW8+YFOProIOnpcN99yWzdWs86bImJhx9OZvNmuOmmUg491K33ONOmTYtZmTxAy5at6NIlo9rO\n8v4+d4hOR/klSxazYcN3nHHGWSQkNK8D0hTcRURERESaiWnTvBX2664r5d574YcfLB54oB7tyqPk\njjuSOflkWL5csQTg6acTeeqpJLp3hzFj6r/anpu7ksWLF3P66WfQunWbKM5wX46TxaZNG9m+/YdK\n7/c7y0N0grtfJh+rLyPimf6GiIiIiIg0A67rBfe0NJdzziln/Hjo0yfIv/+dxLx5DR8LXn01gcmT\nk5gzB4YPT+P55xNx67/A3Oj961+J3HVXCp06hZgxA9LS6j/W22+/CcSuTN6XlXUkANnZ1XeWh+iU\nys+Y8R4JCQmcccaZEY/V2Ci4i4iIiIg0A19+GSAvz+bcc8tp0cJrHvanP5UAcNttKQTrd+JYvXz3\nncVtt6WQluYycSKkpsKtt6ZwzTUpbN/ecPOIF//9bwK33ZbCIYeEeOWVInr1imy8Tz6ZCcCZZw6P\nwuyqVtM+94wM75uYFi28LvOR2LBhA998s5CTTjo5Js324p2Cu4iIiIhIMzBtmrcn+OKLy/bcduKJ\nQS65pIxvvw3w3HMN06guFIKbbkphxw6L++8v4cYb4eOPCznxxHLefjuRM85owZdfBhpkLvHglVcS\n+PWvU2jb1uXll4siXpkuKiri66+/5Oijj6Z9+/ZRmmXl+vTxVtyNqbyzfNeu3mtxHOp9pJ3v7bff\nBmDYsBGRDdRIKbiLiIiIiDRxRUXwxhuJdO4c4uST911a/8MfSmjd2uXBB5PZvDn2jeomT05k9uwE\nhg8v54orvC8RDj/c5dVXi7j11hI2bLA4//xU/vrXpAatAjgY3norgXHjUmjZEqZN282RR0ZeTv7V\nV19QUlLC0KFDozDD6vXu7WBZVpVHwh16qMtPf1rGDTdE/lxvvfUWQLM7v92n4C4iIiIi0sTNmJHA\nzp0WP/1pGYH9FrM7dHC5/fYSdu60uOee5JjOwxib++5L5pBDQjz6aPE+q7AJCXDrraW89loRHTt6\nXyRcdFEqmzY1za7306cHuOGGFFJSYOrU3fTvH51zzj/77FOABgnuaWlpdO3arcoVd9uGSZOKuf76\nyJ5n9+7dfPjhhzhOFt2794hssEZKwV1EREREpInzu8lfdFF5pfdfdVUZAwYEmTYtkblzY1OmXloK\nY8emUFJi8Ze/FNOxY+V7nk86KcjMmYWMGFHGZ58lMGRIGh980LRK52fODHDNNakkJcH//lfEoEHR\nCe0As2fPIiEhgcGDB0dtzOpkZfVhy5Yt5Ofnx+w5Zs/+hOLi4ma72g4K7iIiIiIiTVp+vsVHHwUY\nMCCI41QeEAMB+NOfirEsl9tuS6asrNLLIvLww0ksWRLgyitLGTGi+hr4du3g+eeLefDBYgoKLK64\nIo277kqmpCT682pon38e4KqrUrEsmDKliBNPjN5+gJ07d/DNNwsZOPBY0tPTozZudfzO8lWtukfD\n9OnvAs23TB4U3EVEREREmrTXXksgGLT2aUpXmYEDQ1x5ZRnZ2QH+8Y/oNqr74osAjz+eRNeuIe69\nt3bp27LgmmvKeO+93fTqFeTpp5M455w0cnMbb+n8l18GuOKKVIJBeO65Ik49Nbqb+OfM+ZxQKMQp\np5wa1XGrU1Nn+UgVFxfz9ttv0LFjR4499riYPEdjoOAuIiIiItKETZuWSCDgcv75lZfJV/T735fQ\nrl2Ihx9OZsOG6ATkggIYNy4FgCeeKKauC8FHHRXigw92c/nlpXz7bYChQ1swdWpCVObWkBYutLns\nslRKS2Hy5GKGDo1+573PPvsEgFNPPT3qY1elprPcI/X222+wfft2fv7znxPYv0FDM6LgLiIiIiLS\nRGVn2yxaFGDo0CAdOtR8jna7dl6X+cJCiz/8ITqN6u66K5m8PJubbirlhBPqF1ZbtIDHHivh6aeL\nsG0YPz6VG29MoaAgKlOMuW+/tbnkkjR274Ynnyzm7LNr/hKlPmbP/oTU1FQGDWq4lelevXoTCARi\ntuL+wgvPAXDttdfGZPzGQsFdRERERKSJquzs9ppcemk5xx4b5M03E5k5M7IVzvfeS+A//0miX78g\nv/1taURjAVxwQTkff1zIwIFBXn45kaFDW7BoUXxHmuxsm4svTmXHDnj88WLOOy82oX3z5s0sX76M\n448/keTk2J4OUFFycjI9evTEmGxct+Yvh+pi5coVzJ37OYMHn06vXr2iOnZjE9+fchERERERqZdg\nEF55JZFWrVyGDat9WLRtr1GdbbvcfntKvRvCbd5sccstySQnu0yaVExSUv3G2V+3bi5vvrmbceNK\nWL3a5pxz0njkEeKycV1ursWoUals3Wrz6KMlVXb1j4bPP/eOgRs8+PSYPUdVHKcPO3ZsZ9OmjVEd\n119tHz366qiO2xgpuIuIiIiINEGffx5gwwab884rIyWlbo/t1y/ENdeUsWqVzaRJdU/crgu/+U0K\nW7bY3HVXSZXd7OsrKQn+8IdSpk7dTevWLrfeCgMGtGDChGRWrYqP5nVr1lhceGEa+fk2Dz5YzJVX\nxqBVfwWzZ3v72wcPbrjGdL6srD4AZGdHr7N8cXExU6f+h0MOOYSzzz43auM2VgruIiIiIiJN0Esv\nVX92e01uu62Ejh1DPPZYEnl5dQvD//53IjNmJDB4cDnXXhu7wDpkSJBZs3Zz661eF/pJk5I48cR0\nRo1K5c03EyiNvDq/Xtavtxg1Ko2NG20mTCjmmmtiG9rBC+6tWrWmf/+jY/5c+4tFcH/nnTf54Ycf\nuPTSK0mKVrlGI6bgLiIiIiLSxBQWwttvJ5CZGap3Q7hWrWDChBKKiizuvLP2e6ZXrbK4665kWrd2\nefzxYuwYJ46OHV3+/Gf45ptCnn66iB/9qJzZsxO49tpUjj66BQ88kMTatQ23Cr9hA4walca6dTa3\n317CjTfGPrTn5a1l7do1/OhHpxyUzuuxOMvdL5O/8srRURuzMVNwFxERERFpYt59N4Hduy0uuqgM\nK4LMOmpUOSefXM777ycyY0bNgbC8HMaNS2X3bos//7mYzp2j26ysOsnJXvO6118v4vPPC7nhhlLK\nyy3+9rdkjj++BZdcksq77yZQHrtt5uTnWwwdCqtX2/zmNyX8+tcNs+T/2Wfe/vZTTz2tQZ5vf927\n9yAxMTFqneVzclYyZ85nDB58Gj16NO+mdL7GdwCiiIiIiIhUa2+ZfGSrvZYFDz1UwpAhAe64I4XB\ngwtJTa36+scfT2LevAAXXljGBRfEMCHXoHfvEPfdV8Idd5Tw1lsJTJmSyMyZCcycmUCnTiEuv7yM\nK68so0uX+n2xEArBhg0Wq1bZ5ObarFpls3q1zTff2GzeDGPHlnLbbQ1Xp//pp7MAOOWUgxPcExMT\n6dXrCIwxhEIh7AjLLPzV9p/97OrIJ9dEKLiLiIiISFwqKIA5c+Ckk4ho1bi52bjR4tNPAxx3XJAe\nPSJf8XacEDfcUMbEiUn87W9J/O53lQfSRYtsHn44icMOC/HQQ8URP280pKbCxReXc/HF5SxfbjNl\nSvqFa9EAACAASURBVCIvvZTIX/6SzGOPJXHmmUFGjy5l6NAg+1eYu67XGd8P5qtWWeFfbdassSku\nPvBD2aaNy+23w69+VdJgn1nXdfnss0/p2PFQHCerYZ60EllZWSxfvpT169eRmdm13uOUlJQwdep/\naN++vZrSVaDgLiIiIiJx6e9/T+Kxx+DVVwOcckr99mk3R6+8koDrWhGvtld0yy0lvPZaAk88kcTF\nF5cd8IVAURHceGMK5eUWf/97EW3aRO2po6ZPnxAPPljCnXeW8MYbCUyZksSMGQnMmJFAly4hLr64\njNRUWLIkhdxcbwW9sPDA9J2e7nLEESF69Djwv3btoEOHluTnN9zrWrHCsHnz91x44UVYB/EbLm+f\n+ysYszyi4P7uu2+xbds2brzxpgY9jz7eKbiLiIiISFyaPdv7p+q339oK7rXkul6ZfFKSy3nnRS+4\np6fDffeVcM01qdx+ewovvli0z4ryffcls3JlgOuvL+W00+L7Z9WiBVx+eTmXX17Ot9/aPP98Iq+8\n4q3CexJJTXXp1i1Ez54Vg7lLjx4hOnRw46oCZPbsWQAMHnxwyuR9juN1ll++fDlnnTWi3uPsLZO/\nKhrTajIU3EVEREQk7hQUwDffePtkjVE/5dpassQmOzvAueeW0bZtdMc+99xyhgwpZ+bMBN5+O4GR\nI7097DNnBpg8OYkjjgjy+9+XRPdJY6xfvxCPPFLChAklzJqVQLduqbRrV0CnTm7Mu+FHy+zZXmO6\ngx3c/SPhIuksn5u7ks8++5RTTjmVnj17R2tqTUIj+TiKiIiISHPy9dcBgkFvWdOYhj/eqrGK9Oz2\n6lgWPPhgMUlJLnfemUxBAWzbBjffnEJCgsukScXVNq6LZ+np/hcT0Llz4wntwWCQOXM+IzOzW0Tl\n6dHQtWs3UlJSIjrL/YUXngfUlK4yjeQjKSIiIiLNydy5Xli3bcjOtnEb7lSxRqu83Nvf3q5diKFD\nY9PRvUcPl3HjStm40ebRR5MZOxY2bbL5v/8rpX//UEyeU6r27beL2LFj+0E7Bq6iQCDAEUdksXKl\nIRis+3YJvyldu3btOOeckTGYYeOm4C4iIiIicWfOnAC27TJiBBQWWqxfH0ebiuPUrFkBtmyxueCC\ncpKSYvc8N99cSmZmiEmTEnnpJTjuuCDjxzfc0Wey16effgLAKaecepBn4nGcLIqLi1m7dnWdH/ve\ne2+zdetWLrnkCjWlq4SCu4j8P3t3HhfVefZ//HNmhlVQXNC4g9tBwQU0rtGsZnNJjdE0/SWNNolN\n2idNk25pnjZpnyd92ibd0qTNvscsxq0xbtlM3MANUNkOKgLuohgV2WbmnN8fxyOoLAPMAsP1fr14\nCcPMOTcIw1znvu7vLYQQQrQq5eWQkWFnxAidCRPM2/Ly5GVrY6w2+blzvRdKV5eICPi//6vEMBSi\nouBf/6q4bCs14R8bN1qFe+Bn3MFKloe8vLwmP1b2bm+YPAMKIYQQQohWZccOO06nwvjxbhITzdvy\n8qQybMiZM7BmjYNBg9yMGuX7lvUbb3Tz3HMVrF4NcXGyjiEQqqqq2LIllaFDh9G9e/dADwcw93IH\nyMvLadLjCgr2smHDN0yceBWDBkkoXV0aTZVXVTULeBt4V9O0o74fkhBCCCGEaM82bzaL9IkTXSQm\nmj3fkizfsBUrQqisVJg71+W3rcruustFbCx+3bNc1EhP305FRUWraZOHmhn3pibLv/feO4DMtjfE\nk2fA6UAEsE5V1VWqqs5RVTXEx+MSQgghhBDtVFqaHUUxGD/ezcCBEBZmSKt8IxYtMufj7rjDt23y\novVYv/5rACZPviag46itT5++dOgQ1aRk+erqaj788D26dOnCtGkzfTi6tq3RZ0BN0wo1TfsfTdOG\nAq8CfwOOqqr6D1VVu/p8hEIIIYQQot2oqjJb5YcN04mJAbsdBg/W2bPHhi6h5XUqLlZITXUwaZKL\nPn2kbb292LDhG2w2GxMmTAz0UC5QFIWEhAT27t2D0+nZRaQ1a1Zy4sQJ5s79HuHh4T4eYdvVaOGu\nqmq0qqrzVVX9CvgT8CIwFsgH1vp4fEIIIYQQoh3JyLBTWakwcWLNdlKqqlNRoVBUJMnydVm82D+h\ndKL1KCsrIz19O6NGJdOpU0ygh3MRVR2K0+mkoGCfR/d/5523AGmTb4wnPUcFwNXA74AETdP+T9O0\nfcBLwEEfjk0IIYQQQrQz1vr2CRNqCvehQ82pdgmou5xhmGnyEREG06f7Zu920fps2bIZl8vVatLk\na0tIGAp4ts69oGAf69evY8KESQwePMTXQ2vTGg2nAwZomna29g2qqkZomlYBfMc3wxLt2bFjx1CU\nKkD2bxRCCCHam7oKd1U139c0G7fcEpBhtVrp6TYKCmzcfruT6OhAj0b4y4YN6wGYPLn1Fe6qahbu\nubk5zJw5q8H7LlwooXSe8qRwv0lV1SeBDpgz9HbMiqqHLwcm2q/bbruZnj2vYNmy1YEeihBCCCH8\nyOmE7dvtJCS46dq1Zq22qloz7hJQdyl/7d0uWpcNG74hNDSUsWPHB3oolxk61EqWb3gv9+rqaj74\n4D1iYmKYPv02fwytTfPk2e8Z4KdALvA94A3gWV8OSrRfJ06coKBgH+np6RiGhKsIIYQQ7Ulmpo3y\ncuWi2XaAfv0MIiMlWR7A5XKxb5+5driqCpYvD6F7d50pU9yNPFIEi9LSk2Rl7eLKK8cRERER6OFc\npkePK+jUKabRvdzXrl3FiRMl3HmnhNJ5wpNnv1Oapn0FpAGdNE37HdBwz4MQzZSfb16Zq6io4Nix\nowEejRBCCCH8KTXVbAa9tHC32WDIEJ29e2242vky7ldffYnBgweze/cuvvjCwalTCrNnu3B40kcr\ngsKmTRsxDKNVtsmDlSw/lP37C6isrKz3fu+88yYAd989z08ja9s8KdzLVVUdAuQB16iqKm3ywmdq\nt9QUFhYGbiBCCCGE8Lu61rdbVFWnulqhsLB9J8uvX78OwzDYujWVjz82q/U5c6RNvj3ZuPEbgFYZ\nTGdR1aG43W727t1T5+cLC/fzzTfrGDduAqqa4OfRtU2eFO6/Af4ArACuB44By305KNF+1U6fLCws\nCOBIhBBCCOFPLhds3Wpn4ECdHj0uXy6XkGAW87m57TdZ3jAMMjPTAUhP38/nnzsYNsxNUpJscN+e\nbNjwDR06RJGcnBLoodRr6NCGk+WtULrvf3++38bU1jXaVKNp2jfAN+c/vFJV1S6appX6dliivcrP\n1y68X1RUGLiBCCGEEMKvsrJslJUpzJpV9+xxQoJZnGqajRkz/Dmy1qO4uIiTJ08CkJraB6dTkVC6\ndubIkcPs3buHG264kZCQkEAPp15Wsnxe3uWFu9Pp5P3335VQuiZqsHBXVfV64EdAAlABZAMvYq53\nb5CqqiGYQXb9MVPon8YMuHsL0IEs4Meaphmqqj4ALABcwNOapq1s5tcj2ri8vFwiIiKoqKigsHB/\noIcjhBBCCD9pqE0eapLlNS0wAXUffOBgxAhITAzI6QEuzLYDHDp0HTabwezZ7XzRfzuzYYM5nzp5\n8jWBHUgjEhKsZPnLC/e1a1dTUnKcBQseapXheq1Vvc98qqp+H3gbs0j/BfBbIAf4SFXV2R4c+/8B\nJZqmTQFuBv4F/BV44vxtCnCbqqpXAA8DE4GbgD+qqhra/C9JtFUnT57kxIkSJkyYhMPhkMJdCCGE\naEesYLqJE+su3Hv3NoiKCkyyfGkpPPJIBHfdBdXVfj/9BRkZZuHep891GMY4xow5U+eyAhG8agr3\n1ru+HaBbt25069aN3NzLk+XfeecNQELpmqqhGfefA5M1TatdPa1WVXUpsBBY0sixPwYWn3/fBjiB\nFE3T1lvHAm4E3MAmTdOcgFNV1b3ACGB7k74S0eZZifLDhiVRXFworfJCCCFEO+F2Q1qanf79dXr1\nqrsQVRRz1n3nThvV1RDqx2mejAyzG+DoUfj0Uwe33x6YWe7MzHQURWHgwN9x8CAkJWUAowMyFuF/\nhmGwceN6unbtyrBhAWz98FBCwjA2bdrAuXPniI2NBsylsF9//RVjx44nIWFogEfYtjR0ydK4pGgH\nQNO0PXi2Nv6cpmllqqpGYxbxv7nkfGeBTkBH4HQdt4t2xloDM2SIysCBAzlxooSysrMBHpUQQggh\nfC0nx8bp00q9s+2WhAQ3LpdCQYF/Z93T02sC8V59NTCNoW63m507Mxk8OAFNGwOcJTR0dUDGIgJj\n//59HDp0kEmTpmCzBWbJSFOoagKGYbBnT02GlRVKd8898wI0qraroQK8oXhKj/bhUFW1L7AU+Jem\naR+oqvpMrU93BL4FzgDRtW6PBk41dmzrqk1LeOMY3jpOMB2jucc5cMBMkZ8wYQx5ebsBOHv2BPHx\nvfw6Dl8cw1vHCaZjeOs4wXQMbx0nmI7hreME0zG8dZxgOoa3jhNMx/DWcfx1jN3mn31uvDGE2NjL\nA7esY4wZAwsXwuHDHZg82TdjqUt2tvnv+PFmZ0BRUTRjxjTrUM0eR05ODufOlREffzdr10YAb1JY\nuKvF/0dt6efEH8fw1nF8cYylS7cCcMstN3p8/EB+T668MoXXX4fDhwuBq4mJCefDD98jJiaG++77\nfrPWt7eW/xtvHsdTDRXuXc6vc69dpBvnP+7S2IFVVe0BfAb8SNO0dedvzlBV9erzSfW3AF8CW4E/\nnN8fPhwYihlc16CSkpbNxMbGRrf4GN46TjAdoyXHyczcBUDXrr0ZMGAAAOnpWfTsGe/XcXj7GK1p\nLK3lGK1pLK3lGK1pLK3lGK1pLK3lGK1pLK3lGK1pLK3lGK1pLJ4e47PPwoEQkpLKKCm5uFW+9jF6\n97YDkWzdWsV11zVtsXlzvx7DgLS0DvTrB7/7nY2bb4Znn3XywguVTT5WS8bx5ZfmatPDh82oqW7d\nVpORkdmi/6O29nPi62O0prHUdYxVq9YCkJw8zqPjB/p70quX+Rp+69Z07r33XhYu/JijR49y//0/\npKzM1eTO2tbyf+PNsTRFQ4X7OuDaej73lQfHfgKz5f1JVVWfPH/bI8A/z4fP5QCLz6fK/xPYgNlK\n/4SmaQGM/RCBoml59OvXn6ioKAYOHAggAXVCCCFEkNN1cxa7d2+dfv0aDlqrvSWcvxQVKZSW2pgy\nxcnUqTYGDXKzfLmDp55SiI31XzBcRsYOYDBZWUNITobY2DI+++woJSUlxMbG+m0cIjB0XWfTpvX0\n6tWb+PiBgR6ORxISEoCaZPl3330TgHvukb3bm6Pewl3TtHktObCmaY9gFuqXuqaO+74GvNaS84m2\nrbT0JCUlx7nhhhsBLsy4FxVJ4S6EEEIEs/x8G6WlNu64w4nSyGLMHj0MYmIM8vLsDd/Ri6z17cnJ\nbmy2EO67z8mvfx3Oe++F8Oij/ptrMoPpHscwFJ54AlJTk/jss9VkZ+/mmmuu89s4RGDk5GRz8uRJ\n7rzzeyiN/aK0EjExnbniip7k5eVSWFjIunVfcuWV4xg6dFigh9Ymtf5UA9Eu5OeboRWqaqZLWoW7\nzLgLIYQQwc3av72xYDqwkuXd7N+vUNm8TvUmsxLlU1LM2f4773QSFWXw5pshOJ3+GUN1dTVZWaeA\nexg4UGfWLEhMHA5AdnajK0xFEGgr28BdKiFhKIcOHeTvf/87hmFIKF0LSOEuWgUrUV5VzZaaqKgo\nYmO7S+EuhBBCBLnUVKtw92yLNVXV0XWFvXv98zJ2xw47drvB8OHmhYWoKPjud50cPWpj1apGN1ry\nipycLJzOhzGMEH7ykyrs9prCPStrl1/GIAJr48a2Wbhbk3L//ve/6dixEzNnzgrwiNquRp/xVFV9\n0B8DEe2btYe7VbgD9O8fx8GDB3C5ArNXqhBCCCF8yzDMGfcePXTi4z1bLz50qDnznZfn+8Ld6YTd\nu20MG6YTGVlz+333mS3yr712eQK+L2zcmAMsICamjNmzzddFcXHxdOgQRU6OzLgHO6fTyebNmxg0\naDA9ezZ/t6VAsNriXS4Xc+bcSWTtXyTRJJ484z3s81GIdk/TzMJ98GD1wm1xcfG4XC4OHToYqGEJ\nIYQQwof27VMoKbExcaK70fXtFlX1X0BdTo6NqiqF5OSL2/gHDjS49loXW7Y42L3b9+NYsuQKoAP3\n3HOC0PPbyNtsNoYOHcaePflU+mvdgAiIzMx0zp0r46qrpgR6KE1We1JOQulaxpNnmgOqqn6lquof\nVVV96vzbk40/TAjPaVoeffv2Iyoq6sJtcXHmFhJFRYUBGpUQQgghfGnzZrPVfMKExte3W/xZuFvB\ndKNHXz6+Bx4wZ91ff923s+5nz0Ju7nXACX7605iLPpeUNByXy3Whc1EEp5r17dcEdiDNoKoJRERE\nMGnSJIYNSwz0cNo0T57x0oD1gHUpT+Hivd2FaJFTp0o5fvzYRVfkwGyVBwmoE0IIIYKVFUzXlMI9\nNtagWzed3FzfJ8vXJMrrl33uuuvcxMfrLF0awsmTvntp/OqrBrreib59lxAdffHXLAF17cPGjetR\nFIVJk64K9FCaLCoqmlWrvmTJkiWBHkqb12jhrmna74C/AMuB/wX+omna7308LtGOWG3yQ4ZcXLjH\nxUmyvBBCCBGsDMMMpuvWTWfIkMsL44aoqk5xsUJ5uY8Gd15Gho2oKIPBgy8fn80GP/hBNZWVCgsX\n+mbWvbISXn45FDjDDTfsu+zziYlJAGRn7/bJ+UXgVVRUsG3bFpKSRtClS9dAD6dZEhOT6NGjR6CH\n0eZ5Ek53PZAJ/AfoCRSqqnqTrwcm2g+rcE9IGHrR7XFxcYC0ygshhBDBqLBQ4cgRG+PHe76+3aKq\nOoahsGeP79rlz5yBPXtsjBrlxl7P5P5ddzmJjDS3hvNFlu6HH4Zw6lQ48G8mTLh87+uhQxNRFEVm\n3IPYtm1bqKqqanNp8sL7PHm2+yMwGTiladoh4GrgWZ+OSrQrmmZuBTdkiHrR7d279yAyMlJm3IUQ\nQogglJbm+f7tl0pIMGfAc3N9V7hnZtoxjMuD6Wrr2BHmznVy6JCNNWu8uzWcywUvvBCKzVYF/J1R\no1Iuu0+HDh0YMGAgWVm7MQzPUvlF21Kzvr3tBdMJ7/Lk2c6madoR6wNN07IBeWYQXqNpGnB5q7yi\nKPTvH0dh4X75YySEEEIEmeYE01mswl3TfLfO3VrfnpLScBv/ffc5Ae+H1C1f7qC42EZk5CK6dHFd\nyP65VGLicE6f/jYgu/B88cVadu+WNn1f2rDhaxwOB+PGTQz0UESAeZoqPwNAVdUYVVX/Gyj27bBE\ne6JpuZclylv694/j7NkznDpVGoCRCSGEEMJXUlPtdO5sXNiXvSlU1Sz2fZksn55uHjslpeELC6qq\nM2WKi02bHOTkeGc8ug7//GcodrtBWdlvGTkyGaWe9QQ169z92y5/8uRJ7r77ThYsWODX87YnZ86c\nJjMzg5SUMXW+ThbtiyfPLg8C/w/oCxQAyYD8hgqvsBLlL22Tt/Tvb24JJ+3yQgghRPA4eFChuNjG\nuHEubM2odTt3hh49dPLyfFO4G4Y5496zp07Pno13/d1/v3e3hvvsMzt5eXYmTiwGikhOvrxN3pKU\nZCbLZ2Xt8sq5PbVlSyq6rpOenk51dbVfz91ebN68CV3XZX27ADxLlT8G3APcBFwLzK3dOi9ES1ht\n8qo6tM7PS0CdEEIIEXysbeCas77doqo6Bw/aKCvz1qhqHD6scPy4rcH17bVNneqmXz+dxYtDOHWq\nZec2DHjuuTAAhgxZDkBy8ph67x+oLeFSUzcBUF1dTU6OhOP5wsaN1vp2KdyFZ6nyU4Ei4BXgLWCf\nqqpjfTwu0U7k55uJ8pfu4W6Ji5MZdyGEECLYpKY2ff/2S1kt9r5ol/d0fbvFbof586upqFB4//2W\nzbpv2mRnxw47t9zi5ODBtQB1BtNZevbsRefOnf2+JdyWLZsvvJ+Rke7Xc7cXGzZ8Q0REBKNHXxno\noYhWwJNnun8At2qaNlrTtGRgDvBv3w5LtBdWorwU7kIIIUT7sXmzg+hog6Skpq9vt6iq+di8PO8H\n1NUU7p5fWPje95xERBi8+WYo7uZfj+Af/wgF4Cc/qSI9fQe9evVucA9sRVFIShrB/v0FlJWdbf6J\nm6Cs7Cy7du2kW7dYADIzpXD3tmPHjpGbm8O4cRMICwsL9HBEK+BJ4V6paVqm9YGmaduBJu62KUTd\n8vLMGff61rj36dMPRVGkVV4IIYQIEkePKuzfb2PcuPr3R/eEFVDni3XuGRk2FMVg1CjPK/DOneGO\nO5wUF9v4/PPmfWEZGTbWr3cwebKLK644QEnJ8QZn2y3DhpkBdTk5Oc06b1Nt3boFXde5887vERkZ\nKYW7D6xbtw6Aq66SNnlh8uSZbrOqqi+qqjpSVdUkVVX/CBSoqjpWWuZFS+Xn59GnT1+ioqLr/HxY\nWBi9e/eRGXchhBAiSFjr21vSJg+1t4TzbuHudpt7uKuqTlODvK2t4V59NbRZ537uOfNxP/1p9YX2\n84aC6Sw1yfL+aZe32uSvumoyKSkpaFoe586d88u524svv/wSgClTpHAXJk+e6YYDCZgt888D44Fu\nwJ/PvwnRLN9+e4pjx47W2yZviYuL58iRw1RWVvppZEIIIUTbZBiwcqWDb78N9EjqVxNM52rRcaKj\noXdv7yfLa5qN8nKlSW3ylmHDdCZNcrFhg6PJFxQ0zcaqVSGkpLi56ir3hVlsT2bc/R1Ql5q6GZvN\nxpVXjmPs2LHous7u3Tv9cu724quvvqJTpxiGDx8Z6KGIVsLR2B00TbvGD+MQ7ZCVKD9kSMOFe//+\ncWzcuJ4DB4oZPHiIP4YmhBBCtElffmln/vwIXn0VFi2C0OZN/PpUWpqdyEiDESOav77doqo6X33l\n4PRp6NTJC4OjZn17cnLzxnfffU42bXLw+ushPPNMlcePe/558z/rkUeqUZSawLdRo5IbfayqJhAS\nEkJ2tu+3hKusrCQ9fTuJicPp2LETV15pBqdlZKQzfvxEn5+/PSguLqKgoIBbbpmOvSXrSURQ8c3m\nl0J4wAqmS0ioeys4S01AXYHPxySEEEK0ZcuXm4nmmzfDb37T+gKtSkoU8vPtjB3rJsQLW55b7fLe\nDKjLyDBfHjdnxh3g5ptd9O6ts2hRCGfOePaY4mKFJUscqKqbm25yoes6O3dmMHDgIDp1imn08aGh\noQwerJKbm4O7Jcl4HsjMNPdtnzDBLNJrCvftPj1ve7Jx43oAJk+eEuCRiNZECncRMNZWcPUF01n6\n948DZC93IYQQoiHV1bBmjYNevXRGjIC33gpl4UIvVMdelJbW8v3ba0tI8H5A3Y4ddiIijAvbzTWV\nwwHz5zspL1f44APPvv///ncobrfCT35Sjc0GBQX7OHPmtEdt8pbExCTKy8t9PtFh7d8+fvwkAAYM\nGEDnzp1lSzgv+vLLzwGYPPmawA5EtCpNfpZTVbWjLwYi2h8rUd6TNe4gW8IJIYQQDVm/3s6ZMwoz\nZrhYtgxiYgx+9aswduxoPfM01vr28eO9U7hbW8J5K6Du3DnzIsCIEW4cjS4ord/dd1cTHm7w+uuh\n6I3U/8ePm3u/9+unM2uWue4/I2MH4FkwnSUpaQQAWVm+DaizCvdx4yYA5nZ0I0cmU1RUSGnpSZ+e\nuz346KP3WbFiOUOHDm10cku0L40+y6mqOkNV1WdUVY1WVTUX2K+q6n/5YWwiyOXn59G7d596E+Ut\nVuEuM+5CCCFE/VasMGd3Z850MmAAvPxyBS4X/OAHERw71jp28t282U54uEFysncK9yFDrFZ57xTu\nu3bZ0XWl2evbLV26wO23OykstPHllw238b/ySgiVlQo//nH1hYsFNcF0oz0+Z02yvO8C6lwuF9u2\nbWXw4CHExsZeuN26wJCZmeGzc7cHaWmbeeyxh+nUKYZly5ahKK3j91a0Dp48yz0FvAHcCWwF+gPz\nfTkoEfxOn/6Wo0ePNDrbDhAT05lOnWJkxl0IIYSoh9MJq