From f548d73121d94bc62e01ee1c59d8b6d196ad909e Mon Sep 17 00:00:00 2001 From: Ana Maria Echeverri Date: Sun, 8 Feb 2015 12:35:38 -0500 Subject: [PATCH 1/3] working version --- education.ipynb | 1615 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1615 insertions(+) create mode 100644 education.ipynb diff --git a/education.ipynb b/education.ipynb new file mode 100644 index 0000000..115a118 --- /dev/null +++ b/education.ipynb @@ -0,0 +1,1615 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:2e78687e69768d24db9c24631609f8a6daf95faf68e064b9fd0924bc62e0698d" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn \n", + "import re" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1039 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline\n", + "plt.rc('figure', figsize=(12, 8))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1082 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "ANALYSIS OBJECTIVES" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This analysis will look at how different population groups spend their time in terms of getting additional education. I will be looking specifically at:\n", + "\n", + "- Education to get a degree\n", + "- Education for personal interest" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "respondent = pd.read_csv(\"atusdata/atusresp_2013/atusresp_2013.dat\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1041 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "demographics = pd.read_csv(\"atusdata/atusrost_2013/atusrost_2013.dat\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1042 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "activities = pd.read_csv(\"atusdata/atusact_2013/atusact_2013.dat\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1043 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "respondent.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": 1044 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "demographics.info()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n", + "Int64Index: 30831 entries, 0 to 30830\n", + "Data columns (total 8 columns):\n", + "TUCASEID 30831 non-null int64\n", + "TULINENO 30831 non-null int64\n", + "TEAGE 30831 non-null int64\n", + "TERRP 30831 non-null int64\n", + "TESEX 30831 non-null int64\n", + "TXAGE 30831 non-null int64\n", + "TXRRP 30831 non-null int64\n", + "TXSEX 30831 non-null int64\n", + "dtypes: int64(8)\n", + "memory usage: 2.1 MB\n" + ] + } + ], + "prompt_number": 1045 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "activities.info()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n", + "Int64Index: 215576 entries, 0 to 215575\n", + "Data columns (total 31 columns):\n", + "TUCASEID 215576 non-null int64\n", + "TUACTIVITY_N 215576 non-null int64\n", + "TEWHERE 215576 non-null int64\n", + "TRTCCTOT_LN 215576 non-null int64\n", + "TRTCC_LN 215576 non-null int64\n", + "TRTCOC_LN 215576 non-null int64\n", + "TRTEC_LN 215576 non-null int64\n", + "TRTHH_LN 215576 non-null int64\n", + "TRTNOHH_LN 215576 non-null int64\n", + "TRTOHH_LN 215576 non-null int64\n", + "TRTONHH_LN 215576 non-null int64\n", + "TRTO_LN 215576 non-null int64\n", + "TRWBELIG 215576 non-null int64\n", + "TUACTDUR 215576 non-null int64\n", + "TUACTDUR24 215576 non-null int64\n", + "TUCC5 215576 non-null int64\n", + "TUCC5B 215576 non-null int64\n", + "TUCC7 215576 non-null int64\n", + "TUCC8 215576 non-null int64\n", + "TUCUMDUR 215576 non-null int64\n", + "TUCUMDUR24 215576 non-null int64\n", + "TUDURSTOP 215576 non-null int64\n", + "TUEC24 215576 non-null int64\n", + "TUSTARTTIM 215576 non-null object\n", + "TUSTOPTIME 215576 non-null object\n", + "TUTIER1CODE 215576 non-null int64\n", + "TUTIER2CODE 215576 non-null int64\n", + "TUTIER3CODE 215576 non-null int64\n", + "TRCODE 215576 non-null int64\n", + "TRTIER2 215576 non-null int64\n", + "TXWHERE 215576 non-null int64\n", + "dtypes: int64(29), object(2)\n", + "memory usage: 52.6+ MB\n" + ] + } + ], + "prompt_number": 1046 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Columns to use in Analysis:\n", + "\n", + "- TUCASEID: Identifies each Household\n", + "- TULINENO: Identifies each person in the household. Its value is 1 for the person who answered the survey\n", + "\n", + "\n", + "From Roster Dataset:\n", + "- TEAGE: Respondent Age\n", + "- TESEX: Gender\n", + " - 1 Male\n", + " - 2 Female\n", + "\n", + "From Respondent Dataset:\n", + "\n", + "- TEHRUSL1: How many hours do you work a week?\n", + "- TEIO1COW: Individual class of worker (government, private, Self employed,etc)\n", + " Valid Entries: \n", + " - 1 Government federal\n", + " - 2 Government, state\n", + " - 3 Government, local\n", + " - 4 Private, for profit\n", + " - 5 Private, nonprofit\n", + " - 6 Self-employed, incorporated\n", + " - 7 Self-employed, unincorporated 8 Without pay\n", + "\n", + "From Activities Dataset:\n", + "- TRCODE: 6 digit code\n", + "- TUACTDUR: Duration of activity in minutes\n", + "\n", + "Activity Codes of interest\n", + "\n", + "- 060101: Taking classes for a degree\n", + "- 060102:Taking Classes for personal experience" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "resp_reduced = respondent[['TUCASEID',\n", + " 'TUFINLWGT',\n", + " 'TEHRUSL1',\n", + " 'TEIO1COW',\n", + " ]]\n", + "\n", + "for invalid in range (-1,-10,-1):\n", + " resp_reduced.replace(invalid, np.nan,inplace = True)\n", + "resp_reduced.head()\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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TUCASEIDTUFINLWGTTEHRUSL1TEIO1COW
0 20130101130004 11899905.662034NaNNaN
1 20130101130112 4447638.009513 40 2
2 20130101130123 10377056.507734NaNNaN
3 20130101130611 7731257.992805NaN 4
4 20130101130616 4725269.227067 12 5
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TUCASEIDTEAGETESEX
0 20130101130004 22 2
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12 20130101130611 50 2
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TUCASEIDTEAGETESEXTUFINLWGTTEHRUSL1TEIO1COW
0 20130101130004 22 2 11899905.662034NaNNaN
1 20130101130112 39 1 4447638.009513 40 2
2 20130101130123 47 2 10377056.507734NaNNaN
3 20130101130611 50 2 7731257.992805NaN 4
4 20130101130616 45 2 4725269.227067 12 5
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1049, + "text": [ + " TUCASEID TEAGE TESEX TUFINLWGT TEHRUSL1 TEIO1COW\n", + "0 20130101130004 22 2 11899905.662034 NaN NaN\n", + "1 20130101130112 39 1 4447638.009513 40 2\n", + "2 20130101130123 47 2 10377056.507734 NaN NaN\n", + "3 20130101130611 50 2 7731257.992805 NaN 4\n", + "4 20130101130616 45 2 4725269.227067 12 5" + ] + } + ], + "prompt_number": 1049 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "codes_desired = [60101, 60102]\n", + "act_reduced = activities[activities['TRCODE'].isin(codes_desired)]\n", + "act_reduced = act_reduced[['TUCASEID', 'TRCODE', 'TUACTDUR']]\n", + "act_reduced.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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TUCASEIDTRCODETUACTDUR
964 20130101131401 60101 140
966 20130101131401 60101 200
1212 20130101131579 60101 255
1381 20130101131694 60101 160
1772 20130101131999 60101 200
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1050, + "text": [ + " TUCASEID TRCODE TUACTDUR\n", + "964 20130101131401 60101 140\n", + "966 20130101131401 60101 200\n", + "1212 20130101131579 60101 255\n", + "1381 20130101131694 60101 160\n", + "1772 20130101131999 60101 200" + ] + } + ], + "prompt_number": 1050 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Merging respondent/demographics with Activities" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "all_data = pd.merge(resp_dem, act_reduced, on=['TUCASEID'])\n", + "all_data['weighted_minutes'] = all_data['TUFINLWGT'] * all_data['TUACTDUR']\n", + "all_data.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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TUCASEIDTEAGETESEXTUFINLWGTTEHRUSL1TEIO1COWTRCODETUACTDURweighted_minutes
0 20130101131401 16 1 17284603.689761NaNNaN 60101 140 2.419845e+09
1 20130101131401 16 1 17284603.689761NaNNaN 60101 200 3.456921e+09
2 20130101131579 17 2 23220400.569550 25 4 60101 255 5.921202e+09
3 20130101131694 43 2 7791711.857311 36 4 60101 160 1.246674e+09
4 20130101131999 15 1 13186606.269365NaNNaN 60101 200 2.637321e+09
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1051, + "text": [ + " TUCASEID TEAGE TESEX TUFINLWGT TEHRUSL1 TEIO1COW TRCODE \\\n", + "0 20130101131401 16 1 17284603.689761 NaN NaN 60101 \n", + "1 20130101131401 16 1 17284603.689761 NaN NaN 60101 \n", + "2 20130101131579 17 2 23220400.569550 25 4 60101 \n", + "3 20130101131694 43 2 7791711.857311 36 4 60101 \n", + "4 20130101131999 15 1 13186606.269365 NaN NaN 60101 \n", + "\n", + " TUACTDUR weighted_minutes \n", + "0 140 2.419845e+09 \n", + "1 200 3.456921e+09 \n", + "2 255 5.921202e+09 \n", + "3 160 1.246674e+09 \n", + "4 200 2.637321e+09 " + ] + } + ], + "prompt_number": 1051 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "all_data['TEAGE'].plot(kind='hist', alpha = 0.5, title=\"Histogram for Age\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1056, + "text": [ + "" + ] + }, + { + "metadata": {}, + 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GZ0mSJKmAwVmSJEkqYHCWJEmSCsxruoOI+A6wqb77U+ACYBUwDtwHnJ2ZE03XIUmSJO2N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\nmT95tP3XPTzI8I7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+ "text": [ + "" + ] + } + ], + "prompt_number": 1059 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def plot_bars(ax,\n", + " legend_labels,\n", + " axis_labels,\n", + " xlabel,\n", + " ylabel,\n", + " title):\n", + " patches, labels = ax.get_legend_handles_labels()\n", + " ax.legend(patches, legend_labels, loc='best')\n", + " ax.set_xlabel(xlabel)\n", + " ax.set_ylabel(ylabel)\n", + " ax.set_title(title)\n", + " ax.set_xticklabels(axis_labels, rotation=45) " + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1060 