1c76NlTZ/Ros+i89lo3TzxRzZEjNu6/\nP5zq6sCOsbQUcnPtjBnjJsxLy+87dIB+/byXLJ+ebh5n9OiWX1iwtoZ77bX6EwJPn4Y33gglNlbn\nrrucF27PyEjHbrczfPgIj89Xkyzvuxn3rKxdnDtXdqFN3mJdYJD93Jtv//4C5s37HoZh8Prr76Cq\nMtsuLubRs5ymaXnANGCFpmllQOtaMCXaHCtRXlUbDqazxMXFU1RUiN5Yv5kQQgjRDm3YYOfbb802\neVutV3cPP1zNjBlOtmxx8NRTgQ2rS0szp5Nbun/7pRISdE6csHHiRMtnJ2sS5Vs+xuHDdcaNc7Fu\nnYO9e+se25tvhlJWpvDgg07Cw83bnE4nWVm7GDo0kYiICI/P17VrV3r27OXTVvnUVHP/9vHjJ1x0\ne0qKFO4tcfr0t9x991xKS0v585//xpQp1wR6SKIV8qRwP6aq6gvAlcAaVVX/ChT7dlgi2FmJ8p7M\nuIMZUFdZWcnx48d8OSwhhBCiTVqxwiyKp0+/eG90RYHnnqskIcHN66+H8uGHLVi43UKpqd4NprNY\nAXXeWOeekWGnWzedvn2NFh8L4P77zVn0N964fNa9vBxefjmETp0M5s2raYfIy8uhsrKySevbLYmJ\nSRw5cthna83T0szCfcKEi2fce/S4gp49e5GevgPD8M73zt/OnDnNL3/5KOvXr/freZ1OJ/fddy97\n9uTz4IP/xT33zPPr+UXb4ckz3F2YLfLXnJ9t33P+NiGaramFuwTUCSGEEHVzOmHVqhB69NAZO/by\nojgqCt56q4JOnQx+8YtwMjMDE1a3ebOd0FCj2dus1ccKqGtpu/yxYwoHD9pISdHx1tLiW2910bOn\nzocfhnD27MWfW7gwhJMnbdx3XzXRteJ+avZvb07hbrXLe3+du67rbNmymb59+9GnT9/LPj9qMLK4\nXgAAIABJREFUVArHjx/jyJHDXj+3P7z77tu89dbrTJ06leXLl/jlnIZh8Otf/4L169dx00238NRT\n/+uX84q2qdFnOE3TzgBuYL6qqlFAhaZpZxt5mBANMldfNL4VnEUKdyGEEKJumzbZOXVKYfr0i9vk\naxswwOCllyqorob58yMoKfFv6NWZM5CVZSMlxU0Tur89Yu3l3tIZd2v/dm8F5wGEhMC8eU7KyhQ+\n+qhmpWl1tbkFXESEcWFW3lITTNe8GXfwTbJ8fr5GaWnphTT5S1kdAm11W7glSxbhcDgIDw9nwYL5\nvPTSCz4/56uvvsg777xBYuJwXnzxdez2hoMMRfvmSar8n4FbgNsx17bPU1X1b74emAhummYmykdH\ne7a7oLWXuxTuQgghxMWsNvkZM1wN3u/66938+tfVHDpk44EHwnE6G7y7V23ZYscwFK+3yQMMGqRj\nsxktnnHPyDCLJm93BNx9t5PQ0Iu3hluyxMGhQzbuucdJt24Xt5ZnZKQTHh5OQoJnOUC1WVvC+SKg\nrr42eYt1oaEtrnPXtDyysnZx/fVTWb9+PT16XMGTTz7Bk08+4bN8pc8/X8OTTz5B9+49eO+9j4iK\nivLJeUTw8OQZ7ibg+0ClpmmngKmYhbwQzWIlyjdlb0qZcRdCCCEu53KZafKxsTrjxjVecD7ySDXT\npjnZvNnB73/vv7C6zZt9E0wHEBEBcXEGmmanJcurd+zwXjBdbbGxBt/5jot9+2x8/bUdtxuefz6U\nkBCDhx66OOq/vLycvLwchg8fSUhI07Og4+MHEBER4ZNW+bQ0c//2+gv3ZKBtzrgvWbIIgNmz5zJy\n5EhWrfqCIUNUXnrpBR566D6qqqq8er7s7CwWLPgBYWFhvPvuh/Tu3cerxxfByZPC/dJnr7A6bhPC\nY01NlAfo1as3ISEhspe7EEIIUUtqqp0TJ2xMm+bCky5bRYHnn69kyBA3r7wSyqJF/gmrS02143AY\njBnjm5eQqurm1CmF48ebtwRA1yEz087AgToxMV4eHHD//WaB/vrroSxbBnv32pkzx0nv3hdfacjK\n2o3b7W5WMB2A3W5n6NBh5OfnUe3F/f8MwyA1dTPdusUycOCgOu8TE9OZ+PgB7NyZ0aYC6gzDYOnS\nj+nQIYobbzTnJvv27ceKFWsZO3Y8y5Yt4a67ZnPmzGmvnO/YsWPcc8+dnDtXxgsvvExy8mivHFcE\nP08K94+BD4Euqqo+CmwAPvDpqERQy88317d7GkwH5h+ivn37UVQkM+5CCCGExWqTnzmz4Tb52qKi\n4O23K4iONvj5z8PZtcu3YXVlZbBzp42RI3U6dPDNOYYObVlA3b59Ns6cUbw+224ZNUpnzBg3X3xh\n5/HHQVEM/uu/Li+sMzK2n79/8wp3gMTEETidTvLztWYf41LFxUUcOXKY8eMnojSQ3JecPJrTp79l\n//59Xju3r23duoXi4iKmTZtBZGTkhds7d+7Cxx//h1tvncHGjeuZOfMWjh490qJzVVRUMG/eXRw8\neIAnnniSGTO+09Lhi3bEk3C6PwFvYBbwfYEnNU37g68HJoJXUxPlLXFx8Zw4cYKyMslGFEIIIdxu\nWLnSQbduOuPHN63gHDjQ4MUXK6isVJg3L4KTJ30XVrd1qx23W2HiRM8vLjSVlSzf3IC69HTzcaNH\n+66p9P77qzEMhX37zDyCQYMun5W22sybO+MONQF13lznnppqtclPbPB+1rjT03d47dy+tmTJR4DZ\nJn+piIgIXn/9HebPv5+cnCxuvfWGZl8Q0XWdRx55iB07tjN37l088sjPWjRu0f54Ek73vKZpazRN\n+7mmaY9pmvapqqpv+2NwIjhZifJNLdxrAuoKvTwiIYQQou3ZssVOSYmNW25x4WhGx/uNN7r55S+r\nOHjQxoIF4bh8VFf7av/22lpeuPtmfXtt06e76N7dHOcjj9Tdxp6ZmU7Hjp2Ijx/Y7PP4Yks4K5hu\n/PiGC/dRo8y277YSUFddXc1//rOU2NjuTJ58dZ33sdvt/OlPf+W///spDh48wPTpU0lLS23yuZ59\n9o8sX76UceMm8Ne//rPBzgUh6lLv07yqqq8BA4ExqqomXfIYH6z+Ee2FpuXRq1dvjxPlLXFxAwAz\noC4pabgvhiaEEEK0GZ980vQ2+Us99lg1u3bZWLMmhP/93zB+/3vvhnCBGUxnsxl17jHvLYMG6Tgc\nBrm5zdtOKyPD3GM+MdE3CeIAoaHwyiuVnDoVyfDhl5/n9OlvKSjYx+TJ12Crb18/DyQmJgLenXFP\nS9tMdHRHhg1LavB+w4ePwG63t5mAunXrvuTUqVP88Ic/wtHA1S9FUXjkkZ/Ro8cVPPbYw8ydexsv\nvvg606bN8Og8ixd/xF//+mf694/jrbfeJyzMf8GQIng09KzwB+D3wH7gd+ff/z3wa6DuS1JCNOL0\n6W85cuRwk2fboSZZXgLqhBBCtHe6Dp9+6qBLF51Jk5pfENts8K9/VTJokJsXXwxl6VLvhtWVl0Nm\npo0RI3Sio7166IuEhsKAATqaZmtysnxlJWRn20hK0vF1PTVxopt58+r+XGZmBgApKS0LK4uKiiYu\nLp7s7N1eCYk7duwoBQX7GDdufKP7jEdGRqKqQ8nK2oXLVy0cXtRQm3xdvvvd/8d7732EzWbnBz+4\nmzfeeLXRx2zduoWf/vTHdOzYiYULP6Zr164tGrNov+ot3DVN269p2tfADMziveD8WzEgGw2KZrHW\nBQ0Z0vTCXfZyF0IIIUxbt9o5ftzGrbc2r02+tuhoePvtSqKiDB59NJysLO+F1aWlgdOp+GQbuEup\nqs7ZswpHjjStBTkry4bTqXh9//amstrLWxJMZ0lMHE5paWmLw9TA8zZ5S3JyChUVFeTl5bb43L5U\nVnaWtWtXM3DgIEaOTPb4cdddN5X//GcVXbt24/HHf8Yf/vD7ei+QFBUVMm/eXbjdbl577e0mbYUs\nxKU8eWb+Gvjm/NtmzCJ+iQ/HJIKYtb49IcHzreAsNYV7gTeHJIQQQrQ5Vpr89OnemdUcPFjnX/+q\npKLCDKsrLfXKYfnmG/NfXwbTWRISmpcs74/17Z6NY8f5cXijcDdb2rOydrX4WDWFe937t1/KuvDQ\n2te5r1y5goqKCmbPntvk9eYjRyazatUXxMcP4Lnn/srDDz+I0+m86D5nzpzm7rvncuLECf74x79w\nzTXXeXP4oh3yJFU+vtZbH2AC0LovoYlWyyrcm3PFsUOHDsTGdpdWeSGEEO2a1SYfE2MwebL3is1b\nbnHxs59VUVxsY8GCCK+E1X3zjbn12bhxvi+KW1q4+zJR3hOZmel0796Dnj17tfhYSUkjAO8E1KWm\nbiY8PJxRozyblbZa/Vv7OvclSxYBcPvtc5r1+Li4eFau/IKUlNEsWvQBd98998LORy6XiwcemIem\n5fHDH/6IefPu89q4RfvV5F4oTdO2Ai1bfCPareZuBWeJi4vn4MEDbWLdlBBCCOEL27fbOHLETJMP\nCfHusX/xi2puvNHF+vUOrrkGfvvbMN58M4T16+0cPqygNyG7rbLSbJUfNkwnxg+xxjXJ8k0LqEtP\ntxMTYxAf3/L14M117NhRjhw5THJyilfSxmu2hGtZ4f7tt6fIzc1m9OgrCQ0N9egxCQnDCA8PJyOj\n9W4Jd+zYMdav/5rRo8cwYEDzE/y7devGkiWfMnXqTaxb9yWzZk3n+PHjPProo6xb9yVTp97E734n\nu2gL72h0VZSqqk/V+lABhgFHfTYiEdTy8zV69epNx46dmvX4uLh4tm3bwsGDBy6E1QkhhBDtyYoV\nZrU+c6azkXs2nc0G//53BXfeGcmmTXY2bbq4WIuMNIiP1xk40HwbMEBn0CDz/UuL84wMO1VVvt0G\nrrb4eJ3QUKNJM+6lpVBYaOPaa10Ecneumv3bvTM31qdPXzp1imlxsvzWrWkYhuHx+naAkJAQEhOH\nk5mZTkVFBRERES0agy8sX74YXdc9DqVrSIcOHXj77Q/4xS9+ysKF7zBlylhKS0sZOjSRl19+o9FA\nPyE85UmciQIYtf79GvjQh2MSQerMmdMcPnyoRWt8rHXuRUWFUrgLIYRod6w2+Y4dvdsmX1vHjrB6\ndTl2ezRbt55j3z4bBQU29u2zXXg/O/vyYqRrV50BA4wLRX1urllA+yOYDiAkBAYONJPldd28CNGY\njIzWsb49M9OcnfZGMB2Y25clJiaRmrqJc+fO0aFDh2YdJzXVXN8+YYJn69styckp7NixjaysXVx5\n5bhmnduXlixZhN1u57bbZnvleA6Hg7/97Xl69uzFX/7yJ3r06MF7731EVJQPt1IQ7U6jhbumab/z\nwzhEO2Alyqtq04PpLFaxXli4n6uvvtYr4xJCCCHaiowMG4cO2Zg714mHncvN1qULjB6tM3r0xf3x\nhgFHjigXCvnahX16uo1t22qKekWB8eP9VxQnJOjk5to5eFChX7/GW99by/p2a8bd03XknkhMTGLz\n5o3k5eUwevSVzTpGWtomHA5Hkx9fO6CutRXu+/btITMzg+uvn0psbKzXjqsoCr/85RNcddUURo4c\nSocOsu2b8C5PWuXnAX8ButS62dCauoBItHtWMF1z17cDxMUNAGQv9+Y4dQpKSsCLf6OEEEL42Sef\n+K5N3lOKAr16GfTq5b5s1t/phOLimqI+ISGcbt38t3a8dkBdv36NF+PWjPuoUU1YvO9lhmGQmZlO\n//5xdOnivWIvMXE4YK5zb07hfu7cOXbuzGTkyFFNnrG3Wv5bY0Dd4sVmKJ032uTrMnHiVcTGRlNS\nctYnxxftlyet8k8B1wDZmqYFLrVDtHneKNxlL/fm++//DmfFCti+XaFHD/lVFkKItsYwzDb56GiD\nq68O7Axxfcx2dYOBA92Am9jYcEpK/Hd+K6AuL8/OjTc2/D0yDEhPt9Gvn05sbOD+LhYW7ufUqVNe\n7yRMSjIL9+ZuCbdjxzZcLpfH28DVNnDgIKKjO7a6LeEMw2DJkkVERkZy883TAj0cIZrEk/SOg5qm\nZUnRLlrKSpRvzlZwlu7duxMZGSmFezNkZdmoqoKNG6VZRggh2qLMTBsHDti46SYXYWGBHk3rlJBg\nFuua1vhL3KIihdJSGykpgV7fbrXJe3fTpiFDErDb7c1Olk9N3QTQpGA6i81mY9SoZPbu3cOZM6eb\ndX5fSE/fTmHhfm6+eRpRUVGBHo4QTeJJ4b5DVdXFqqouUFX13vNv3/f5yETQ0bQ8evbsRadOzd8T\nRlEU+vePo6ioEMOQa0me0nUzNRdg/XpPGm2EEN702Wd2Bg6EffsCGFst2rwVK8zn7xkzZEvU+vTv\nbxAe7lmyvLW+PdDBdFY7ubX/ubeEh4czePAQcnKy0Zuyj995W7akoigK48aNb9b5a9a5ZzTr8b5g\n7d1+xx2+aZMXwpc8KdxjgDJgAmbL/LXn34QXfPCBg/feC/QofO/s2TMcPnyoRW3ylv794zl79gyl\npaVeGFn7cPiwQmWlWTBs2GBHrnkI4T9OJ/z2t+EUFMBbb/k4TUwELcMw17d36GBw7bVSuNfHbofB\ng3X27LHhbqQet9a3p6QEbn07mDPuNpuN4cNHev3YiYnDOXeurMmditXV1WzfvpWhQxOJiencrHPX\nDqhrDZxOJ8uXL6Fr165cfXXzdzgSIlA8SZWf54dxtEu6Dr/+dTiGAdnZEMwdO95Y326xkuWLivbT\ntaskdnqioKDmGt3Bgzb271cYMECqdyH84aOPQti/3/wdXLrUwVNPVeGQxhfRRLt32ygutnH77U7C\nwwM9mtZNVXV277ZTVNTw37odO+zY7QbDhwduxt3lcrFrVyaqmtDsLdsakpg4nCVLFpGdncWAAQM9\nflxmZgaVlZWMHz+h2edOTjYL99YSULd+/TpOnDjBD37wACEhIYEejhBNVu+Mu6qqK8//u7+OtwL/\nDTF4HTmiUF6uUFEBa9YE96s4b2wFZ5GAuqazCveJ55epSbu8EP5RVQV//Wso4eEGs2ZBSYmN9esl\nZyIQDAOOHlVIS7Pz4YcO/vSnUB58MJybb45k2LAOjBoFf/lLKHl5tlbZlSRt8p6rSZav/3fN6TQv\nhgwbphMZ6a+RXS4/X6O8vNxr+7dfKjExCYDs7N1NelxaWvP2b6+td+8+dOsW22pm3H2dJi+ErzX0\n6v3+8/9KW7yP7NlTc91k2bIQ7rgjeP8Y5+VZwXQtn3GPj6/Zy114xircH3oINm822+XnzQvcVkJC\ntBfvvRfCoUM2HnqomnvuCWXZMli0KITrrmudieBtndMJBw4oFBbaKCy0sX+/jaIi8+OiIhsVFZdn\nDISEGPTpY5CbCzt3hvHMM2EMGuRm+nQX06e7GD5cRwlwNIHVJh8ZaXDddcH7WsFbagfU3Xpr3ffJ\nybFRVaUEfH17TTCdrwp3M1k+J6dpAXVpac0PprMoikJycgqff76W48eP071792Yfq6XOnTvH6tUr\n6d8/jjFjxgZsHEK0REOF+2BVVQc38PlCL4+l3dm3zyymFAXWrbNTWgpdugR4UD6Sn2+1yjc/Ud5i\nzbjLXu6eswr3m2+GPn10Nm50oOtg8yTlQgjRLOXl8Pe/hxIZafDww9UkJIQSH6+zerWDsrLgXh7l\nL1VV8H//F8aePZCf34FDhxTc7sur7Ohog0GDdOLirDfjwvu9ehnY7RAWFs3771fw6acOvvrKwT/+\nEcY//hFGv34606a5mD7dyejRekCeN7OzzYsQt93mJCLC/+dva6wt4RpKlreC6UaPbh3BdFZbubd1\n796d7t17kJXl+Yy72+1my5Y04uMH0KPHFS06f3LyaD7/fC2ZmTu48cZbWnSsllizZiXl5eeYPfvH\nKIG+EidEMzVUuH8NHAdy6/m8zMS30N695h+U734XPvhAYcWKEO69NzhnQTUtjyuu6NmiRHlL3779\nsdlsMuPeBAUFCp06GXTtqjB5spsPPgghK8vGiBGBDeQRIpi9+WYIx4/bePTRKrp1M1AUuOMOJ88+\nG8annzr47ndl5rSlVq1y8OKLZuBf9+5mERYfb9Qq0M0ivUsXo9FZ844dYfZsF7Nnuzh3Dr76ysHK\nlQ4++8w8x4svhnLFFVYR72LcOLffsgqsNvmZM+VnxhN9+xpERhrk5jZeuCcnBz6YLjQ0lGHDknx2\njsTEJNat+5Jvvz3lUdBcTk42Z8+eYcaM21p87trr3ANZuNekyd8ZsDEI0VINXTe+HVgHRJ7/90FN\n06613vwyuiBntco/+aT58dKlwbnu+OzZMxw6dNArwXQAoaGh9O7dRwp3D7lcUFRkY8AAs91zyhTz\nhZ+ssxXCd8rK4PnnQ+nY0eChh6ov3H7HHebF2Y8/lmAkb7DyYbZvh6ysc3z6aQXPP1/Jz35WzezZ\nLkaP1unatfGi/VIdOphryV96qZLc3DIWLiznrrucVFUpvP56KLNmRTJiRAceeyyMr76yU13d+DGb\ny2qTj4iQNnlP2WzmrPu+fTZc9XzLMjJsREUZDB4cuMK9srKSnJwskpKGExrqux0natrlsz26vzfa\n5C3W3vQZGTtafKzmOnHiBOvWfcnIkckMGtRQM7EQrVu9hbumacs1TbsLc2Y9F3haVdVUVVUfV1U1\n3m8jDGL79tno2VMnIQEmTHCRlmbn0KHga9+pCabzTuEOZrv8kSOHqays9Noxg9XBgwpOp8KAAeaL\nk6uuMtsCN2wIzgtFQrQGr7wSSmmpjR/9qJqYWo1G8fEGV17pZuNGO4cPB9/zvT9VV8MXXzjo21cn\nxTddxgCEhcHUqW6ee66SrKwyPv64nHvvrUZR4L33QvnudyNJTIzixz8O56uvvH/+3Fwb+/bZuOEG\nFz4IHQ9aqqpTXa1c2NGhtjNnzMmTUaPc2AN4DTs7ezdOp9Nn69stSUlm4Z6Vtcuj+6emmsF03ijc\nu3btSr9+/cnMTMcIUOrjf/6zFLfbzezZcwJyfiG8pdGVWpqmlWua9rGmaXOAHwAzgb0+H1mQO3cO\nDh2yMWiQWUzNmuXCMBSWLw++YqpmK7iWJ8pbrC3hiouLvHbMYGWtb7cK9x49DBIS3KSl2amqCuTI\nAkfXYeVKB7feGomqwrFjUkAJ7/n2W/j3v0Pp0kVnwYLLp2LnzHFiGApLlsise0ts3mzn7FmFm292\n+S08LiQErr7azbPPVrFr1zk++aScBQuqiYoy+PjjEK6/Hv75z1CvptJLmnzzWAF1eXmXv9TNzLRj\nGAopKcEdTGexZtyzsxsPqDMMg7S0zfTs2etCplBLjRqVQmlpacBesy1e/BE2m41Zs+4IyPmF8JZG\nC3dVVeNUVf25qqqpwLvAJ8AQn48syFnFlFW4z5jhwuEwWLYs+F7I+aJwrwmok3b5xlizDVbhDjBl\nipuKCoUdO9pXu3xVlZnyPWlSB+bPj2D7djv5+fCjH4XjlpBv4SUvvhjKmTMKDz9cXWcA3W23OQkN\nNVi82NEqtx1rK1avNgvaW24JTEFrt8P48W6efrqK9HSziO/bF55+Ooxf/SrMa88pK1Y4CA83uOEG\nKdybomZLuMtf6raW9e01wXSjfXqegQMHERYW5lHhvm/fXk6cKGHChIleC3GzLkwEYlu4/fsL2LFj\nG1dddXWLg/aECLSG9nF/XFXVbcASzBC7uzVNG6Np2p80TdvntxEGKSuYzircu3Y1uOYaN7t22dm7\nN7hm/zTNzDf0RqK8xZpxl3Xujbt0xh1g8uT2tc79zBlzFmz06A489lg4xcUKd93lZMOGc8ycaS4b\n+Oc/fbe+ULQfJ04ovPxyKN2768yfX3fYaOfOcMMNLnJz7WRny9YOzWEYsHatg5gYg/HjA3/VTVHM\nIj4tDRIT3bz1Vijz54dTXt6y42qajfx8O9dd55JdCJqooWT59HTztkAnymdmphMVFe3zddcOh4Oh\nQ4eRl5eD09lwCHJqqrm+fdy4lrfJW2oH1Pnb0qUfA3DHHbJ3u2j7GnrF8H/AFcAZ4CbgNVVV151/\n88Eqrvbl0sId4PbbzSfTpUuDa9Y9P1/zWqK8RQp3z9VVuE+c6MZuN1i/PviWZtR29KjC738fxqhR\nUTz9dBjl5Qo//nE127ef47nnKlFVnTfegF69dP7851DS0trHhQzhO88/H0p5ucKjj1YTGVn//ebM\nMS+eSUhd8+zaZePwYXPdt7+S3T3Rqxd88kk5U6a4WLMmhNmzIzlxovkX4z/5RNrkm6tXL4PoaOOy\nGXfDMGfce/bUueKKwLW8lJWdZc+efEaOHIXdDwvtExOHU11dzd69exq8X1qaub59woRJXjv3yJGj\nUBTF7zPuhmGwZMkiwsPDmTZthl/PLYQvNFS4XwfcA/wO+H0db6IFrD3caxfuN9/sIiLCYOnSkKBp\nnywrO8vBgwcYMsR7wXQge7k3RUGBja5ddTp1qrktOtpsEczIsHH2bODG5it79tj46U/DGD26A//6\nl7mP9m9+U0VGRhlPPVVFz541v2Bdu8JLL1WiKPDDH4Zz8mRwdbwI/zl6VOHNN0Po3Vvn7rsbntW6\n4QYXMTEGS5c6ZJlGMwS6Tb4h0dHw/vsVzJnjZMcOO9OmRbJ/f/OeVz791EFYmMGNN7a+r7O1UxRz\n1r2gwHZR6v/hwwrHj9sCvr59585MDMPw+fp2S2Kiud1cdnbD+7mnpW2mS5cuDBnivS7JqKhohgxR\n2bkzE7cfn/B27cpk79493HTTrURHd/TbeYXwlYZS5b8+//ZNrfcv3ObPQQajPXtsREQY9O5dU0BE\nRcFNN7koKLCxa1dwtE9aifIJCd4t3GNiOhMTEyMz7o1wOqG4WCE+/vIrQVOmuHC7FVJTg2eWeds2\nG9//fjiTJnXg/fdD6dfP4G9/q2T79nP85CfVF128qG38eDePP17NkSM2fvKT8KC5cCb86x//CKWy\nUuFnP6smLKzh+4aFmWvdjx2ztZslK960Zo1Z0F57bessaEND4YUXKnn00Sr277cxbVrkhfZsT+3Z\nYyM3186117qIjvbRQINcQoIbl0u5MFkCrWd9e3r6jvPj8FfhbiXL11+4Hzx4gAMHihk7dgI2m3df\nh44alcK5c2Xs2ZPv1eM2ZPFic+/22bOlTV4Eh+CoDtsYwzBn3AcM0Ln0eXHWLPNFSLCkDVvBdN6e\ncQezXb64uAhdD+wf39bswAEFt1u5qE3eMnmyedW7rbfL6zqsXWtnxowIpk3rwJo1IYwe7ebNNyvY\nuPEcd9/tJDy88eM8/HA1V1/t4vPPHbz0UnD8/gn/OXBA4d13Q4iL07nzzoZn2y1z5sie7s1RVKSQ\nk2Nn8mR3q173rSjw619X8+yzlZSWKsyaFcnatZ5fpJE0+ZarK6DOKtwDPePur0R5iycz7r5ok7f4\nO6DO7XazfPkSOnfuzHXX3eCXcwrha1K4B8CRIwrl5cpFbfKW665z0amTwfLlwdE+6YtEeUv//vFU\nVlZy7NhRrx87WNS1vt0yZoybiAiDDRva5mxfdTW89RZcfXUk99wTyZYtDqZOdfGf/5SzalU506a5\nmrQ/r80G//pXJbGxOv/7v2FNnh0T7dvf/haK06nwi19UEeJhHX7llTr9++usWuWgrMy34wsma9aY\nBe3NN7eNgvbee528/XbF+fcjePttz35AVqxwEBpqcNNNbePrbI3qCqjLyLChKAajRgW+cO/atSt9\n+/bzy/k6duxEv379G0yWt/ZvnzDBe8F0lpqAuh1eP3ZdNm5cz7FjR5kxYxahoRI+K4KDR69MVVWN\nV1V1mqqqIaqqxvt6UMFuzx7z2z5w4OXFVFgYTJ/u5OhRW1AEZfkiUd4iAXWNa6hwDwuDcePc5Oba\nOX687a3rvvPOCObPN7tX5s518vXX51i4sIIJE9zN3tO5e3eDF1+sxO2GBQsiOH3au2MWwamgQOHD\nD0MYMsTN7bd7XmQpCtxxh5PycoVVq9p254s/WYV7Wypob7rJzbJl5XTpYvCLX4Tzxz8KTfu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6lzj4srftTdZDIxduxLbN++lZ49e9KjR69ij6mi4qgU6LjrdLpBOp3ukE6nO6nT6ZJ0Ot1Z5Mi7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ZXMYpYn3NHhPi82s552XgZ8Q6W844QlrMRDp7hPS76qSnz8oYZvSip25fx+SY2UU1tuuWcXGw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\nAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 269 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Eventually we all will watch a crap-ton of television... now I know why Fox News works on older folks." + ] + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Final Query: How Much Do Different Aged People Listen/Play to Music?" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "music_listening_playing = age_iter_activity(summary, \"120306\", 15, 70)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 272 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "music_listening_playing = pd.Series(music_listening_playing)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 273 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "music_listening.plot(color='black')\n", + "plt.title(\"Average Minutes Per Day Playing/Listening to Music\")\n", + "plt.xticks(np.arange(56), list(range(15, 71)))\n", + "plt.xlabel(\"Age\")\n", + "plt.ylabel(\"Average Minutes per Day\")\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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yc/6usqeogMWLr+aZZ55m3bq1aUeRJEmSJOk0pRxd3hpCuA9YDjxbuC0fY/xg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\nd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Kids really do fuel the music industry and people don't seem to make time for it as they get older." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file