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "xlabel = \"Education Type\"\n", + "ylabel = \"Average Hours\"\n", + "axis_labels = ['Degree','Personal']" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1061 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Gender Differences in Time Spent in Education" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sum_data=all_data[['TESEX','TUFINLWGT','TRCODE','weighted_minutes']]\n", + "sum_data = sum_data.groupby(['TRCODE','TESEX']).sum()\n", + "sum_data.columns = ['weight_sum', 'weight_min_sum']\n", + "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", + "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + "title = \"Average Hours Spent in Education by Gender and Education Type\"\n", + "legend_labels=['Male','Female']\n", + "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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2VOcKg7OBI5dALZIkSVJb6zM8R8SkhrtdlCEbC+5n5rpNq0qSJElqQ/31PG/X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\nH3jA7021Ew8YlF6C6oDAbqc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+ "text": [ + "" + ] + } + ], + "prompt_number": 1062 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Difference in time Spent in Education by Job Type" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sum_data=all_data[['TRCODE','TEIO1COW','TUFINLWGT','weighted_minutes']]\n", + "sum_data = sum_data.groupby(['TRCODE','TEIO1COW']).sum()\n", + "sum_data.rename(columns={'TUFINLWGT': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", + "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", + "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + "legend_labels=['Fed Gov', 'State Gov', 'Local Gov', 'Priv/Profit', 'Priv/NonProfit', 'Self/Inc','Self/NotInc','No Pay']\n", + "title = \"Average Hours Spent in Education by Work Type and Education Type\"\n", + "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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g8xmeHwb+lP5cBFTWWt8POD+EsAbwZIzx6jzWIuVN5eLFjB8/nunTZxesT+ew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\nuUr8AAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 1063 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Looking at differences by age" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sum_data = all_data[['TRCODE','TEAGE','TUFINLWGT','weighted_minutes']]\n", + "sum_data['bin']= pd.cut(sum_data['TEAGE'],[20,35,50,65,80,95],retbins=True)[0]\n", + "sum_data = sum_data.groupby(['TRCODE','bin']).sum()\n", + "sum_data.rename(columns={'TUFINLWGT': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", + "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", + "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + "legend_labels=['20-34', '35-49', '50-64', '65-79', '80-94']\n", + "title = \"Average Hours Spent in Education by Age Group and Education Type\"\n", + "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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SpD5h+PARjBu3FgMGDGDNNcexwgpvYquttmHkyJEAbLfdDnz3u6dz881/4Mor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\nkQAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 1064 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Looking at differences by how many hours they work" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sum_data = all_data[['TRCODE','TEHRUSL1','TUFINLWGT','weighted_minutes']]\n", + "sum_data['bin']= pd.cut(sum_data['TEHRUSL1'],[20,40,60,80,100],retbins=True)[0]\n", + "sum_data = sum_data.groupby(['TRCODE','bin']).sum()\n", + "sum_data.rename(columns={'TUFINLWGT': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", + "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", + "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + "legend_labels=['20-39', '40-59', '60-79','80-99']\n", + "title = \"Average Hours Spent in Education by Number of Hours spent at work and by Education Type\"\n", + "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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'TEIO1COW',\n", + " ]]\n", + "\n", + "for invalid in range (-1,-10,-1):\n", + " tresp_reduced.replace(invalid, np.nan,inplace = True)\n", + "tresp_reduced.head()\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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TUCASEIDTEAGETESEX
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TUCASEIDTEAGETESEXTUFNWGTPTEHRUSL1TEIO1COW
0 20030100013280 60 1 8155462.672158 30 3
1 20030100013344 41 2 1735322.527819 30 4
2 20030100013352 26 2 3830527.482672 12 5
3 20030100013848 36 2 6622022.995205NaNNaN
4 20030100014165 51 1 3068387.344956 80 6
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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1071, + "text": [ + " TUCASEID TEAGE TESEX TUFNWGTP TEHRUSL1 TEIO1COW\n", + "0 20030100013280 60 1 8155462.672158 30 3\n", + "1 20030100013344 41 2 1735322.527819 30 4\n", + "2 20030100013352 26 2 3830527.482672 12 5\n", + "3 20030100013848 36 2 6622022.995205 NaN NaN\n", + "4 20030100014165 51 1 3068387.344956 80 6" + ] + } + ], + "prompt_number": 1071 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "codes_desired = [60101, 60102]\n", + "tact_reduced = tactivities[tactivities['TRCODEP'].isin(codes_desired)]\n", + "tact_reduced = tact_reduced[['TUCASEID', 'TRCODEP', 'TUACTDUR']]\n", + "tact_reduced.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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TUCASEIDTRCODEPTUACTDUR
804 20030101030611 60102 80
950 20030101030813 60101 90
952 20030101030813 60101 160
954 20030101030813 60101 90
1167 20030101030962 60101 315
\n", + "
" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1072, + "text": [ + " TUCASEID TRCODEP TUACTDUR\n", + "804 20030101030611 60102 80\n", + "950 20030101030813 60101 90\n", + "952 20030101030813 60101 160\n", + "954 20030101030813 60101 90\n", + "1167 20030101030962 60101 315" + ] + } + ], + "prompt_number": 1072 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tall_data = pd.merge(tresp_dem, tact_reduced, on=['TUCASEID'])\n", + "tall_data['weighted_minutes'] = tall_data['TUFNWGTP'] * tall_data['TUACTDUR']\n", + "tall_data['year'] = tall_data['TUCASEID']//10000000000\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1073 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Exploring how trends have changed during 2003 and 2013" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def plot_lines(ax1,ax2,\n", + " legend_labels,\n", + " axis_labels,\n", + " xlabel,\n", + " ylabel,\n", + " title):\n", + " ax1 = fig.add_subplot(211)\n", + " ax2 = fig.add_subplot(212)\n", + " ax1.set_xlabel(xlabel)\n", + " ax1.set_ylabel(xlabel)\n", + " ax2.set_xlabel(ylabel)\n", + " ax2.set_ylabel(ylabel)\n", + " ax1.set_title(title)\n", + " ax2.set_title(title)\n", + " ax1.set_xticklabels(axis_labels, rotation=45) \n", + " ax2.set_xticklabels(axis_labels, rotation=45) " + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1078 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Trends in Education by Gender" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = plt.figure()\n", + "ax1 = fig.add_subplot(211)\n", + "fig.subplots_adjust(hspace=.5)\n", + "\n", + "tsum_data=tall_data[['year','TESEX','TUFNWGTP','TRCODEP','weighted_minutes']]\n", + "tsum_data= tsum_data.groupby(['year','TRCODEP','TESEX']).sum()\n", + "\n", + "tsum_data.columns = ['weight_sum', 'weight_min_sum']\n", + "tsum_data['weighted_avg'] = (tsum_data['weight_min_sum'] / \n", + " tsum_data['weight_sum']/60).round(decimals=1)\n", + "del tsum_data['weight_min_sum']\n", + "del tsum_data['weight_sum']\n", + "tsum_data.reset_index(inplace=True)\n", + "tsum_data.set_index(['year','TESEX'],inplace=True)\n", + "tsum_temp = tsum_data [tsum_data['TRCODEP'] == 60101]['weighted_avg'].unstack(level=1)\n", + "x_labels= tsum_temp.index\n", + "ax1.set_title('Trends in Education towards a degree by Gender. Years 2003 - 2013')\n", + "ax1.set_ylabel(\"Average Hours\")\n", + "ax1.set_xlabel(\"Years\")\n", + "ax1.set_xticks(np.arange(0,12))\n", + "ax1.set_xticklabels(x_labels)\n", + "ax1.plot(tsum_temp)\n", + "patches, labels = ax1.get_legend_handles_labels()\n", + "legend_labels = ['M','F']\n", + "ax1.legend(legend_labels, loc='best') \n", + "\n", + "ax2 = fig.add_subplot(212)\n", + "tsum_temp = tsum_data [tsum_data['TRCODEP'] == 60102]['weighted_avg'].unstack(level=1)\n", + "#x_labels= tsum_temp.index\n", + "ax2.set_title('Trends in Education for Personal Devleopment by Gender. Years 2003 - 2013')\n", + "ax2.set_ylabel(\"Average Hours\")\n", + "ax2.set_xlabel(\"Years\")\n", + "ax2.set_xticks(np.arange(0,12))\n", + "ax2.set_xticklabels(x_labels)\n", + "ax2.plot(tsum_temp)\n", + "patches, labels = ax2.get_legend_handles_labels()\n", + "legend_labels = ['M','F']\n", + "ax2.legend(legend_labels, loc='best') " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1087, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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JE+Gf7e7/jms8IiIl4t/ABWb2HcJz70dE7SfZFLUWvQhMUsgWkVIVZ+vIWKDG3UdbOJXS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mDa60SCJBEhEosQiUWIxCJEEu0EEwgE0I2HWF+5hY/rPyFAAGdSBvPHXMFVY+aS6Ti/mx318UbW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\nQoghQRJtI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+ "text": [ + "" + ] + } + ], + "prompt_number": 1087 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Trend in Education by Work Type" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tsum_data=tall_data[['year','TRCODEP','TEIO1COW','TUFNWGTP','weighted_minutes']]\n", + "tsum_data = tsum_data.groupby(['year','TRCODEP','TEIO1COW']).sum()\n", + "tsum_data.rename(columns={'TUFNWGTP': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", + "tsum_data['weighted_avg'] = (tsum_data['weight_min_sum'] / tsum_data['weight_sum']/60).round(decimals=1)\n", + "tsum_data.weighted_avg.unstack(level=(1,2)).plot(kind='line')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 726, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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yUqZNm8nu3buqC8b09MPExAxAq9Wi1eoJC+tCVtYRevfuS0zMAMaMGcumTevr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1jf3j+iy+wZTH9ERZFuf4hWT4Bmj5cqez/+qAqJciVqIAxoJTJKLGrSdbFaX2k6NaoRyIRUImVB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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 726 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Trends by Age" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tsum_data = tall_data[['year','TRCODEP','TEAGE','TUFNWGTP','weighted_minutes']]\n", + "tsum_data['bin']= pd.cut(tsum_data['TEAGE'],[20,35,50,65,80,95],retbins=True)[0]\n", + "tsum_data = tsum_data.groupby(['year','TRCODEP','bin']).sum()\n", + "tsum_data.rename(columns={'TUFNWGTP': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", + "tsum_data['weighted_avg'] = (tsum_data['weight_min_sum'] / tsum_data['weight_sum']/60).round(decimals=1)\n", + "tsum_data.weighted_avg.unstack(level=(1,2)).plot(kind='line')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 727, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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ohpMQ+oNoGqXiiT/7OJgNhXyllwZEQ4PniXPG8NXmOvoGHJxz3EROmVeiyWPO\nXYMhb6lZhquFc7K9q5PKm5eA00Hp0uU+hfehQlVWO5pglNuORI1RLHqnhX0caWxOJ29VN7GmqZN4\no4Hji7JZ1dBGp83Bj/LSWVCSi1GD5+Sh9BhGtbqXIyF0uugmfDqcDu5f+zeqOmu4bOr5zCuc4/b5\norWs1hOtHlSeRHMIjcZRKp74so9D1VDIV1pvQDQ0eF58UhknzBnDnsZuHnh5A21dAxx3aDEXnzSZ\nGA2VeHvTYMgXapThauWc3PH5ZzQ88xQph8+laOEin743lGW1owlmue1ItDaKReu0so8jRXO/led3\n1lHfZ6UwMZ4LJxWSY4qnfcDGP3fU0tBnZWpGMudPKCA+RjvnZE/0EEa1tpcjKXS66CZ8AjT3tbB8\n9YMoKNw4dzF5SQeOlJCyWs+0dlD5KtpCaLSOUvHE230c6oZCvtJqA6KRgqdLW9cAD768gZrGbmZN\nzGbhGdMxaeAi3JcGQ74IdxmuVs7JitNJzT3L6N+1k+JrriN5xiy3Xx+ustrRBLvcdiR6GsWiNq3s\n40gwtMz2iNw0FpTkEjfkl379dgf/2lXHrs4+xiQncNnkIlLi1D8n+0OLYVQrezkSQ6eLrsInQHn9\nOp7a+gIlqcVcP2cRBgxSVusDrRxUgYqGEBrNo1Q88bSPw9VQyFdabEDkLni69A3Yeez1zWze3Upp\nQSrXnDOL9BR1L8L9aTDkrXCW4WrpnDxQU0PV0tuIy86m9I67McYfWJIe7rLa0YSq3HYkkTKKJdS0\ntI/1aniZ7Vnj8pmdPfKMe7tT4bXKBta1dJGVEMcvy4rIMem/470WwqjaezmSQ6eL7sInwLNbX+Kb\n+nJKUotp7W+XslofqH1QBVukhtBoH6Xiibt9HO6GQr7SUgMib4Kni93h5Nn3LXyxsY7sNBPXnjeb\nohx13ggDaTDki3CU4WrtnNz08gra3n+PrFNPJ+fMswF1ympHE+py29FE+iiWQGltH+vNaGW27iiK\nwn9qW/m4tpXEGCOXTS6iNDUxTCsODzXCqFp7ORpCp4uuwqerrPbr2tXs7akHwBSTwI8K50pZrZci\n9Q0ikkKojFLxbKR9PFJDoZ+POyksd2J8pYUGRL4ETxdFUXhrVSWvfbGbpIRY/vsXMzGXhCb4jSYY\nDYZ8EeoyXK2dk539/VTeehP2jg7aF13AKvsuVcpqRxOOctvRRPMoFk+0to/1xFOZrSflTR28XtmI\n0WDg3Ak5SVGPAAAgAElEQVT5zMwa+W5pJAhHGA33Xo6m0Omi+fA5WrfaCenjqOioJCk2kZvnXUda\nfOQebMEU6W8Qeg+hMkrFO0P3sVYaCvlKzQZE/gTPob7aVMfT727DYCCso1iC3WDIW6Esw9XSOdlV\nVmv54m3K/r2Wmvw4Vh6fweTMiWEtqx1NOMttRyOjWEampX2sF76U2XqyvaOH53fWYXMqmh7FEmyh\nCKPh2svRGDpdNBs+velW+3H157y68y2mZpVx1exfywwpL0TLG4QeQ6iMUvGeax9rraGQr9RoQBRo\n8HTZWtnKo69tCtsollA1GPJFKMpwtXBOPqisVlH4xZe9jKnpIfmyiyk+NjizPwOhVrntSGQUy8G0\nsI/1xJ8yW09qewd4ZvteXY1iCbZghNFQ7+VoDp0umgqfvnarVRSFxzY+xZaWbZw1aQEnlvw4bOvV\nq2h7g9BDCJVRKr5Lz0zg2fI3NNdQyFfhbkAUrODpEs5RLKFsMOTTOoJchqvWOdlTt9oSeyrVt92C\nMcHEuLuWE5Os7kWRmuW2I5FRLAeKtmuLQARaZuuO3kexBJs/YTRUe1lC5w80Ez6XffyossmPbrVd\n1m6WrX6AblsPN8xZRGna2LCtWY+i9Q1CqyFURql45nA6aBvooLW/lZa+Nlr621jbtJ6GnmZNNhTy\nVbgaEAU7eLqEYxRLuBoMeSuYZbjhPCf72q229Z23aF75CunHHU/+JZeFZY0j0UK57UhkFMsPovXa\nwhfBLLN1J5JGsQSbN2F0Sv54Ep0pZCdmkm3KJMuUSXyM/3elJXQeqH93BWOPmK2N8Hnei1cq/nar\n3da6g0fWP0F2YhZL5i7GFOKh4HoW7W8QWgqhMkpl0EjhsrW/jZZ9f24f6EDhwHOR1hsK+SrUDYhC\nFTxdQjmKJdwNhnwRjDLccJyTR+5Wm8W8wjluu9UqdjtVd96Kta6OsUv+ROKECSFd50i0VG47EhnF\nMijary08CUWZrTuROool2NyF0aFS41LI2hdGs01ZZJkyPYZTCZ0HszY2Un3X7fzohWe1ET5319Yr\nKXH+/5/x+s53+LD6U44oOIzLp10QxJVFFnmDGKR2CI2mUSr+hEsAAwYyEtKHneSzyDZlMr1kAvbu\nyColClUDolAHT5dQjGJRq8GQLwItww3VOdlTWa233Wp7t1vYc+9yEkpKKbn51rB8LnkorZXbjiba\nR7HItcXoQllm6040jGIJtm5bD9b4HnbV7d13rTJ4ndK677rFrjhG/L6h4TTLlElvZxybLX00NhjA\nmsi8KUVRHTphsJN69fK7sO7dw9FvvKqN8OnLnM+ROJwO7l/7N6o6a7hs6vnMK5wTrKVFFHmDOJAa\nITTSRqmEIlxmJ2aSkZA+asl9pO7jYDcgClfwdAnmKBYtNBjyViBluMHcy76W1Xqr/skn6Fz1JbkX\nXETmiScHZa3e0Gq57WiieRRLpJ6TAxGuMltPomkUSzCMtpedipNOa9e+65zWweucvh+ud1r723F4\nEU69vXMaSRRFoe7vj9Fdvpr0n5zAjGuuiozwCdDc18Ly1Q+ioHDj3MXkJcln54aTN4iRhSuE6nGU\nymC4bB8SLFtpGXLSDUW49CRS93EwGxCFO3gOFYxRLFppMOQLf8pwg7GX/S2r9Za9q5PKm5eA00Hp\n0uVh+cyt1sttRxOto1gi9Zzsr3CX2XoSraNY/OHrXnaV177xZQU1bS0YE/qYPCGeCeNisRp6JJwC\nre++TfOrL5M4uYwx1/+RvMLMyAmfAOX163hq6wuUpBZz/ZxFfl/cRip5g3AvlCFUq6NUtBguPYnk\nfRyMBkRqBk+XQEaxaK3BkC98LcP1dy8Hq6zWWx2ff0bDM0+RcvhcihYuCtrzjkYv5bYjicZRLJF8\nTvaVWmW2nsgoFu94u5d9/UxntN457dm8ib0P/YXYjExKbrmN2PR07XS7DVb4BHh260t8U1/OCSXH\ncvakU4P1tBFB3iC8E8wQqvYoFT2GS08ifR8H0oBIC8HTxZ9RLFpuMOQtX8pwfdnLoSqr9YbidFJz\nzzL6d+2k+JrrSJ4xKySvA/ortx1JtI1iifRzsje0Umbrjoxi8czTXg5VI6FIDKeuBkOK1crY/7kJ\n0/jBpnURGT777QPcs+YhGvuaWTT7CqZlm4P11LonbxC+CTSEhmOUSiSGS0+iYR/704BIS8HTxZdR\nLHpoMOQLb8pwvdnLoS6r9dZATQ1VS28jLjub0jvuxhgf/AsavZbbjiSaRrFEwznZHa2V2bojo1jc\nG20vq929Vm/hdGiDofxfXkH6/GP2PxaR4ROgumsP95U/SlJsIjfNu5a0eG399kkt0f4G4S9/QugB\no1TKzBRd9d9+dTCNxnDpSbTsY18aEGkxeLp4M4pFTw2GfOGpDHe0vRzuslpvNb28grb33yPr1NPJ\nOfPsoD+/nsttRxIto1ii5Zw8Eq2W2bojo1hGN3wvqx06vaWlcDq8wVD+xZce8HjEhk+Aj2u+4NUd\nbzI1q4yrZv9alTdqrYnmN4hg8DaEHjxK5TejNkyRcOm7aNnH3jYg0nLwdPE0ikWPDYa85a4Md+he\nVrOs1lvO/n4qb70Je0cH4+64i/iCwqA9dySU244m0kexRMs5eSg9lNm6I6NYRubay3oJnd4KZzgd\n3mDIEHvgtWhEh09FUXhs41NsadnGWZMWcGLJj4P9EroTjW8QoeAuhPbv3n3AKJXMM8+i3dYp4TKI\nomkfe2pApIfg6TLaKBY9NxjyxUhluCWFuXxfXaWJslpvda/7jtpHHyZxytTBC4sghMRIKrcdTSSP\nYommczLoq8zWExnFcqCcnBQ+WLU7YkKnt4IVTktqrZS89Dmkp5J6w2Jy8koOCqcRHT4BuqzdLFv9\nAN22Hm6Ys4jStLGheBndiLY3iFDb213Huzs/YFf1RtK6HZT1pzB9dR0Gh4PN88exblK8hMsQiLZ9\nPFoDolAFT8Vup2v1t8Tl5WEaN/6g31oGaugolt8cU0j2ikd13WDIF8PLcPNSs9nSuB3QRlmtNxRF\nofbhB+nZuIGC3/yWtCOPCvg5Q1Fu6+jupm/HdozJySSVaaP3Q6SOYommc7Iey2w9ieZRLHaHk9bO\nfpo7+mlo6+OrTfVU1HZETej0ljfhNKVzgAveayPWofDKSZk0ZA9WMA2/c/pfPzo/ssMnwLbWHTyy\n/gmyE7NYMncxJg9z1yJZNL1BBItit2Nra8Xe3IytpRnbvv91/dne1gZDjhVbDLw7P53KYpOEyxCJ\nxn08vAFRQ78hZHc8G59/jvaPPwLAEB9P4qTJJJqnkGSeErQwurWylf/36jrOqXibgoFWci++lMyf\nnBDw8+rB0DJc0FZZrbdszU1U3nozxgQT4+5aTkyy/xdnwSq3HQybFnot2+izbGNgz5795+asU08j\n+4yzNXFBHYmjWKLhnKz3MltPInUUy9Bw6fqnpaNv/7+3dw0ccHvAYIB5UyV0+sre10vV8qU4auvo\nPetE6qcXjnrn9KXzH4v88Anw+s53+LD6U44oOIzLp10QypfStGh4g/CVr+FyP4OB2MxM4rJziM3J\nIS47h77UBHpL8sgeM0HCZQhF6z52NSCKmTyFRxKPoqPXHvTg2b1+HbWPPER8YRGJU6bSZ9mGtXbv\n/seDFUYVRaHib4/hWLeaDWmT6Dv5HC4+uczjKJZI0tjbRG5OOoZefZbrtb7zFs0rXyH9uOPJv+Qy\nv54jkHJbd2HTEBuLadJkEieX0fXN19iaGkn90VEUXP7roN/J90ekjWKJ9HNyJJXZuqPHUSy+hksX\ngwGyUhPITk8kJ91ETrqJ7HQTR84qJm7E7xCj8dRgCA68c3rk5Jmjhk/9ngVHcNqEn7K9fRer69cy\nJXMy8wrnqL0kESaBhsvESZP3h8u4ff8bm5NDXGaWJi5iRPTIPu0MOnbswrFtM4dmxFB84YVBDZ62\ntjbqn3oCQ1wchQuvIqF48LntnZ30bf/hIr936xZ6t26hBf/DaPt/PsSxbjWxpePZWngCVetrae0a\ncDuKJdLkJeWSm5xKU68+L9ozT/4Znd+souOzT0g7aj6JEyb4/BxvVzfRZXNwcnG2x+DpKWy69mCi\neQqm8eMxxg2Gg4zjT6D24Qfp+noV9rY2iq66mpgkde9oJMQYuXhy4f5RLP9va01Ej2LRs0gssx1N\nRkIcv5syhn/tquP79h6esOxRfRRLoOFy8tiMA8Jlzr6wmZmaQOwIwTo3NyWif5ESCm3vvUN3+WoS\nJ5eRd/6FI36N0WAkIyGdjIR0t88VUXc+AZr7Wli++kEUFG6cu5i8pODOW9SDSPztZDDvXEq41IdI\n3MfeqG3u4cHnvuUsy+tk2zpHbEDkL8XpZM/999Jn2eZxxubwMOrrndHhDYbsSakeR7FEKr3v5d7t\nFvbcu5yEklJKbr7V7Tig4TyV23pzZ3OksDkS58AA9U/8g+513xFfVDw4czk7278fOogiZRSL3vfx\nSCK9zNadcI5iCfadS0/h0pNI3Muh1LN5E3sf+guxGZmU3HIbsenuwyVEQcOh4crr1/HU1hcoSS3m\n+jmLoq4sUo8HlYRLMZwe93GghjYXuvzwDIpf/8dBDYgC0fLWv2l5fSUph86h8KqrffpsnC9hNCY1\njZrldx3UYMjTKJZIFQl7uf7JJ+hc9SW5F1xE5okne/U9I5XbBjNsjkRxOml68QXa//MhMekZFC++\nFlNJqc8/byjofRRLJOzjoaKlzNadYI1i0Vq49CTS9nIoWRsbqb7rdhSrlbH/cxOm8d5Vv0Rd+AR4\ndutLfFNfzgklx3L2pFPD9bKaoMWDSsKl8JUW93EojdTVdngDopiUFL+fv2/nDmruXU5segalt90Z\n0HOB+zCKwQCKQvLsQ8k65ecH3BkdbRRLJIuEvWzv6qTy5iXgdFC6dLlXo3Jerqhny95GfmZtY0LT\nnpCEzdG0ffg+TS+twBCfQNGVV5E8Y1ZQnjdQeh7FEgn72CWaymy94WkUi97CpSeRtJdDydnfT/Xy\nu7Du3UP+L68gff4xXn9vVIbPfvsA96x5iMa+ZhbNvoJp2dpowR4OahxUEi5FsEXTm4O7cSquBkRJ\n06ZTvPg6n0oeXRy9PVTdcSv21lbG/OHGkIyksHd20rt9Gy2vrcTWUH/AYyOV6a76vmn/KJZfL5jK\nkdMKgr4mrYiUvdzx+Wc0PPMUKYfPpWjhohG/xnVnc8/GTbRv3UpmSxMGQh82R9L13Rrqn/gHisNB\n/qWXk36MNuaA63UUSyTs42gus3XH7nCytq6dt+pbsCswxmYgtmWAFp2GS08iYS+HmjcNhtxxFz4j\n9qreFJvAr2ZcxH3lj/LM1he5ad61pMXLCcZf0tBHiNDwNMcz+7QzGKiqpGfjBppXvkLuuef79PyK\notDwzNPYW1rIOu2MkM1CjE1Lw9Hejq2hHtOECRT8bhEDuytGbWBUOmky1xWV8moVPPGGndbOAU6Z\nV6Kbu0DRKG3+MXR89QXd5Wvo2byR5BmzRi2jNQLpMTHETi4jY9q0sITN4VLnzCU2PYO9jzxEwz+f\nwtbSrIlRLHmJ8SycNpZnttfyXXMnHVZ7RIxi0bpoLrP19s5lbEocmbNz2GOKpcc2QPfeDr8a+gj9\n86bBkL/c3vk0m81xwJNAKZAA3GWxWN4c8vi1wBVA076/+p3FYtk+2vOF886ny8c1X/DqjjeZmlXG\nVbN/rdmB3sHkz290AguXWQcGyqEBMzNTwqXwSzT8ZtJT8HRx9PZSffed2BrqfW5A5LpblTi5jDE3\n/I9fd069MbzB0PCyTHdlujZjLHsScomZWMaPFhxN0vgJEXXeiKS93Lvdwp7//TNGk4nY7Bysew8u\no92dW8y6jEJmHzKD40rzVV4xWBvq2fvgX2QUS4D0vI8jvcw2mGWxSWnxrHdYaXc4mJKexAUTCzU/\nisVXet7L4eBPg6Hh/C67NZvNvwRmWSyW68xmcyaw3mKxlA55/FngLxaLZZ03C1EjfCqKwmMbn2JL\nyzbOmrSAE0u0UXYTSiMdVBIuhd5E+puDt8HTZaC2lppld/rUgGigtpbqu27HEBtL6W1LQ9b509bS\nQvXS2w9qMOTO0DDa/f33OOpr9z8WrDmjWqHnvTx4Z3P7kDubNT+8VxiNJJaZDyijtfRY3Xa3VYu9\nq5Pahx+kv6KCxClTNTGKBcChKPtHsaTHxWp6FIse93GklNmG+zOX/XYH/9pVx67OPsYkJ6g+iiXY\n9LiXw8XfBkPDBRI+kwGDxWLpNpvN2cBqi8UyccjjW4EtQAHwtsVi+bO7hagRPgG6rN0sW/0A3bYe\nbpiziNK0sWosIyz6q6uIb2ugdfceCZdC1yL5zcHX4OniSwMip81K9d1Lse6pofDKq0mdc3iwln/g\n61it1Pz5bgaqqzyOb3Gnu7mVN5//D1TtZKKtiYze1v2P6T2M6mkvuwubrjubiRMn0fH5pzh6ehh3\n593EFxQCI3e31RIZxeI/p81GQvNe2lu71V6K11qcBlYOxNKoGMkzODk7wU62UZXLUK8oToXatn7q\nU/Jp7rar3tAnnKNYwk1P5+RwCqTB0HABNxwym82pwBvAPywWy4ohf/8n4FGgC3gNeMxisbw92vOo\nFT4BtrXu4JH1T5CdmMWSuYsxxZrUWkrItH30IU0r/nXgX0q4FDoVqW8O/gZPF28bEDU+/xztH39E\n+o9/Qv6llwdj6QdRFIX6Jx+n6+tVpM0/lvzLfxXQ5+mGjmIpTlT4r1nxJNRW+jVnVEu0vJe9CZsj\nNQjqXvcdtY8+TOKUqYy5/o8YDAZerqhnXUsXJxdnc1xRlpo/1qhkFIvverd9T8Oz/zyokZiWVUyc\nxqpjf449PoGyrWs5YtWHxDrsai/LKzWmXF4uOhGrMU71hj7BGsWiNVo+J6sl0AZDwwUUPs1m81hg\nJfCoxWJ5ethjaRaLpXPfv18JZFsslrtGey673aHExqr3gfp/bXiNN7Z9wLGl87j6yF+qto5QqH3z\nbXY/8SRxmRmUXHQhpoJ8TPl5xGdnY9TwRZkQ0aSmoYubHvuK9q4BFp41kwXzfS9nUZxOvl/2Z9rW\nfEfxWWcw7peXHfQ1Ld+uYduyP5NUMpZZ991DTEJo7kDVvvkWu594ipSyycxcthRjXFzAz6koCi99\ntJ3n3ttGcmIct/zqCGZMzMHa3kHnlq10bN5M5+Yt9FbX7P8eY0ICaVOnkDZjOukzppMyaWJQ1hKJ\nbF1ddG79no5NW+jcvIWeysofwmZcHGlTzIP/HWdOJ3XyZIzxI9/pUBSF7+9eTtua75h87WLqps7i\nke8qKE1PYsmPzJrv3lr777fY/eTTGBMSmPI/N5B52KFqLwmA7a1dPFpeQa/dwemTCzl1UoFqDZJs\nnZ1UPvVPGj/+FIxG8k84noT8PFXW4i0bBt6Pz2JtXBrxipNTB5qZ4ehRe1kHsdkcVNZ1smtvO01t\n/QDExRqZHttJeu0OYsZNpOQPfySvMEsTDX2+rGnm2c3VGA0GfjN7HHMKI3s8VjTa8+prVD3zHGnT\npjJ96e3ByA5+l93mA58CV1kslk+GPZYObASmAb3AS8D/WSyW90Z7PjXvfAI4nA7uX/s3qjpruGzq\n+cwrnKPmcoLGdcczJj2dsX+4keKZZfIbHaF7kfabyUDveA7lrgGRra2NqttvQbFaKbnlNhKK/X8d\ndzw1GArUV5vq3I5icdfASGt3RtXcy/7e2fSGrbmJyltvxpaazusXLKTPoWiy3HY0MoplZIqi0Lnq\nS5pefhFndzcJJaXkX/ZLxs6dpelzsta72TqdCt9XtfHVpjq+296Eze7EAEwbn8XRMws4bHIucUao\n/79/0LX6W0yTJjPmmuswmrRxp3F7Rw/P76zD5lQ4ZWwOR+dnqN452l+Rdn0RqGA0GBoukM98PgSc\nC1iG/PXjQLLFYnncbDZfCFwLDAAfWSyWO9wtRO3wCdDc18Ly1Q+ioHDj3MXkJeWqvaSADA+e8QWF\nclCJiBBJ+ziYwdNlpAZEitPJnvvvpc+yLaDPX3riT4Mhf2ytbOXR1zbRN+DgnOMmuh3FouUwGs69\nHMqwOZLWd97itbYBdpXN0nS57Wj6du5g7yMP4ezuJuvU0zQxigWgy2bnme217O0dYFJaUthGsVjr\n62h45mn6tlswJCSQc+bZZBx/IoaYGE2fk7XczbaupYdVm+tZtbmetq4BAPKzkpg/s4AfTS8gK+3A\nj4EpDodmA2ht7wDPbN9Lp83Bj/LSWVCSi1EDx4uvtLyXwy1YDYaGC/gzn8GihfAJUF6/jqe2vkBJ\najHXz1lErFGfZakjBU+Qg0pEhkjZx6EIni7DGxC1f/oxLa+vJOXQORRedXVILqKD1WDIW3sau3ng\n5Q20dQ1w3KHFXHzSZGK8uKjUUhgN5V4Od9gcbmtLJ89VNJDdWMvCKWNInjjR8zdpjIxiGWxQ1vrO\n27S9+zaK3U7yIYeSd+ElBzRk0uI5WavdbHv77aze1sBXm+rYtbcTgMSEGI6Yms/RMwuZWJTm9vys\n5QDaPmDjnztqaeizMjUjmfMnFOhuFIsW97IagtlgaDgJnyN4dutLfFNfzgklx3L2pFPVXo7PRgue\nIAeViAyRsI9DGTxdXA2IEsaNZ6C6itj0DEpvu9NtJ1x/BbvBkLfaugZ48OUN1DR2M2tiNgvPmI7J\nx4twNcNoMPey2mFzqP3dbW12Tn3pHxSkJlNy860hmyUbStE8imVoQ6HYzEzyLrqElEMP/liS1s7J\nWiuz9aasNj7O+2NDywFU76NYtLaX1RDsBkPDSfgcQb99gHvWPERjXzOLZl/BtGyz2kvymrvgCXJQ\nicig930cjuAJgw2I9j70F3q3bAZgzB+XkFQWmvNZ20cf0LTieUwTJjDmD0vC2tSnb8DOY69vZvPu\nVkoLUrnmnFmkp/h/ER7OMBrIXtZS2BxuaHfbKe+tpHPVl+RecBGZJ54ctjUEk3NggLon/k7PurVR\nMYrF0dVF08sr6Fz1FRgMZJxwIjlnnj1qwNHSOVlLZba+ltX6QssBVM+jWLS0l9XS+u7bNL/6MomT\nywY7lge52kPC5yiqu/ZwX/mjJMUmctO8a0mLV79UwxNPwRPkoBKRQc/7OFzBEwYvTGsffZie9WsB\nDmpAFCyhbjDkjaGjWLLTTFx73myKcoJzdyqUYdSXvazlsDnU9+3dPLujjuKkBBZOG4vS3UXlzUvA\n6aB06XJV9kcwRMMoltEaCpnGjXf7fVo4J2ulzDbQslpfaDmA6nUUixb2sppC0WBoOAmfbnxc8wWv\n7niTqVllXDX71xgN2q1b9yZ4ghxUIjLodR+HM3gCdHz+GQ3PPEVCSSnWhnpQlP0NiIIlXA2GvKEo\nCm+tquS1L3aTlBDLf/9iJuaS4AedYIZRd3tZL2FzqP3ltnbnAd1tXXsx5fC5FC1cpPIqA9P24fs0\nvbQCQ3wCRVdeRfKMWWovCYDdXX08u6OWfoeTE4qyOL4oy6eQ466hkCdqn5PVLrMNdlmtL7QcQAHK\nmzp4vbIRo8HAuRPymZml7Zs5au9lNYWqwdBwEj7dUBSFxzY+xZaWbZw1aQEnlmij1fpw3gZPiO6D\nSkQOPe7jcAfPgdpaqu+6HUNsLKW3LWWguuqABkTB+NxnuBsMecvTKJZgCySMDt3Legybww0ttx3a\n3VZxOqm5Zxn9u3ZSfM11mgls/oqkUSzeNBTyRM1zsppltqEsq/WF1gOonkax6PH6IhhC2WBoOM2E\nz5rKRsWUrJ0DxaXL2s2y1Q/QbevhhjmLKE0bq/aSDuBL8IToPahEZNHbPg538HTarFTfvRTrnhoK\nr7ya1DmHAz80IEqaNp3ixde5vaPRb7W7bdyjVoMhb/kyiiXYvA6jZWaSYxzUr16n27A51PBy25hh\n/70HamqoWnobcdnZlN5xN8b40P88docTh0MhIT74d50iYRSLtw2FPFHjnKxWmW04y2p9ofUAqodR\nLD0D/RQXZNDe1q/2UsIq1A2GhtNM+Pz8jHOVzbN/xhHnnkJpgbZuyW9r3cEj658gOzGLJXMXY4oN\nz2+yPPE1eIL+LtqFGIme9nG4gydA4/PP0f7xR6T/+CfkX3r5/r9XnE5qH3mIno0byPzpKeSee/6I\n3/9ReQ0vfLQDc0kGZ8wfP2LpqpoNhrzl7yiWYHMXRl30GDaHGq3cdriml1bQ9sF7ZJ16Ojlnnh2S\ntSiKQnVDN19uquPbrQ309NsoyU9lSkkG5pJMysakk2QKzn7V6ygWXxsKeRLuc3K4y2zVLKv1hdYD\nqNZGsfQN2Nmxp51vqreyvXsTvaY9xNpS+e/ZC5lcrK+5xIEIdYOh4TQTPj89+wIFp5Nnx5xC8Ywy\nTj96vKZC6Os73+HD6k85ouAwLp92gdrL8St4gr4u2oUYjV72sRrBs3v9OmofeYj4omJKbrntoLtL\njt5equ++E1tD/YgNiD7cFzzj44xYbU4ApgwLoVpoMOStYIxiCTZXGO3buZ3U3CyUsRN0FzaHG63c\ndjhnfz+Vf7oJe2cH425fSnxhUdDW0NFj5Zst9Xy1qY49TT0ApCXFkZeZxO66ThzOfXeVDQQ1jOpp\nFEt+YrxfDYU8Cec5OZxltlopq/WF1gOomqNY+gbs7NzbwbbqNrbs3UOdczvGnD0YEwbvdBqcsShG\nO46GUs6ZfDonzBmjiWqGUApHg6HhNBM+Kz74TKl79K/0mFJ5vPAU+mNMHDo5RzMh1OF0cP/av1HV\nWcNlU89nXqHvZSnB4m/wBP1ctAvhjh72sRrB09bWRtXtt6BYrZTcchsJxSO/5kBtLTXL7kRxOg9o\nQOQKnunJ8fzxokPpHbDz7y8r2VTRAgyG0AWzsjE9cZ8mGgx5K9ijWIJJD3vZE0/ltsN1r/uO2kcf\nJnHK1MHfsgdwcWd3ONmws5mvNtWzcVcLTkUhxmjgkMk5HD2zkBnjs4iNMTJgc1Cxt4Nt1e1YqtvY\nVRZVhqIAACAASURBVBvcMKqLUSwGOHnd52R/+4XPDYU8Ccc+DleZrVbLan2h9QAarlEsQ8Ompbqd\nyoY2DJl1xOTsJSatDYAY4picMoUTxh/JxKxSln37V5r7GxnYfhiH5k3nVz+fErRKCa0JV4Oh4TQT\nPpuaupSWf79Oy79fxzluMitLTmJnbTeAZkJoc18Ly1c/iILCjXMXk5eUG/Y1BBI8ITIudITQ+j5W\nI3gqTid77r+XPss2r5r/dK9be0ADoo+3tR0QPAuzf7hzs6u244AQWtJbz6lzCjj8DG00GPJGKEex\nBELre9kTb8tth1IUhdqHH6Rn4wYKfvNb0o48yqfXHF5W291nA6C0IJX5MwuZNy2flET3F4uhCKNa\nHcXitFlZ9fGXvJdeiIKB4ys3c+xJPwlqOA71Pg51ma1eymp9ofUAGopRLAeFzbounIoTY2orsbl7\nic1qQDE6AJicPpGjiucyO3cGCTE/7KW+uE5u/ODPOB1GejYcRU5SBleeOYPxhf6NL9KqcDYYGk5T\n4VNxOqn928P0rF9Hxsk/pWnuT3n9y4r9v3nSQggtr1/HU1tfoCS1mOvnLCLWGL7yrUCDJ+j/QkcI\n0PY+ViN4ArS89W9aXl9JyqFzKLzqaq9+M+9qQLTRfBzvOEpGDJ4uiqKw5u/P8MFeAxXJgz/T8HJc\nrQvXKBZfaHkve8PbctvhbM1NVN56M8YEE+PuWk5MsudfBIxWVvujGQUcPaOQMXn+d3AOZhht++B9\nml7WxiiWoQ2FmiZP4z/Hn0k/Br9GsbgTyn0cyjJbPZbV+kLrARQCG8UyctgcPG5jEnvJKm3GnlZN\nP4M3s3JMWRxZeDhHFMwhO3Hkc39ubiqvrvuAF7e/RoahiPpvZ2I0Gjn/+EkRU4Yb7gZDw2kqfAI4\n+vqovvsObPX1FPzXQlKPmMfWyjZNhdBnt77EN/XlnFByLGdPOjUsrxmM4An6v9ARArS7j9UKnn07\nd1Bz73Ji0zMove1Or8eoKE4nrz7wL96xFZMa4+DGXx81YvCEAxsMWS9ZxJvf7DmgHFdPITTco1jc\n0epe9oav5bbDtb7zFs0rXyH9uOPJv+SyEb/G27LaYAs0jHaVr6H+ib+jOJ2qjGIZraFQsxLj8ygW\nb4RiH4eqzDYSymp9oYcA6u0oFrdh02igpMhERnErHfG7qBvYA0BCTDyH5c3myMLDmZg+zuP/t7m5\nqTQ2dvL4pmfY0LyFIzKPYe0XGXT12phTlhsRZbjhbjA0nObCJ4C1rpbquwc/jzT2xpsxlZSiKIpm\nQmi/fYB71jxEY18zi2ZfwbRsc0hfL1jBE/R9oSOEixb3sVrB09HbQ9Udt2JvbWXMH24kqcz785Hr\nM54pzgEurHmX6b+66KAGRDB6g6Hh5bh6CqFqjmIZSot72Rv+lNsOp9jtVN15K9a6OsYu+ROJEwY/\nbxSMstpg8yeMqjGKRVEUjw2FfBnF4q1g7+Ngl9k6nQpbq1r5alM9ayOkrNYXegigI41iGbA63IbN\ncYWpmMdmkJrXyV6HhU0tm7E6B88X5sxJHFl4+EFltZ649nKPrZdlqx+g09rFb8xX8O4nXWyvaScn\n3aTrMlw1GgwNp8nwCT90bIzNyaH0ltv3/yZfKyG0umsP95U/SlJsIjfNu5a0+NC8djCDJ+j3QkeI\nobS2j9UKnoOlM3+ju3wNWaedQc4ZZ3n9vUObC11zYjG2R+85qAERgK2lheqlt7ttMKTXEKqFUSxa\n28ve8rfcdrje7Rb23LuchJJS0q+5kW+3NYWkrDbYvA2jU1LspKx8EkdzU8hHsVjr62h45mn6tls8\nNhTyNIrFV8Hcx8Ess430slpf6CGA1nf18fiaShobuonpstHd1s++w2p/2JxSkom5JIOMLDvrWzbw\nbf13tPYPNg/ypqzWk6F7eUdbBQ+t+zuZpgz+OOf3fPhtPW+vqsJoNOiyDFetBkPDaTZ8ArgaECVN\nnUbxNdcfcALVQgj9uOYLXt3xJlOzyrhq9q8xGoJ70RLs4An6vdARYigt7WO1gidAx+ef0fDMU4Ol\nMzf8j9ddK4d3tS3MTj6oAVFMSgpOq5WaP9/NQHWVV02M9BhC1R7FoqW97K1Ay22HsjucWB7+G3Gb\ny/lPzlzWZEwNS1ltsLkLo0mOfi5q/oycrgYcJRMZe/XvSckK3t0Gp81K6ztv0/bu2yh2O8mHHEre\nhZd4bCg00iiWgiT/ukAHYx8Hq8w22spqfaG1AOqujBYDJGeYOGpyLjPHZzGpOB2MdtY2buKbunJ2\ndewGfC+r9WT4Xn674gPeqfyIQ/NmccX0i9lS2crjb27VXRmumg2GhtN0+BzagCjz5J+Re97B8zXV\nDKGKovDYxqfY0rKNsyYt4MSS4H2mIxTBE/R5oSPEcFrZx2oGz4HaWqrvuh1DbBylt93pdefKkYKn\ni6sBUdK06RQvvo76p/+Prq9XkTb/WPIv/5XXb+p6C6FqjmLRyl72VlDKbYeV1Tq6u/ht1evEGhSa\nLrqWw4+YHPay2mAbHkar9rSyoO5zynpqaIrPYNWs0ykpGxvwnNGhDYViMzPJu+gSUg71fhTcAaNY\nYoxcPLGQSelJPq8j0H0caJlttJfV+kLNAOrpM5uuO5uTxmSw1T7Aps4eMuNj+XFBP9+3bGB946aA\ny2o9Gb6XHU4HD637O7s6Krloyi84umgebV0D/P3fW3RThqt2g6HhNB0+4eAGRGnzDv48EqgXQrus\n3Sxb/QDdth5umLOI0rSxAT9nqIIn6O9CR4iRaGEfqxk8nTYr1XcvxbqnhsIrryZ1zuFefZ+74An7\nfuH3yEP0bNyAafwE+ndXYJowgTF/WIIxzveLYz2FULVGsWhhL/sikHJbd91q5/Xtxvra86QcPpei\nhYtCsXRVDdgcVNS00b7yJbK3raY7JpGXik6gMSHLr9EuozUU8jdEbGjp4pXdDSgonD0un8NyfLuQ\nDmQfB1JmK2W1/glXAPU2bJpLMphUnH5A1UljbzMrdnzJ9taNKIr33WoDNdJebu1vY9nqB7E77dw4\n9/cUJOfjcDp548vduijDVbvB0HCaD58wcgOi0agRQre17uCR9U+QnZjFkrmLMcX6f7ILZfAE/V3o\nCDEStfexmsEToPH552j/+CPSf/wT8i+93Kvv8RQ8XRy9vVTffSe2hnpi0tIOaDDkL72EUDVGsai9\nl33hT7mtt91qFaeTmnuW0b9rJ8XXXKfqeJJQc41iUeLiqT7mF3znyPa6m643DYX8tburj2d31NLv\ncHo9iqWxvY+3Vg0e2ymmOLLTTeSkm8hJTyQn3bT/zymJcQc9l79ltlJWGxyhCKCBhE2Afnv/QWW1\nscZ4jDHjMMWZuXDybGZlh/YO42jn5HWNm3hi87MUpxTyhzlXExczeExu3t2i6TJcLTQYGk4X4RNG\nb0A0mnCH0Nd3vsOH1Z9yRMFhXD7t4PJgb4Q6eIK+LnSEGI2a+1jt4Ok6F8YXFVNyy20Y4z2XG3kb\nPF2s9XU0r3yFzJ8t2N+BNBj0EkKHjmK5YsE05k3LD9lr6eWc7Eu5rb/dagdqaqhaehtx2dmU3nG3\nV3tbr4aPYjEdOd9jA6PZGQ7MGz4gpqbCY0MhfzX2Wb0axeIKnas21eNUFDJTE+i32ukbcIz4vAnx\nMYOhNG0wmJqSY9nS20eXEYoyE7lkajG5bvaUlNWGRqABNNCwCeBUnOxoq+Cb+vJRy2qrum1ejWIJ\nBnfn5Be2vcqXtd/y4zFHc17ZGfv/XqtluFppMDScbsInuG9ANJpwhVCH08H9a/9GVWcNl009n3mF\n3n/mAsITPEE/FzpCuKPWPlY7eNra2qi6/RYUq5WSW24jodjz6/saPMNBDyE0XKNY9HJO9qbc1l1Z\nrbfdapteWkHbB++Rderp5Jx5dlB/Bq1xN4pl6GdGd+xuInfLKua1biIWJzuSx7B12vGUTA78M6Mj\ncTeKZXjoLMxO4vSjx3PKMRNpbemmt99Gc0f/kH/6aBny796GU9cdU4Ade9pZs62R9m4rIGW1weZL\nAA1G2HRp6m3h2/pyvqn7jraBdsB9We1Io1iMYT4nWx1W7i1/mLqeBhbO+iUzc6btf0xrZbhaajA0\nnK7CpzcNiEb93jCE0Oa+FpavfhAFhRvnLiYvKder7wtX8AT9XOgI4Y4a+1jt4Kk4ney5/176LNu8\n6jwL2gyeQ2k9hIZjFIsezsnuym29Lav1lrO/n8o/3YS9s4Nxty8lvrAoFD+SZljr69n70P3YmkYe\nxTK0oZCSmk7NnJ9STr7XZbr+Gj6KZUFeFp+V7zkodM6dkofRaPBqH9ucTl7bWc+aPW0YBhxMS0wk\n3q54FU4Bkk2x/5+9846Pos7/8LMtyW7KpleSQICEIk1AsKGiYgPx9PQO9ZSTO0TBdjZEFOw/2wnW\nQ/D09OwKiIinInqKHEKQXgIESEJ62dRNsm1+f8SNm2Q322ZbMs/r5UvCtkn4Znaenfe8P6QlRJKV\nEtUZ602M7ZDVyAilFLX1AkcCKqZsgv1YrTtttfXtRv51pIzKVgPDYyP5Q04qYSK3YTtby2XNFTyT\n/yJhijAWnXYXseFdY6zBEMMNtoKh7oSUfILrBUSO8LWE5lfs5M0D75MVncHd4+ejlPf+i+hP8YTQ\nONCRkHCGv9dxoMUToHb9OmrXriZq3HjSbl3g9EAr2MXTlmCWUF+PYgn2fbK9uK2nsVpXad65g7JX\nXkI9bHhHOUYflwpTUyNlLy2j7dgx1MOGk37rAjBbei0UcnXOqDcyahYEPthfypYdpbRWtIBAD+m0\n4mwdO2uztcZq/7urjN1HazCZO76X+JhwojVhmM0Wahvb3D5zKsmp6whmM0WrVnJofzGl6cMpT83j\nRGWLV7IJrsVq3WmrbTOZebewnMLGVgZEhnPD0HSiVP7dJ/9w8n98eHgNQ2NzuH3c3B6jFgMdww22\ngqHuhJx8gnsFRI7wpYS+c+Ajtlbkc37WFK4cMt3h/fwtnhD8BzoSEq7gz3UcDOLZevQIJc88hVIb\nS/aSR51e8x5K4mlLsEqoL0exBPs+2TZuO04b5XWs1hUEQaDspWW07NlN6l/mEjP5DFGeN5ixtLdT\nvmoFLTt/QREbi8VgQNDrXS4UEltGu8drFRolcYNj+csZg8mN67k/6W0d99Zm625brdix3v4upz3P\nbDby67JBjoVBaTEMG5jglmxacTdW6w4mi8CaE5XsrG0iPlzF7Nx0t0bz9IYr+2RBEFi592121+xn\nRs5FXDzw/B73CVQMNxgLhroTkvIJ7hcQOcIXEtpmaufp/OVU6WuYP2YOIxLyetwnEOIJwX+gIyHh\nCv5ax8EgnmZ9C0WPPIypro4B9y5Ek9tzf2JLqIqnLcEoob4axRLM+2Rr3DZOriDseDN7RYjVuoqx\nppoTDz+IPDyCgY8/hSIy9Naxu7SXlXLy789iru84UI+bdjGJV13tUaGQpzLq6JrOsCQ1q4uqHI5i\nsbeOHbXZ+rKtVpLT3nElRps3QEvygS3E7/qRmMGD3Coh8jZW6w6CIPBtWR2byupQK+TcMDSd7Gjv\nx8W4uk9uMep5ctsLNBqauOvUeeRoB9q9nz9juMFaMNSdkJVP8KyAyBFiS2hJUynP5b+MWqlm0aS7\niAn77TkCJZ4Q3Ac6EhKu4o91HAzi2XHdxqs0528nfsZMEmf+rtf79wXxtCXYJNQXo1iCcZ8sCAKH\nyxp592QlRqB2WwWmFpNosVpXqduwnprVn6A9dyop19/g89cLFBajgboNX6D78gsEk4mw9AwM5WXI\nwsJJv+VWUcbOOJPRtIRIZEBZbQuCg3htb6NYuq/j7jHbP+SkUlXZHPC22v4mp55es+lOCZHYsVp3\nya9uYO2JKuQyGVfnpDAq3rv0ojv75CO6YyzfuYK4iFgemHgnGpX9n5E/YrjBXDDUnZCWT28KiBw+\np4gSuqnkRz498jnD43O5dcxNyGXygIonBOeBjoSEu/h6HQeDeAI0/PBfKt9+s+O6jXvu7/UDtr4m\nnrYEm4SKOYolmPbJtm21TUnhqNMiMRQ1MTE+WtRYrasIJhNFjz6MobyczAceEnXsT7BgWyikjIsj\n+drriRo3vscoFu3Z54j6ulYZ3XG4mvxDVTTqjV1uz0qJYnh2XM8zow5GsdiuY9uY7SnRGlSVrWzd\nV+lSrDbQhLqcilkQ5ExAfRmrdZfDDS2ijWJxd5/8xbGv2XBiI+OSRzNn5HUOX9eXMdxgLxjqTkjL\nJ3hfQOQIMSRUEARe2/Mm+2sP8bshlzH+sCGg4gnBdaAjIeEpvlzHwSKe7WVlFD++FJlSRfaSR1El\nJDi8b18WT1uCSULFGsUS6H2yvbZadZIa7ehE4hQKbh+dTbgycPMT9YcLOPnMU4RnZZP14MOizrQM\nJOampl4LhaD3USze0j1emxqvYUJeR0P/4ZL6XmO66SmRfFxc3WUUS2ZqLGWVDZ0xWwWgLNVTdKjj\nd1WsWG2gCTY5FbuNtjvdBTTxtvnsajjil1itu4g1isXdfbLZYmb5zhUUNpzg2mFXcWb6pF7v74sY\nbrAXDHUn5OUTxCkgcoS3EtpkaObJbS/Q3N7M1V/VkmGODJh4QuAPdCQkxMBX6zhYxNNiNFD8xGMY\nTpaQdssCosdPcHjf/iKetgSLhIoxiiUQ++Te2monnZLKDoWRNvNv7baBpuKfq2jcspmkP15L3AXT\nAr05XiEIAo1bNlP98YdYmpudFgo5G8XiLo6u6ezeXussppuZFk3E0FgalZAcoeK6Udm8+ctx6s1m\nTM0GdHtqsbSa/B6rDTS+llNfy6Y9zCYjP7//EjsMxynMUmP89Z/RX7FadxBjFIsn++S6Nh1PbluG\nyWJi4cTbSY3sPQ0jZgw3FAqGutMn5BPEKyByhDcSun3jB7wl24FWDwtPXUBMhnhy7C6SfPqOytZ2\nfijXESaXc3FmIuE+KOGQ6MAX6zhYxBOg6r1/U79pI9pzziPlTzc6vJ+vxPN4Uyvfl9UxNiGasQnR\nQXuWIhgk1NtRLP7cJ9vGah211dq2256bHu+X7XKGqamREw8+ABYz2Y89hSqu939fi2ChoqWKw/WF\nHNEdQxAsjE8Zy+jEEagU/p23Z4uhopzKt9+i9XABsvBwEq+4ktipFzg9m2tvFItC497vuqvS6Qi7\nMioIxOTGoRnw2/GW/mQz6pp2zjolOGO1gcYbOY2NDKO6vs3nsmnFXqxW22RmVIOGCy+/lcTYwJxE\ncYano1gs7e1Uf/IR1FYhxMShSkxElZCIKjERZUIiythYZL18uLizai+r9r1DRlQa945f4HRfI0YM\nN1QKhrrTZ+QTxC0gcoS7Emq9xnPLafFsH6LktNRTuXGE99emeookn+JT2drOd2V17K1rxrqIkyJU\nzBqcRqom8GcN+iJir+NgEk/rB2lh6RlkLV6CPMz+J8q+EE+LIPBDuY5vSms71/LgGDUzs5NFq7H3\nBYGWUG9Gsfh6n2wvVuuordbabpuhCWfeiEwUQfShg/X656gJE0mfN7/Lbd1l82j9MZqNLT2eQ61U\nMyFlLJPTxpMdnem3D1W6FwpFjh1H8rXXo4p3HKXv8Rw2o1jC0jPIuONvvUbxrXgrnY6wyujBYh17\nm/S0xahIN8q4JC81pGO1gaY3OdU1tZMSr/aZbELvbbWTkscR+enXNG/b5rSEKNC4O4ql4wOe5bQd\nK3T8pAoFqviEThm1J6cfHF7D5rKfOWfAmVyTO9OlbfU0hhtKBUPd6VPy6YsCIoev5YKE2pYLpd9z\nLy+VrqGosYQbhv+BSWnjfbZtvSHJp3h0l850TThT0+M50dTK5sp6lDIZl2cnMT5ReiMWGzHXcTCJ\np1Gno2jpYgSDgazFSwjPsL8tvhDPZqOJj49VcqRRj1al5LKsRHbUNFLQoEcpk3FuehxTUuNQuhkr\n9SeBlFBPR7H4Yp/cW6zWUVut3mRm+b4i9KbgidvaIlgslDz9JG2FR0m74y6aBqU4lM3YcC1DYweT\nG5fD0NjBmAQTP5fvYFvFDhoMHT/rVE0yk9MmMDF1HLHhvoupOSoU8gTBYqH6w/ep//YbFNpYMu64\ny+FlRr6STkdIxxahizttte604AYaV0exGCorKF32d4zVVUSffgYjbptH5bFSjDU1GGtrMNbUYPr1\n/8baGswNDfZfUKFAGR9PqUpPtdrMsJwJDMga4dKZU3djuKFWMNSdPiWf0L2A6GZiJp0uxtM6xJGE\nXiovwvzFp13KhWpaa3lq2zIEBBZOvINkTZJPt80e0huE99iTzvPT4xkWG9kpmQd0zXxyvJI2s4Wx\nCdHMzE6WYrgiItY6DibxFCwWTj7/DK0Fh0i+7gZiz5tq936+EM/jTa18WFhOo9FMnlbD7welEqlS\nIAgC+3TNrC+upsloJikijCsGJjNIhFlqviRQEurJKBYx98muxGodEYxxWyvWM5sHjuez95dvKE0J\nozXst2OX7rKZqI63+4Gf2WLmkK6jLGVP9X5MghkZMoYn5DI5dYKosVxXCoU8Rff1V1R//IHdUSz+\nlk4r0rFF6OFpW20oCSj0PoqltfAopS8t61LqlZwc0+tathgMmOpqPZLT3s6cymJiWLelyKUYbqgV\nDHWnz8kn+LaAyBG2Ehq7/2curNlOe3gkUfPuYtCoIZ33y6/YyZsH3icrOoO7x89HKffvgpHeIDzH\nFem0Rddu5P3Cck62tEsxXJERYx0Hk3gC1K5fR+3a1USNG0/arQvsrimxxdM2ZisDpg1I4KzUuB4N\ngW0mM1+X1vJzVQMCMCExhoszE9EEsAXVFQIloe6MYvF2LbsTq3VEsMVtncVoo1rM5KiSGTX6vF5l\nszf0Rj35lbvZWpFPUWMJIE4s191CIU/pPoqlfdRpAZFOK9KxRWjQW6zWnbbaUBNQe6NYmn/Jp2LV\n6whmMynX34h2Ssc4I2/XssVg4H8HvmXzvv8wRIjnbM1wzLW1Lstpe6SWQw0yamQa4jLTmDp1FFFp\nqZ1nTkOxYKg7fVI+wfcFRI7Qbfya6g/eozVMwzupF1IXpu0Rx33nwEdsrcjn/KwpXDlkul+2y4r0\nBuE+7kqnLSaLwNcna6QYrsh4u46DTTxbjx6h5JmnUGpjyV7yqN39ldji2T1m+8fBqXYjSbaUNLex\n5kQlFa0GIpUKLs1MDOpCIiuBkFBXR7F4spY9idU6Ihjits5k0/bM5mDNAJqfeA5zYwMDlz5GWFq6\n169f3lIpSizX00IhT2k9eoSTLy5D0LewJX40P8SNIS0x0q/SaUU6tghe3InVukOoCajtKJZLj+8h\n+Zv1dtMDYqxlQRBYufdtdtfsZ0bORVw88PzO27w5c6rUxmKq14EgoJ1yDuohuS4XIgUTfVY+wT8F\nRLbYXuM54J77OdoWYfea0JTEMJ7OX06Vvob5Y+YwIiHPp9tli/QG4TreSGd3pBiuuHizjoNNPM36\nFooeeRhTXR0D7l2IJrfn/kBs8XQUs3Vpey0CWyrr2VhWi9EihEQhkRV/S6gro1jcWcvexGodEYi4\nrTuyae/MZvPOHZS98hLqYcM7ImciffjhaSxXjEIhd7HGaw/uKOD3pRuJMzXTPvxURtx2C4ow/zf6\nSscWwYensVp3CDUB1bW2s/2NNxm4ayuGqGiy7/gb0YO6phLEWsstRj1PbnuBRkMTd506jxztQJce\nZ5XT9upq8n8+RPGhYmLNzeSoTYTXlIHFYv+BLhQiBYuc9mn59GcBka142s7xdHRN6KRTI3j3xJuo\nlWoWTbqLmDDnM0PFQHqDcI6Y0mmLFMMVD0/XcbCJZ0dpwKs0528nfsZMEmf+rsd9xBRPV2O2rqBr\nN7KuqCqkComs+FNCnY1icbaWxYjVOsJfcVtvZbM7giBQ9tIyWvbsJvUvc4mZfIbo2+xqLFfMQiFX\nsHdN58xxSaR89S7txz0fxeIt0rFFcCBWrNYdQkVALe3tVKx6neadO2hJTGbDtGuIS03uMYpFzLV8\nRHeM5TtXEBcRywMT70Sjcv/nYtuGm9tcxB+GyMm4eJro15z6U077tHyCfwqIHImnLfYkNPuUaqo0\nOxgen8utY25CLvP9P7r0BuEYX0mnLVIMVxw8WcfBJp7w2/gI9dBcBtxzf490hpji6UnM1hmhWkhk\nxV8S2tsoFntrWcxYrSN8GbcVWzbtYayp5sTDDyIPj2Dg40+hiPSdbNmL5aZEJHJKmcDA/xYQ1SaI\nWihkD2dFQp6OYhEL6dgicPgqVusOwS6gtqNU1MOGkzxvAeuqmuyOYhF7LX9x7Gs2nNjIuOTRzBl5\nnUfHe8fXfcFbOxooUac6bcP1VSGSmHLa5+UTfFtA5Ip42tJVQhsIy/0FRWw15yZfwNWnTBNtuxwh\nvUH0xB/S2R0phusd7q7jYBTP9rIyih9fikypInvJoz0OFMUUT29itq4QqoVEVvwhoY5GsdiuZV/E\nah0hZtzWH7Jpj7oN66lZ/Qnac6eScv0NXj+fM8wWMwfrDrN531ccMJZiVsiQCZCnyeKMnLNFbcu1\n4k57rTujWMRGOrbwP/6I1bpDsApo91EqqTfehEypdDiKRey1bLaYWb5zBYUNJ7h22FWcmT7Jrcdb\nC4bksfHsunAOX/5S4bQNtzeCQU77hXyCbwqI3BVPW6wS+umWA1QkfAVKAwObL+IPkyd2FhP5AukN\n4jcCIZ22SDFcz3FnHQejeFqMBoqfeAzDyRLSbllA9PgJXW4XSzzFjNm6QqgWElnxtYTaG8UyacwA\nvt163CexWkd4G7cNlGx2RzCZKHr0YQzl5WQ+8BDqnBzRX8MW20Kh9qhwSqefxh5tC0VNJwFx2nKt\neDMypbdRLL5COrbwD4GI1bpDsAmovVEq3X8+3UexTM1LF30t17XpeHLbMkwWEwsn3k5qpOMGdFsM\nVVUUP74UwWAg8/5FRAzK6RLDHZ+bxJ8vHYYmQrwPvfwhp0Ejny998Itw2vAUctIdD1X1FjELkcw7\nUwAAIABJREFUiLwRT1sEQeCrgzv5vPwDLO0a2vedwbjBqV3accVEeoMQTzoFQaCp1UhtQxs1DW3U\nNLRS09AGQKI2gkStmkRtBAnaCKLVKrvPLcVwPcPVdRyM4glQ9d6/qd+0Ee0555Hypxu73CaWePoi\nZusKoVxIZMXXEmo7ikUdrqJJbwDEjdU6wpO4bbDIpj30hws4+cxThGdlk/Xgwz4pFnRWKCRWWy6I\nN6ez+ygW7dnnuPdNu4l0bOE7alt1HKkv5GDdYfZU7w9IrNYdgkVAm3ZstztKxR62o1jGpcZiMZpF\n357qlsMcqF5PpCqRU9OuRe5k1KJgNtOyby8WvR714CGokpM7b2trNbJ7aym6aj3qSBVjTx+ANt4/\nP2OZ0UhYg67rf/W//VnV0mz3cRa5AqM2FoM2jouXPx0c8jnj7s8EgNGDE7j8zEE+kVCxCojEEk9b\n1h7dwDfF36PWZ1O3bzhAjxEtYtCf3yDclU5Hcmn7tcHooHWsG2EqeRcZ7S6nJW3tfHqiSorhuogr\n6zhYxdOawghLzyBr8RLkYb8dNIglnr6O2bpCKBcSWfGlhHaMYtlHuErBpBHJosdqHeFK3DaYZdMe\nFf9cReOWzST98VriLhD38hV3CoU8bcsF8aTTltajRyh9eXmvZ33Eoj8fW4iNVTaP6I5xpL6Q2jZd\n522BjNW6Q6AFVPfNV1R/5N7Z/zJ9O+8cLqPBaPLZdrW2/YjBeIgw1UjUEd4VpQkWgebjjbScaAQZ\nRA+NRTMgKuAnLxQmI1FNDR3/Ndf/9uemjj+rW1s487NPg0M+f8gvFj7bfJzDJR25dV9JqLcFRL4Q\nT+h403r+l1cpaizh/MTpHNyt6TGiRQwJ7Y9vEI6kM0+robnN5JFcRkYof5XIrkKZEBMBYPMcHc9j\n/Vrfbn+nFqaSk5AYiWJwNKZwBWoBTo+MYnB8ZK9nTvsrztZxsIqnUaejaOliBIOBrMVLCM/4bbvE\nEE9/x2ydEeqFRFZ8JaHtRjNpKTHU1bU4v7MIOIrbhppsdsfU1MiJBx8Ai5nsx55CFef9Qbm5qYnq\njz+gcctPIJO5XSjkaluuL6TTFkNFBaXLn8dYXd3lejex6Y/HFmLRm2xqlGqGxuYwNG4wQ2JzGBCV\nFlS/e70RCAEVLBaqP3qf+o2eXfdssgiEx0RQW2v/7J23GM1GXt3zKlX6Kq4ffj3D44fbvV/995vQ\nbVhPxKAcUufe0muio6BIx7tfFtDcamTUkAT+eGEu6gjxf8fFQjAYyM1JDQ75tF7zeahIx1ofS6in\nBUS+Ek8rNa21PLVtGQIC90+4g5oqhd05od5IaH96g6jUt/N1SQ0HG/UARAoy4lrMtNdYBdN9uUzU\nqkmIiUDj4S+2vs3YTXC7yanBRPTgWCKzoxHMFhoL6mktbyFcpXB41jRRG0FUP5PT3tZxsIqnYLFw\n8vlnaC04RPJ1NxB73tTO28QQz0DFbF0h1AuJrPhCQv21T7aN284fkYHF0hCysmkPa3N01ISJpM+b\n7/HzCIJA45bNVH/8IZbmZsKzskm5YTYRAwc5f7AD7MVyEyOSCG/K5tj+aCyGcNGl0xZTYyNlLy+j\n7ZjvRrH0p2MLb3FVNofG5pAeleqXSQi+wp8CajtKxZvGZ1+v5bLmCp7Jf5EwRRiLTrurRyzfWjCk\njI0ja/ESlFrnsX1dUzsr1u3ncEm90zbcYCBorvnsXjjkawl1t4DI1+JpJb9iJ28eeJ+s6AzuHj8f\nhUxhd06opxLal94gHMViK/Xt1GnkCLFhyGQyjI0Gmo830F7T1vlYX8mlt1jldE9NE9v0LZgAdYsJ\n04kmanWOz5z2Nzl1tI6DVTwBatevo3btaqLGjSft1gWd/x5iiGcwxGxdIdQLiayIKaH+2CdbBAv/\nKjjAvtqjJITV0tB2MuRlszuCxULJ00/SVniUjDv/5lHJjm2hkCw8nMQrriR26gWiXUdqtpjZWrKf\nLw9vpk5WhEwugAAZ4YOYNuR0xiSNFL0t14qvR7H0pWMLselPsmkPfwho91Eq3nzA4o+1/MPJ//Hh\n4TUMjc3h9nFzO//N7RUMuYrZYuGzzcf5YkuRV224/iBo5dOKLyXU1QIif4mnlXcOfMTWinzOz5rC\nlUOmA/bnhHoioaH0BuHuNZeKSCVRA2OISNEgk8mQtZqIbTaTERZOkjUW++v/xWwG8xX22nBj5PLe\nz5z2Ezm1t46DWTxbjx6h5JmnUGpjyV7yaOeHXd6KZ7DFbF2hLxQSWRFDQn2xT+4eoz2kK6TNpO+8\nvS/Ipj3aS0ooemwJqoQEsh95osv11L3hrFBIDLrHa1OSlAwf00qFcJiiJsexXDERLBaqP3iP+k0b\nRR/FEkrHFr6mv8umPXwpoI5GqXiKP9ayIAis3Ps2u2v2MyPnIi4eeD6WtjaKn3ocQ+lJUmbPQXvW\n2R49t6/bcMUg6OXTii8k1JUCIn+LJ0CbqZ2n85dTpa9h/pg5jEjI+22bvZTQYHqD8KbQRxOu7JSn\nqDg1DdFyqui4b2pEGBcOSPDbyBRf4m4brtNYbx+R0+7rOJjF06xvoeiRhzHV1THg3oVocjt+n70V\nz2CO2bpCXygksuKNhIqxT3Z2zaZCHolCkcZFmacwPjmvz8imPao/+gDd1/8hfvoMEq+4yun93SkU\n8gRXrukUsy3XGYIgUP/N16KPYgmmYwt/I8mma/hCQF0ZpeIu/lrLLUY9T257gUZDE3eOuxn1B1/S\nnL8N7Xnnk3Ldn7x67mCP4YaMfFoRW0J7KyAKhHhaKWkq5bn8l1Er1SyadBcxYV3F0lMJ9ecbhFhy\naRWh7mcuAz2n058c0DXzyfFKr9tw+4qc2q7jYBZPQRAoX/EqzfnbiZ8xk8SZvwO8F89Qidk6o68U\nElnxREI92Se7UxB0tCmGgw1yLhqQ6LDdti9haWvjxEOLMDU2MHDpY4Slpdu9n7eFQs7wpEjIm7Zc\ndxF7FEt/kk9JNj1HTAF1Z5SKO/hzLR/RHWP5zhVohTD++MlJYgcOZcDd94lSChbMMdyQk08rYkqo\nvQKiQIqnlU0lP/Lpkc8ZHp/LrWNusrsDc1dCxfyl8rVcOqI/Sact9mK4qRrnM/rcIVTk1LqOg1k8\n4bcSFPXQXAbccz8yhcIr8QzFmK0rdC8kGp8YwyUhWEhkxR0JdWWf7GkbraN2275O884dlL3yEuph\nwzsO5Gy+b18UCtkiVnut3qhnR9Vutpbv4ERjMSB+LFfMUSx9WT4l2RQXMQTUk1EqruLvtbxm67/Z\nqN9DbrmFWy9bjCo2VtTnD8YYrsfymZeXpwL+CWQD4cDjBQUFn9vcPgN4CDAB/ywoKFjV24a4K59W\nxJJQ2wIi7dnnUrvmk4CKJ3S8Sb6250321x7id0Mu44Isx5/quCqh7vxSBUouHdFfpdMWd2O4YhMs\ncpqUFM3ugxVBLZ7tZWUUP74UmVJF9pJHUSUkeCWeoR6zdQXbQiKNUsFlIVpIZMUVCbW3TxZj9Ilt\nu+2CkZmkqMX9oCqYEQSBspeW0bJnN6l/mUvM5I55er4sFPLlyJSKlkq2+iiWK9Yolr4kn5Js+h5P\nBdTbUSqu4M+1bKiq4sQTS/n4jHDKklRcO+wqzkyfJPrrBFsM1xv5nA2MLigo+FteXl4csKugoCD7\n19tUwAFgAqAHfgKmFxQUVDl6Pk/l04oYEmotIAKQx8SQdd8DARNPK02GZp7c9gLNxhbuGT+f7JjM\nXu/vTEJtf6mCTS4dIUlnT8SK4YqNv+S0zQILX9kctOJpMRoofuIxDCdLSLtlAdHjJ3glnn0lZusK\nfamQyEpvEpqUFE1lVYPoczY/PlbBztompmUk9Iu4bXeMNdWcePhB5OERZC99lPrvv/NJoZCv53Ta\n4qtYrhijWEJZPiXZDAzuCqhYo1Sc4a+1bFswFH7jLF4StmCymFg48XZSI1NEf71giuF6I5+RgKyg\noKA5Ly8vAdhWUFAw+NfbRgNPFxQUXPLr138HthQUFHzi6PnW7y8RktXhZEaGe1U44Y2E1n3zNTUf\nvgdAzJlnk/rnOR5vh5gcqjvCy7tWkaCO54GJdxChjHD6GHsSOnZIIunJUZysbAoquXSEJJ29448Y\nrtiIIacJ2gh2Hqmhvqk9KMUToOq9f1O/aSPac84j5U83eiyefTVm6wp9qZDIShcJVRjJGNJAdGoj\nle0ltFlaO+/nbRttf43bdqduw3pqVn+CLCwMwWAQtVDIn9JpD7Fjud6OYgkl+ZRkM3hwVUDFHKXi\nDH+13ZaveK1LwdDOqr2s2vcOGVFp3Dt+gc/GLgVDDNfraz7z8vKigc+A1wsKCj749e/OAhYUFBT8\n8devHwGKCwoK3nD0PH/d8IsAoJLLGBwXRV58FLkJ0QzSalB5cEZn79Ea3v3qEPt//aR5wvAUZk3L\nI9dB8UPZ519wfNU/UcZqUYSH015ZRe7f7iTpHM+qjsXmvT1rWXvwK6ZkT2LB5NkuP04QBHYdrua9\nrw5xqOi3HWykWkVKnIbkeDXJ8Zpf/6whJV5DUpyGKHXg8uBlTa2sP1pBfrkOAciKUTNjaBpjkrWS\ndHbDZLGwuqCMb45XoZLLmDUyk7MGJITsz6m51Ui1Tk9lnZ6qOj2Vuo7/V9W1UqnT09Jq7LzvvN+N\n4rKzXJ+B5S9qf97OoSf/D01WJqOfe5ovtp1k5dp9xEWH8+StZzIg2bXRSE3tRlbtPsGBmibiIlTM\nHTuIIfG9zyPuawiCwC8V9bx/4CQN7UbSoiK4/pRMcuPdn3EcDJgtZvZUHuTzfT+wv3Y/gqzjwz9L\newSWpngsjfFEC6mkRCWSEh9JSryGZNt9c6yaMCdnvFsMJpb8eIAWo5nFZw4jo49Fs93BYjSy++77\n0JecJO2yS8i6dhZKjXc/j4raFj7aeJhv80uwWAQyU6L444V5nDkmA4UfpNMeJxvL+f74Vn488TO6\ntgYAMmJSOXfg6Zw98DTi1a5dQyaYzRx/4y3Kv9iAKi6OEQ8/SFSOONfCBpLqllr2Vx3mQNUR9lcf\nprqltvO2yDANI5KGMjI5lxFJuWTFpkuy6WcEs5nDLyyn5sefiB4+jBEPL+7ye9paVsaBR56graKC\npHOnMGTBrchVwTU6xF1OfrqGorf/TcyI4Yx8bCnyX6Pur+e/x8bCH7l46LncdOoffPb6tQ2tPPvv\nHew/VktKvIb7b5jA0Ez351R7gefymZeXlwmsBl4pKCh4y+bvRwH/V1BQcNmvX/8d2FxQULDa0XP9\n93C5UNjYyvEmPRWths6/V8pkZEVFkBOjZlC0xu0zo66cCe1eLoQg9CggCjRmi5nnf3mVosYSbhj+\nByaluffJrSAIFFc2k5AQidxsDvjFxvaQznR6TrDGcMXGeuY0NSWGMPxXiOYqRp2OoqWLEQwGshYv\n4YdywaMznv0pZusKoV5I5GiUxvDo0aSGD6G2Amob239NALRS19iO2WJ/fWujwuxG0xO1ahJiwllb\nXN2v47bdMbe0YGnVo0pM8up5An2m0xXEiOV6OoolmM58Smc2Qw9HZ0B9MUrFGb5eyy379lK6/O8o\nY+PIWrwEpfa3a7YNZiPP5L9IeUsl80bPZlTiCJ9tRyBjuN7EblOA74FbCwoKvut2mwrYD0wCWoAt\nwIyCgoJyR89ne81ni9HMieZWjokoo44kNO7Az3ZbbTsLiBISyF68FEV04D9pr2mt5altyxAQWDjx\nDpI17r+ZBtMbhBVJOsUhFGO4nhKM61iwWDj5/DO0Fhwi+bob2B491G3x7M8xW1cIpUIivVFPfuVu\ntlbkU9RYAnTEIiemjGVy2gSyojve5O0WDlkE6pvbu1yL/1tcvXc5lYfJUUeGMTI1hqRYdQ85VYWI\nsAcLoSCd9vA2luvuKJZA7pMl2ewbdBfQ2HPOpfLtt0QfpeIMX65lQ1UVxY8vRTAYyLx/ERGDeqa3\nyporeCb/RcIUYSw67S5R5/zaIxAxXG/kczlwNVBg89crgciCgoKVeXl504GHATnwRkFBwWu9bUhv\nhUNiymh3CR3ccpKzDYVMvmtej3IhawGRZvgIMu68W5RGPG/Jr9jJmwfeJys6g7vHz0cpd6+VLpgO\n2iXpFJ9At+H6i2Bax1Zq16+jdu1qosaNZ/9pM3n/26NuiWd/aLMVg2AuJHJ05mlEQh6T0yYwKmF4\njzNPHs35tCOnlbpWdpXVY2g1IbSbsXh45lSS0w5CVTrt4WlbbuuRI5S+4tooFn/ukyXZ7LvYCiiA\nLDyc9FvmizpKxRm+Wsu2BUMps+egPcvxZX0/nPwfHx5ew9DYHG4fN9fna9jfbbghOedTDBndvvob\n1u+upkSdCtiP4woWC2WvvkTLrp3ETbuYpGv+6M23KBrvHPiIrRX5nJ81hSuHTHfrscFw0C5Jp+/p\n6zHcYFjHtrQePULJM0+h1MZyfObNvLu51C3xlGK27hNMhUSOYrWujMIQay3btttOSY3z+Mxpf5fT\nviSd3fEkluvqKBZf7pMl2ew/CBYL1R+8R/2mjQCEZWaSdf8it+eAeoMv1rK9giFn91+592121+xn\nRs5FXDzwfFG3xx7+jOGGpHx2x10Zbdr0bWfUVn/9bXxxoNHhNaHm1laKn3gEY0UFqX+9mZhJp3v5\nnXpPm6mdp/OXU6WvYf6YOYxIyHP5sYE8aJek07/05RhuMMmnWd9C0SMPY6qro2LGTbx1wOiyeEox\nW+8QBIF9umbWF1fTZDSTFBHGFQOTGeSHM8auxmqdIcZadrfd1ptYb1+V074snfZwJ5bryigWMffJ\nkmz2T7qOUklHlZRMy+5dbs0BFQNfHF/UffkFNZ9+jHpoLgPuvs+lWbotRj1PbnuBRkMTd506jxzt\nQFG3yRH+iOH2CfnsTq8yKlhIKisira6SMeefx6DMdJRyea/FRIbysqArICppKuW5/JdRK9UsmnQX\nMWGuXZMaiIN2SToDR1+N4QaLfHZ8mvkqzfnbqR9/Hv9oyHRZPKWYrXj4q5DIk1itM7xdy3qTmeX7\nitCbLCwYmUmK2vsPmPqTnPY36bSHK7FcZ6NYvFnHkmxK2BulIg+PcGsOqFiIfXzRW8GQM47ojrF8\n5wriImJ5YOKdaFT+OUbwdQy3T8pnd6wyenB/AcebW9El/Da8tfuZUX2tns9/KuohoclVhUFXQLSp\n5Ec+PfI5w+NzuXXMTS7tkP150C5JZ/DQ12K4wSKfDT/8l8q336QtLZvlmrOJiYpwSTylmK1v8FUh\nkTexWmd4u5Zt47b+arftC3IqSWdPnMVyR8UPo/7jj6nftBGFNpaMO+7q/DDenXUsyaaELYbKCkqX\n/R1jdRXRk08ndfaczjODrs4BFRMxjy9cKRhyxhfHvmbDiY2MSx7NnJHX+e342Zcx3H4hn9B1nEr8\n3+6nTBPTa0xXozdzeF8VxWUdC3D04ASmGw5h+e7LoCkgEgSB1/a8yf7aQ/xuyGVckOW8CcwfB+2S\ndAYnfSmGGwzy2V5WRvHjSzHJFKxIvQRZbLxT8ZRitr5HrEIisWK1zvBmLbsbt/UXwSynknS6hsNY\nbvIYJh4xYF73VZdRLL2tY0k2JRzhyigVfwuoWMcX7hQM9YbZYmb5zhUUNpzg2mFXcWb6JK+3zR18\nEcPtF/LZfY5n91bb3mK6Jl07hqImGmtbQRCY3fgTqdXHgqaAqMnQzJPbXqDZ2MI94+eTHZPZ6/19\nedAuSWfw01diuIGWT4vRQPETj2E4WcLq1HOoTBnqVDylmK1/8aSQyBexWmd4upZ9Ebf1F4GQU0k6\nPcdeLHdCZThnfF+KTICUP93IkCund65jSTYlXKFpx3YqVr3u0igVfwqoGMcX7hYMOaOuTceT25Zh\nsphYOPF2UiNTnD9IRMSO4fZ5+XQmnvawJ6PtujaajzUiq2vixpINJBgbaZgxi3EzLgxIu6Ith+qO\n8PKuVSSo43lg4h1EKCMc3tcXB+2SdIYeoR7DDbR8Vr33b+o3beSXmFx+HjTFqXhKMdvA4GohkS9j\ntc7wdC0HIm7rL0SV05gIjpU3StIpAt0/nEmqamXGDw2o2wXazh/P7lFJHGk8LsmmhFN033xF9Ucf\ndDl77gx/CagYxxeeFAw5Y2fVXlbte4eMqDTuHb9A9A9CnSFmDLdPy6cn4mkPWxndc7yW5p2FXHtg\nLXIsfDRyJrGThjMmO96lOaO+4rPCL/m66DtOSz2VG0c4PiMr5kG7JJ2hTSjHcAMpn827dlL28nKq\nw2JZk3cFd18/0aF4SjHb4MBeIdE5qZEcqN3r81itMzxZy8Eat/UXnsipJJ3iYo3l7j34ExPWHyC2\n2YIuWsGu0bHIx53CkIShkmxK9ECwWKj+6H3qN37T47phlx7vQwF9+eVlFBQcpKFBR0uLnvT0DGJj\n4/j55/+RlzcMAIPBgFqt5rHHniY6OprGxkZeeWUZpaUnMZtNJCenMn/6FdS//hrEaPlxyGB+2bcH\nuVyOUqnkr3+9hREjTqG8vIwbb5xFXt4wBEHAaDQybdolXHXVNQCce+5kRo0a02X7lix5nBc/e5kf\nV28kOS2VFE0SBoOBa665lqlTLwBgw4bPaWhoYNas67s9dhEPPfQoShEkWIwYbp+VT7HE0x4tRjM7\nvvye1HXv0KCM5K3My7AkxxI5KAZNbIRLc0bFxmwx8/wvr1LUWMINw//ApLTxdu8nxkG7JJ19h1CN\n4QZKPo06HUcXL8JiMLB66Ez+Mud8h+IpxWyDj6KmFt49vIOqlgMYTScAi89jtc5wdy2HctzWX3SX\nU3W4kjGDEyXp9BFllYU0rP8Mxbb9YDajSkkhYfrlRJ82OeDdGBLBQ9dRKj0bk13F12dAN2/eyP79\nBdx883wqKspZsmQRK1a82Xn7ihWvEBOjZdas6/nb327jd7+7irPPPheA9954nR1rP2FeRhZfDRyI\nQqvllltuA6CiooL77ruDp59+AYClSx/sfF6TycSiRfcwc+ZVnHnm2cyceRGfffZVj237/Iu1fLxt\nNdHnpDJv9GyywwYwe/YsVq/+AoAvv1xPfX19D/kUG29juL3Jp/d6HCB8KZ4AkSoFUy4/n1qaYN1a\n/qjbwlvyc2mvbcOUrOFQVhTHtK1And05o76QUYVcwU0jr+Wpbcv48PAaBmmzSNYkifoaknT2PZRy\nGZdmJTEwWs0nxytZfaKKY02tIRfD9QeCxcLBF14kor2VnzLO6FU8pZhtcGEvVquQx6JS5TIk7hSu\nzslxu5AoUHzxa4R4WkaCJJ4OkMtlxMdEEB8TQW5mbKA3p8+TnjKYMQuXUHboOHUb1tOw+Ucq3lhJ\n7fp1koRKAPZHqXSfFesqMoWC1DlzAWja9jMnl/1ddAG1nnzrfhJOEASqqioYMCCTiopydLraTvG0\ntLUxuaiIkYkpJF9/I5v+/n988snnnY9NTU3lyiuvZsOGz7nsssu7PK9SqeTqq//If/7zBWee6biY\nSClXMjphBCfljbxz8CNuGvAHwsO7vg9s2/Y/tm79Cb1ez003zeX008/k97+fwXvvfcqzzz5JWFgY\n5eXl1NbW8OCDS8jNHeb2zycuOpx7Z43tjOE++c4O0dpwQ1I+fS2etsRPv5y24iJSdu3kvmEnWaMe\n3TGipUrPoCwtWcMSaQiDY02tHGvyvYwmqhOYlXclbx54nzf3v8fd4+ejlHv/zyhJZ99nRFwUt2nC\neb+wnF21TZS2tIVUDNcfbFv5LnFlxzmmzebS2661K57dY7YXSzHbgOGorXZKxulMTptAdFgKnxdX\nU9Cg58V9xS4VEgWag/XN7KxtIkMTztlpcYHeHAmJLqgSEkn502ziL50uSahEJ72NUvEUfwiolRMn\njnHbbTfT2NhIe3s7F110CRdffBkHD+4nLS0D6JDSirf+iamslNQLpmEZOZKYGC3ybu8n6ekDOHBg\nv93XiY2Np76+AYCGhgZuu+3mztuSk5N56KHHEASB//13M5p90VS31vCQZjdLFj/aeT9BEIiLi+fh\nhx9Dp6tj7tw/89FHazuP1WUyGamp6dx77yI+/3wt69at4Z57HvDo56KQy7lyymByM2NZ+fkB3tt4\nhILieq/bcENOPv0pngAyuZzUOXMpfuIRjFu/59a/5lF21jjWbj7O4eJ6jhc3MHpwAtdNyoJoVWeB\nkS9ldELqOA7WHWFrRT7rjv2HK4dM9/i5JOnsX8SFq5g7LLMzhvvqgZKQieH6mh/W/0Ty9k00qyIZ\nfed80hOjetxHitkGHkdttSMThtmN1d4wNL2zkGhjaR27a5u4YmBKj0KiYEBvMrP2RBUKmYzf56T0\nu+s8JUIHSUIlrLgySsVT/CWgAwfm8NJLK2hvb+f+++8iLi4OhUJBSkoq1dWVAOj+s4Hm/G2oBg9h\nd0I8U6NjaGxswGw2o7BZ6yUlRaSkpNp9ncrKcpKTO1pstVotL720ouf3LJMxbdolzJ17Kyv3vs3u\nmv2cjKziFJvbx4wZB0BcXDyRkZE0NDR0eY7c3DwAkpKS2bt3t1c/G4BTBiWw9M+nsWLdfnYcrqao\nssmrNtyQkk9/i6cVhVpNxvzbKX7iUSr/9SYDFz7IwutO5VCRjrWbj7OnsJY9hbWMHpzA5WcOYsYp\nST3adMWW0atzZ3Ks8QTfFv/AsLihjEjIc+vxknT2X6QYbk82/nQY7fr3AEi66a+kZyb3uI8Usw0s\nnrbVymQyRsVHMzRG01lItPLQScYnxnBJZiIaL2dKiokUt5UINSQJ7d90GaVyw597HaXiKf48Axoe\nHs6SJY8ze/a1nHLKGIYMGYpWG8vGd98m6/vvUMbF81NKCkf+t5lpF1/G1KkX8vrrrzJv3gJkMhml\npSdZs+ZTnn12WY84r8Fg4OOPP+SGG/7sdDsEQUAmk3Hd8Ksp2naSL45/Q27cYHK0AxEEgf379zJz\n5pVUV1fR3t5GbKzvLz0QM4YbMvIZKPG0EpaWTupfbqbs5eWUvfIi2YuXMiw7joXZcQ4fzHoAAAAg\nAElEQVQldGR6DCPjOs6eiC2jEcpwbhp5Hc/lv8zbBz5k0aS7iAmLdvp9SNIpYUWK4XbwzfZi9B+/\nS5aphbALLiVz4tgut0sx28DhLFbrTltthFLB5dnJjEuIYc2JSnbUNHKwvoXLMhMZmxAd8P2fFLeV\nCGUkCe1/2I5SyZh/m0ujVDzFFwJqu8+3/XNcXDzz59/Js88+yYoVb3L/Lbfz1J23Ut/ejtyQTlZ0\nJPffvxiAW265jX/+83Xmzp2NSqVCpQpj4cKHSEtLp7y8rDPOK5fLMZlMTJt2CePHTwSgsbGxS+wW\n4OabF3TZnkiVhtkjZrF85wruWXQnLz38CjKZjMbGBu644xZaW1s7twV6fj9iv6+JFcMNibbbQIun\nLbXr1lK7bi2a4SPIuPPuLjtTq4QeLqkH6JTQnPSep6XtzRm14o6Mbir5kU+PfM7w+FxuHXMTcpnc\nbrOiJJ0SjgjWNlx/tN1+k1/C/k83cGn1/1AMGkzOwkVdfqelmK3/cRSrFbOt1mwR2FJZz8ayWowW\ngcExamZmJ/uskMjZWpbabSVCAXf2ycbamk4Jldpx+xbejlLx6rVFasF1dS1b2toofupxDKUnSZk9\nB+1ZjouCfMkXx77mjVUrmPb76dw8bnbAj8/AeRtub223iqVLl/pjGwHQ6w1uv1gwiSeAemgu7SXF\n6PftRTAYiBx5SudtibFqzhqdRl5mLNUNbRw4oeOH3WUcL28kOU5DXPRvBxRhCjnJ6jDyYiOZlBzL\n5ORYsqIiiFIqMVgslLS0c6yplV9qGvmxop7CRj31BiMgI1ql6DzrMjAmi6KmkxyoKyBCGU6OdiCR\nkeHo9R0yW9nazvriaj4vqqay1UC6JpwrspO5NDORJHV4UCxgicAil8kYqo0kTRPOoYYW9uqaqWs3\nMiRGgzKAYwts17Ev+Ca/hK83bOeqiu9RqNUMvOd+FJG/FQwdb2rlzYJSylsN5Gk1zM7NIEkdGm2p\noUh5SyXfFv/Avw9+xOaynylvqSRZk8QFWefwpxHXcHbG6aRFpqCQe3/gKpfJyI5WMzYhmto2A0ca\nW9le3YiAQGZkhOhntZ2t5bUnqihqbuPCjAROiXeeYJGQCATu7JMVGg1RY8YSc8aZCEYD+kOHaN6R\nT9P2n1FoNISlZyAL4uIvCftY2tupeP0fNG7ZTFh6Bpn3LiQ8zX/H5TK5nKixp2KsqkS/dw/6w4eJ\nnjARmdK9DyRdWcuCIFDxxkpaCw6iPe98EqbP8GbTvWKwdiCFFFPYXkxshJas6AEB2xYr6nAlp5+S\ngiAI7D5ay+a95WjClQxK6zh5ERkZ/oijxwb1mc9gE08r5tbWjgKiigpS/3ozMZNOt3s/d86Edsed\nM6OxKiPP5C+n2djCPePnM2HwCPYV10hnOiXcRtdu5P3Cck62tJMUoQpoDNeXZz6/yS/ho68P8eey\nL0lsqyPtlgVEj58A9IzZTpNitj7DUax2YspYt2O1niIIQmchUZPRTFKESvRCot7W8sH6Zt45Uk6G\nJpx5IzKlkiGJoMWbfbJ0JjT0EXOUird4ewbUlbVc9+UX1Hz6MeqhuQy4+z6v23u9pa5Nx5PblmGy\nmFg48XZSI1MCuj227Dtey8rPD9CkNzI+N4k/XzqM7Mx4h29mQSufwSqeVgzlZRQ/8SiCxULmwgd7\njRx4I6FWnMlorKqKwtq1aMPjGDfgBnZV6SXplPCIYInh+ko+v8kv4f2NR7i0Pp/RNQfQnnMeKX+6\nEZBitv7AH7FaT2gzmTsLiQQQtZDI0VqW4rYSoYQY+2RJQkMTX4xS8RZvBNTZWm7Zt5fS5X9HGRtH\n1uIlKLX2C+38zc6qvaza9w4ZUWncO35BQN4rHdE9hvvmwxeFVuw22MUTQBEdTVh6Bk3/20LLvr3E\nTD4Debj9Awd34riOcBbTrWqPAMy0GE5wQpePnApGxsJ5afHkaBNEiapJ9A+CJYbri9itVTzHmMo5\nq+xnwtIzSL91ATKFQorZ+hh/xmo9QSmXkxcbSa42kpMtbRxp1JNf00i0SkGqOsyrD18crWUpbisR\nSoixT5biuKFHa+FRTj7/DOZ6HfHTZ5A86/qg+KDAmwhub2vZUFVF6QvPgSAw4K67g8pB0iJTaGxv\nZH/tIVrN7YxMGBboTeqkewx31kXDQid2GwriaUtvBUSOEONMaHdajGYKm5rZVLyJhvbjVLVUdN6m\nkqvI0WYzNHYwQ+NyyI7JRCUPmaJjiQASyBiu2Gc+reKZHmbkhhPrkBkNZC1egio9Q4rZ+ohgiNV6\ngtiFRPbWshS3lQg1fJFGkc6EBjddRqlcf6NPRql4iydnQB2t5WApGOoNg9nIM/kvUt5SybzRsxmV\nOCLQm9SDg0U6pkzICo3YbaiJJ3S0fpW9+hItu3YSN+1ikq75o8uP9YWEQscv1fHSCo7WH+Nw/TGO\n6Aopk2RUwkMCFcMV80DHKp6xGiXzm3/EfOwIydfdgPKsKVLMVmSCNVbrCbp2I+uKqiho0KOUyTg3\nPY4pqXFuz2XuvpaluK1EKOLL6/AlCQ0+bEeppN9yq09HqXiLuwJqby0LgkD5iteo+HkL61VKHn79\nLQ4e3M/LL3fM7ExKSmLx4kdRKBQ8//z/UVh4FJVKxcKFD5GR8VsB0IsvPk9W1kCuuOIqANatW8O6\ndWtQKBTceOMczjjjrM77/ve/3/H999+yZMnjvX5/DQ31vP76q9x77yK++eY/vPfhO5TrK4lM07Lq\niTfQhsX0uk3dWbHiFXbs2I5MJmPevAWMGzeexsYGZs26kpycIQBMmXIeSUlJrFz5GmeffS5//vNf\nee65p3jwwaW9bqvNzzj4Y7ehKJ7QMUMnctQYmnfuoGX3LlQpKYQPyHTpsWLEce0RGRmOqV0gNTKF\nkQnDmDLgdM7JOINBMVlEh0XTZmrjRGMxh+sL2Vqez7fFP3BYV0hdWz0ymYzosGgUMin2ItFBoGK4\nYsVureKpjQzjjrQqTPn/I2rceJouvpw3D0sxW7EI9litJ6iVCsbER5OiDuN4UyuH6vXs0zWTqgkn\nLtx1ge6+lqW4rUQo4ssGcimOGzwIFgvVH75H3eefodDGMuDue9EMzQv0ZvWKuxFce2tZ958N1H/7\nDZ+0t3L9oiXExSdw3313smTJE8yadT1NTU1ERUWye/dOTpw4ztNPv0B29iBWrXqNCy64CJ1Ox+LF\n97N//15Gjx7LsGHDqa2tYdmyZ1m58l9ccME0Hn10MTNmXIFcLmfZsuf4/PM1xMcncO655/f6/b38\n8gtcddU1aDQaHnpoIW+s+jc5Zw7nh02bKGg4iqpBTlHRiR7bZI/Dhw/x5ZfreeWVlUycOIknnljK\nFVdcxZ49u1GpVDz66FNceukMRo48hYEDc9BoNDQ01DN58hnodHUcP17I0KG5Tv9Nemu7DYrTXaEq\nnlYUajUZ82+n+IlHqfzXm4Slpbs182hYdhwLs+M6z4TuKaxlT2GtaGdCAaLCIhmbPIqxyaMAaDa0\ndDkzWqA7SoHuKByXzoxK2GdEXBS3acJ5v7CcXbVNlLa0BbQN1xVsxfPuM7ToV/wTZVwcRy66gq8L\nSpEBF0sxW49xFKudknF6UMdq3UEmkzEqPpqhMZrOQqKVh056XEh0sL6ZnbVNZGjCOTstzkdbLSER\nmqgSEkn502ziL53eeSa04o2V1K5fJ50J9QOW9nYqVr1O884dhKVnkHHH31AlJARkWz7adJTth6rc\nfNRozLk5WNrbkS37DmW0FmzegyYOS+aaqUN6PKpl315qVn+CMTqGErORwbl5FBefICYmlg8/fJdj\nxwo544yzyMoayGefrWHSpDMAGDnyFA4dOghAW1src+bMZevWLVhTpQcP7mfUqDEolUqUyigyMjI5\nevQww4aNYNSoMUyZci6ffba61++opaWZQ4cOkpMzBEEQ+Mc/3iQ8PJyzMyazQhVNRXs1639az6WT\nL+2xTfbIzR3G88+/BEB5eRnR0R0fgBYUHKSg4CALFswlLi6eO++8h4SExC6PnTr1Qu6++zYuuWR6\nr9vsjIAbRaiLp5WwtHRS/3IzZS8vp+yVF8levBRFtHufaPtDQq1IMirhCXHhKuYOy+yM4b56oCRg\nbbjOsBXPe3+XR9tL/weCwM6LrmKHrk2K2XqIo1jtyIRhIRerdYcIpYLLs5MZlxDDmhOV7Khp5GB9\nC5dlJjI2Idql9a83mVl7ogqFTMbvc1Kk6zwlJBwgSaj/CaZRKp4jQxEVBXSItKmpoYeAdsdQVUX5\n668hUyjQnXce2bt+AaC+vp59+3Zz9933kZ4+gPvuu4thw0ag17cQaTMTXC6XY7FYSEtLJy0tna1b\nt3TeptfriYyM6vxao9HQ3NwMwPnnX8gvv+Q7/Y72799H1q8ntGQyGXFxHR9afvrph6SoElGPTGPf\nRz/TRHOPbZI7SAsoFApWrHiFTz/9iLvuuheAgQMHMXz4SMaPn8jXX/+HF154lscffxrbyzOjo6Np\naKhHr29B48XaCKhB9BXxtBI1dhwJl19B7bq1lL/+mssFRN3xp4R2brskoxIuopTLuDQriYHRaj45\nXsnqE1Uca2plZnYy4YrgiEV1Ec9ZY+GTf2GqreXgxCns0KaQp9Xw+0GpRKqkgxdXKW+p5OfyHWyr\n2EGDoeNamVRNMpPTJjAxdRyx4cFRRe9rMqMimD8iq7OQ6OPjlfxS2+hSIdEXv84SnZaRIF3nKSHh\nApKE+odgHKVyzdQhds9SuoKr14Ba2tooe+VFLHo9KbPncKK1hbi4eAC02lgGDMgkK2sgAJMnn86h\nQwfQaCLR6/W/vZYgOJS87vfV6/VER7t3DN/QUN+5TQAWi4VXX32R0tISnnryeYr1pdwXvoMvj2xk\n2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Tr0EQyGkovlNm28cXZ2ITPzMnp9SwBUShXPBYznr78s4/uLu3ntoSkolUrc3Nzo1MmP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\nuALYdLaDnWvCUelYLpez7Y1EOjnVcWC4XE4yRvUJdYweRbUs3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+ "text": [ + "" + ] + } + ], + "prompt_number": 727 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Trends by how many hours people work\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "tsum_data = tall_data[['year','TRCODEP','TEHRUSL1','TUFNWGTP','weighted_minutes']]\n", + "tsum_data['bin']= pd.cut(tsum_data['TEHRUSL1'],[20,40,60,80,100],retbins=True)[0]\n", + "tsum_data = tsum_data.groupby(['year','TRCODEP','bin']).sum()\n", + "tsum_data.rename(columns={'TUFNWGTP': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", + "tsum_data['weighted_avg'] = (tsum_data['weight_min_sum'] / tsum_data['weight_sum']/60).round(decimals=1)\n", + "tsum_data.weighted_avg.unstack(level=(1,2)).plot(kind='line')\n", + "\n", + "#style=['r','g','b','r'], sharex=True" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 747, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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FUllZAdQujzJ79nSio2fy4Ye7APjDH97giSciyM+/SEZGOnv37m7yes0hxaUQ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\nB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9FcnE/e9wk8Vjewe8FlNBvnQnS8kuY6nZhdV0m/x91dmpUsF9/pcLRt+98zVSjy4lKM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\nrdVsnm9PL/HqSmmru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+ "text": [ + "" + ] + } + ], + "prompt_number": 747 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 728 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From f695ecb7071357917c1f78a357b231861f676349 Mon Sep 17 00:00:00 2001 From: Ana Maria Echeverri Date: Sun, 8 Feb 2015 20:10:15 -0500 Subject: [PATCH 2/3] Finished Version --- education.ipynb | 978 ++++++++++++++++++++++++++++-------------------- 1 file changed, 570 insertions(+), 408 deletions(-) diff --git a/education.ipynb b/education.ipynb index 115a118..9ce006c 100644 --- a/education.ipynb +++ b/education.ipynb @@ -1,13 +1,30 @@ { "metadata": { "name": "", - "signature": "sha256:2e78687e69768d24db9c24631609f8a6daf95faf68e064b9fd0924bc62e0698d" + "signature": "sha256:0b5de4328fc3f4fb5e713ff4290f78cebed77d25895a6836c31ada85af97c79c" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "ANALYSIS OBJECTIVES" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This analysis will look at how different population groups spend their time in terms of getting additional education. I will be looking specifically at:\n", + "- Education to get a degree\n", + "- Education for personal interest" + ] + }, { "cell_type": "code", "collapsed": false, @@ -21,36 +38,26 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1039 + "prompt_number": 1183 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", - "plt.rc('figure', figsize=(12, 8))" + "plt.rc('figure', figsize=(6,6))" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1082 + "prompt_number": 1184 }, { "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "ANALYSIS OBJECTIVES" - ] - }, - { - "cell_type": "markdown", + "level": 3, "metadata": {}, "source": [ - "This analysis will look at how different population groups spend their time in terms of getting additional education. I will be looking specifically at:\n", - "\n", - "- Education to get a degree\n", - "- Education for personal interest" + "Data Loading" ] }, { @@ -62,7 +69,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1041 + "prompt_number": 1185 }, { "cell_type": "code", @@ -73,7 +80,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1042 + "prompt_number": 1186 }, { "cell_type": "code", @@ -84,7 +91,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1043 + "prompt_number": 1187 }, { "cell_type": "code", @@ -107,7 +114,7 @@ ] } ], - "prompt_number": 1044 + "prompt_number": 1188 }, { "cell_type": "code", @@ -138,7 +145,7 @@ ] } ], - "prompt_number": 1045 + "prompt_number": 1189 }, { "cell_type": "code", @@ -192,7 +199,15 @@ ] } ], - "prompt_number": 1046 + "prompt_number": 1190 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Data Reduction" + ] }, { "cell_type": "markdown", @@ -305,7 +320,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 1047, + "prompt_number": 1193, "text": [ " TUCASEID TUFINLWGT TEHRUSL1 TEIO1COW\n", "0 20130101130004 11899905.662034 NaN NaN\n", @@ -316,7 +331,7 @@ ] } ], - "prompt_number": 1047 + "prompt_number": 1193 }, { "cell_type": "code", @@ -384,7 +399,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 1048, + "prompt_number": 1194, "text": [ " TUCASEID TEAGE TESEX\n", "0 20130101130004 22 2\n", @@ -395,7 +410,89 @@ ] } ], - "prompt_number": 1048 + "prompt_number": 1194 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "codes_desired = [60101, 60102]\n", + "act_reduced = activities[activities['TRCODE'].isin(codes_desired)]\n", + "act_reduced = act_reduced[['TUCASEID', 'TRCODE', 'TUACTDUR']]\n", + "act_reduced.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 1050, - "text": [ - " TUCASEID TRCODE TUACTDUR\n", - "964 20130101131401 60101 140\n", - "966 20130101131401 60101 200\n", - "1212 20130101131579 60101 255\n", - "1381 20130101131694 60101 160\n", - "1772 20130101131999 60101 200" - ] - } - ], - "prompt_number": 1050 + "prompt_number": 1196 }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Merging respondent/demographics with Activities" + "Merging respondent/demographics with Activities by TUCASEID" ] }, { @@ -672,7 +695,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 1051, + "prompt_number": 1197, "text": [ " TUCASEID TEAGE TESEX TUFINLWGT TEHRUSL1 TEIO1COW TRCODE \\\n", "0 20130101131401 16 1 17284603.689761 NaN NaN 60101 \n", @@ -690,165 +713,209 @@ ] } ], - "prompt_number": 1051 + "prompt_number": 1197 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Data Histograms" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def print_hist(data, key, title, axis_labels, xticks):\n", + " ax = data[key].plot(kind='hist', alpha=0.5, title=title, xticks=xticks)\n", + " if axis_labels:\n", + " ax.set_xticklabels(axis_labels, rotation=45) " + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1210 }, { "cell_type": "code", "collapsed": false, "input": [ - "all_data['TEAGE'].plot(kind='hist', alpha = 0.5, title=\"Histogram for Age\")" + "print_hist(all_data,'TEAGE', \"Histogram for Age\", None, None)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 1056, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 1056 + "prompt_number": 1211 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "\n", + "This data sample is heavily skewed towards younger people (Most respondents are younger than 20)" + ] }, { "cell_type": "code", "collapsed": false, "input": [ - "all_data['TESEX'].plot(kind='hist', alpha = 0.5, title=\"Histogram for Gender\")" + "print_hist(all_data,'TESEX', \"Histogram for Gender\", ['M', 'F'], [1,2])" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 1057, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 1057 + "prompt_number": 1213 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "There is a much larger number of females in the sample" + ] }, { "cell_type": "code", "collapsed": false, "input": [ - "all_data['TEHRUSL1'].plot(kind='hist', \n", - " alpha = 0.5,\n", - " title=\"Histogram for how many hours people work a week\")" + "print_hist(all_data,'TEHRUSL1', \"Histogram for how many hours people work a week\", None, None)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 1058, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 1058 + "prompt_number": 1214 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "Most people in this sample work less than 50 hours a week (which is expected)" + ] }, { "cell_type": "code", "collapsed": false, "input": [ - "all_data['TEIO1COW'].plot(kind='hist', \n", - " alpha = 0.5,\n", - " title=\"Histogram for employee types\")" + "axis_labels=['Fed Gov', \n", + " 'State Gov',\n", + " 'Local Gov', \n", + " 'Priv/Profit',\n", + " 'Priv/NonProfit',\n", + " 'Self/Inc',\n", + " 'Self/NotInc',\n", + " 'No Pay']\n", + "print_hist(all_data,'TEIO1COW', \"Histogram for employee types\", axis_labels, None)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 1059, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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GZ0mSJKmAwVmSJEkqYHCWJEmSCsxruoOI+A6wqb77U+ACYBUwDtwHnJ2ZE03XIUmSJO2N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\nmT95tP3XPTzI8I7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"text": [ - "" + "" ] } ], - "prompt_number": 1059 + "prompt_number": 1217 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "Most people in this sample work for the private sector (For Profit and Non Profit)" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "2013 Analysis. This part of the report analyzes data for year 2013" + ] }, { "cell_type": "code", "collapsed": false, "input": [ - "def plot_bars(ax,\n", - " legend_labels,\n", - " axis_labels,\n", - " xlabel,\n", - " ylabel,\n", - " title):\n", - " patches, labels = ax.get_legend_handles_labels()\n", - " ax.legend(patches, legend_labels, loc='best')\n", - " ax.set_xlabel(xlabel)\n", - " ax.set_ylabel(ylabel)\n", - " ax.set_title(title)\n", - " ax.set_xticklabels(axis_labels, rotation=45) " + "plt.rc('figure', figsize=(10,6))\n", + "xlabel = \"Education Type\"\n", + "ylabel = \"Average Hours\"\n", + "axis_labels = ['Degree','Personal']" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1060 + "prompt_number": 1221 }, { "cell_type": "code", "collapsed": false, "input": [ - "xlabel = \"Education Type\"\n", - "ylabel = \"Average Hours\"\n", - "axis_labels = ['Degree','Personal']" + "def prepare_data(data, key):\n", + " data = data.groupby(['TRCODE', key]).sum()\n", + " data.columns = ['weight_sum', 'weight_min_sum']\n", + " data['weighted_avg'] = (data['weight_min_sum'] / \n", + " data['weight_sum']/60).round(decimals=1)\n", + " ax = data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + " return data, ax\n", + "\n", + "def plot_bars(ax,\n", + " legend_labels,\n", + " axis_labels,\n", + " xlabel,\n", + " ylabel,\n", + " title):\n", + " patches, labels = ax.get_legend_handles_labels()\n", + " ax.legend(patches, legend_labels, loc='best')\n", + " ax.set_xlabel(xlabel)\n", + " ax.set_ylabel(ylabel)\n", + " ax.set_title(title)\n", + " ax.set_xticklabels(axis_labels, rotation=45) " ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1061 + "prompt_number": 1222 }, { "cell_type": "heading", - "level": 2, + "level": 3, "metadata": {}, "source": [ - "Gender Differences in Time Spent in Education" + "Year 2013 - Differences in Education by Gender" ] }, { @@ -856,10 +923,7 @@ "collapsed": false, "input": [ "sum_data=all_data[['TESEX','TUFINLWGT','TRCODE','weighted_minutes']]\n", - "sum_data = sum_data.groupby(['TRCODE','TESEX']).sum()\n", - "sum_data.columns = ['weight_sum', 'weight_min_sum']\n", - "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", - "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + "sum_data, ax = prepare_data(sum_data,'TESEX')\n", "title = \"Average Hours Spent in Education by Gender and Education Type\"\n", "legend_labels=['Male','Female']\n", "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" @@ -870,20 +934,28 @@ { "metadata": {}, "output_type": "display_data", - "png": 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2VOcKg7OBI5dALZIkSVJb6zM8R8SkhrtdlCEbC+5n5rpNq0qSJElqQ/31PG/X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\nH3jA7021Ew8YlF6C6oDAbqc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6l3chkiRJK4KBJtzfXGMdkiRJKwTnfEmSJNXI8CVJklSjZn5Ym4hYH9gYuAFY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\nJrgtSvLHAAAAAElFTkSuQmCC\n", "text": [ - "" + "" ] } ], - "prompt_number": 1062 + "prompt_number": 1223 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "There is no significant different among the genders in terms of the time spent acquiring additional education. In general, people study more to get a degree than for personal development" + ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ - "Difference in time Spent in Education by Job Type" + "Year 2013 - Differences in Education by Employer Type" ] }, { @@ -891,12 +963,16 @@ "collapsed": false, "input": [ "sum_data=all_data[['TRCODE','TEIO1COW','TUFINLWGT','weighted_minutes']]\n", - "sum_data = sum_data.groupby(['TRCODE','TEIO1COW']).sum()\n", - "sum_data.rename(columns={'TUFINLWGT': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", - "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", - "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", - "legend_labels=['Fed Gov', 'State Gov', 'Local Gov', 'Priv/Profit', 'Priv/NonProfit', 'Self/Inc','Self/NotInc','No Pay']\n", - "title = \"Average Hours Spent in Education by Work Type and Education Type\"\n", + "sum_data, ax = prepare_data(sum_data,'TEIO1COW')\n", + "title = \"Average Hours Spent in Education by Employer Type\"\n", + "legend_labels=['Fed Gov',\n", + " 'State Gov',\n", + " 'Local Gov',\n", + " 'Priv/Profit',\n", + " 'Priv/NonProfit',\n", + " 'Self/Inc',\n", + " 'Self/NotInc',\n", + " 'No Pay']\n", "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" ], "language": "python", @@ -905,20 +981,31 @@ { "metadata": {}, "output_type": "display_data", - "png": 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g8xmeHwb+lP5cBFTWWt8POD+EsAbwZIzx6jzWIuVN5eLFjB8/nunTZxesT+ew\nSZKayptvvsEppxxPUVERrVq15vTTf8n999/DnnvuxY477sLTTz8BwF577c2gQUczcOCxvPji82y/\n/Y60bt2aUaNGsu+++zN69Nt1ttW2bVtyudyS9h555I906tSZiy++nLlz53LUUT/n9tvv4oc/3IfV\nV+/CTjvtwk03DaOoqIjDDx+48ow8xxjnAIQQSkmC9AW1NnkAuBmoAB4NIewdY3yyvvY6dWpH69at\n8lWuvkNmzChhfAH7K5/3Ff+4479NNketMV/O/JwLh/6MHj3WL0h/M2Y0/lFbU+vcuYSyssJcXl1S\n8/J3/Wv5eL1t7PW0Y8d2bLfdtgwbNmyp5Q8//Af69t2IsrJSSktXpV27YtZZpzubbroJEyZEnn32\nGQYPHkxJSWvati2me/fOTJxYd1sAq6zSakl7U6d+xk47bZfWVUoI6zF37gzat29DSUkbyspKKSrK\nUVZWSklJG9q2XaVFPU/y+oXBEEJP4M/AzTHGB2utviHGOCvd7klgC6De8Dxjxty81anvlkKOAFcr\n9By16dNnU15eUbC+Cq2Qxyep+ZSVlfq7XkM+Xm8bez398su5zJu3cJltFi5cxJdffkV5eQWzZn3F\n3LkLKC+v4Pvf34c77vgds2fPpaSkC8888y823XRLyssr6m2rdntdu/bg+edfpm/fAcydO4f33/+A\nVVftyJw582nTZh7l5RUsXlxFeXkFc+YsYPbseQV/njQU1vP5hcFuwN+BQTHG52qt6wC8E0LYCJgL\n7Abcma9aJEmSVgRfzvy8oG3lcjlyuVzmbTbffEuuvfZKjjjiaABeeeUlBg48LnNbAD/60Y+55por\nGDToGObPn89RRx1Hp06dlrSR9koul2Pddb/HPffcRQgbsvvuezbadiHkak4Sb0ohhBuAnwCxxuLh\nQPsY4/AQws+AM4D5wD9jjEMaaq+8vCI/heo7Z9y4sYy/YDC9SgrzEc+rU6fw8YaHF2zk+YsZkzj0\nuK0bPPVQUxo3bizDRk+gQ4/eBelv5qQJnLlp74Idn6Tm48jz0jzPc8tRVlZa77uAfM55Pg04rYH1\nD5DMe5YkSVrpFRcXO3CwAvDy3JIkSVJGhmdJkiQpI8OzJEmSlJHhWZIkScoor+d5liRJUjaebWPF\nYHhW3uXjxaAhn3xSuL4kSWoqEydO4I1nr6L7Gh2apL3PpsyE3c5v8Aweb775BhdffB59+qxDLpdj\n/vz5fP+uaqxaAAAgAElEQVT7P+DAAw9ess2rr77C559PYb/9Dqi3nXPPPYNDDvk5gwefyb33PkTX\nrslVd2+99SbWXrsPP/zhPt+o9pNPPo758+fTtm1bAFq1asUFFwyhS5cumfa/5JLz+eyzT9l77x9R\nVFTEfvsdwGOP/Zm9996P1q2XL/4anpV3EydO4JzHL6Z9gS6tWf7BZM7Cd9mSpBVP9zU60HutzgXr\nL5fL0b//1lx66ZUALFy4kEMPPZC99tqbkpLkcuEDBmzbYBtTpkyhW7c1ACgubsNVVw3h+utvWdL+\nt63roosuo1ev5BoDf/nLn3jggXs55ZQzMu0/cuTrPPHEP5Zadt99d3/jEF8Xw7MKon1ZKaXdOxak\nrzlTZwELC9KXJEkrsqqqKmpeMG/OnDkUFRVx+umD6N69B7NmzWSPPfbi008n0qVLFyoqKhg48FgW\nLFjAwIGHMmLEg7z88gtst92OAGy5ZX+gikceeYgDD/zpUn098MB9PPvs32nVqjV9+27BiSeewp13\n3s6UKZOZMWM6U6ZM4dRTz2Trrbeprm7JvjNnzqRdu3aMGjWSW265keLiYvbb7wA6d+7M8OG3UVxc\nTIcOHTjvvEu47bbfMmfObM477yx22mlXJkz4mLXW6sm0adO49NILuOqq65brPjM8S5IkrcTefPMN\nTjnleIqKimjVqjWnn/5L7r//Hvbccy923HEXnn76CQD22mtvBg06moEDj+XFF59n++13pHXr1owa\nNZJ9992f0aPfBuCsswZz7LFHsM022y3pY9y4D3nuuX9y222/T6dg/JKXX36RXC5HcXExv/rVjbz+\n+qs8+OAf2HrrbaiqquLyyy9h1VVXpaioiF691mbQoFN5//33WLhwIcOHj6Cqqoqf/nR/br31Trp0\n6cLDDz/IiBF3cvbZg3nhhecYOvTXPPXUX8nlcuyzz48YMeJOhgy5arnvL8OzJEnSSmzLLfsvEyrv\nv/8eevVae6llpaWlrL9+4O233+KZZ57g5JPPYN68eRQV5VhllVWWbLfaah049dSzuOKKS9h0074A\nfPLJx2y88aa0atUKgL59t2D8+HEArLfe+gB07dqNBQvmA8tO26ipetmXX35J+/btl8yD7tt3c+64\n45Zltq85st4UPFWdJEmSllE9X7lm+Nx33wN46KE/MH/+Anr16s0bb7xK//4Dltl3++13pFev3ktG\nrXv3Xpv//e9dFi1aRFVVFW+9NYqePauDcX3zousOvdV1dezYkTlz5jBt2hcAvPXWm3WG7Zr7LV68\nqKFDzsSRZ0mSpBbisykzm7St7hs1vE0ul2v0S301t9l88y259torOeKIowF45ZWXGDjwuDrbOu20\nsxg58nUA1lnne+y22x6ceOLRVFUtZrPNtmCnnXbhww/HLLXP0rUsW1fNPnK5HOeeewEXXHAOuVyO\n1VZbjQsuuHSpfWtu37fvFvzyl6dz4423NXynNCLX1EPZ+VJeXrFiFKpljBs3liGvXFewLwxOeesT\nTnxtIb1KCnN2j1enTuHjDQ+nS6ceBenvixmTOPS4rRs89VBTGjduLMNGT6BDj/rfzTelmZMmcOam\nvQt2fJKaT1lZKeXlFc1dRovheZ5bjrKy0nrfUTjyLEmS1AIUFxc7cLACcM6zJEmSlJHhWZIkScrI\n8CxJkiRlZHiWJEmSMvILg5IkSS2AZ9tYMRieJUmSWoCJEycw5B8vU7pG05z6tGLKJC7Zk0bP4HHv\nvXczcuRrVFZWUlRUxEknnU4IGyyz3ZtvvsFjj/2ZIUOu4pFH/sijj/6Jo446nt1224Nzzz2DM844\nh0suOZ/bb/99k9TfUhmeJUmSWojSNXoU7Lz6AOPHf8TLLz/PrbfeBcDYsWO48spLufvu+xvc7z//\neY7LLruaddZZlylTptCt2xqFKLdFMDxLkiStpEpKSvj888954onHGDBgW9Zbb32GDx/BuHEfcsMN\nv6KqqooOHTpw3nkXL9nn8ccfZcyYyNVXX86QIVfxyisvsd12Oy7V7sknH8f66wc++mgcc+bM4fLL\nr2GNNdbg7rt/x4svPs+iRZXsv/9B/OhHPy70IS83vzAoSZK0kior68rVV/+a0aPf5oQTjuKwww7i\npZee59prr+SsswZz0023s8022/OHP9yz5DLX++13AOuttz4XXjiENdfszqhRI+nXbytqXrU6l8ux\n0UabcP31t7DVVgP45z+fYcyYD3j11VcYPnwEw4ffw8SJnzTXYS8XR54lSZJWUpMmfUr79iVLRpY/\n+OB9zj77FBYsWMivfjUUgMrKSnr27FXn/vPmzaOoKMcqq6yyzLr11w8AdO3ajenTpzFx4idstNHG\n5HI5Wrduzcknn56no8ovR54lSZJWUh9+OJZhw66lsrISgJ49e1JSshprrdWTCy8cwk033c7xx5/E\n9tvvVMfeVbzxxqv07z+gntZzS93q1WttYvyAqqoqKisrOfPMU5b0uyJx5FmSJKmFqJgyqWnb2rTh\nLx/uvPOuTJgwnmOO+QVt27alqqqKk08+jbKyblxxxSUsWrSIoqIiBg++iPLyqUumblR75ZWXGDjw\nuCW3a6+vuXy99dZnwIDtOPHEo1m8eDEHHHAQrVuveFE0V3N+SktWXl6xYhSqZYwbN5Yhr1xHafeO\nBelvylufcOJrC+lVUlqQ/l6dOoWPNzycLp2a5tRCjflixiQOPW7rRk891FTGjRvLsNETCvbt75mT\nJnDmpr0LdnySmk9ZWSnl5RXNXUaL4XmeW46ystK63wXgyLMkSVKLUFxc7MDBCsA5z5IkSVJGhmdJ\nkiQpI8OzJEmSlJHhWZIkScrI8CxJkiRlZHiWJEmSMjI8S5IkSRkZniVJkqSMDM+SJElSRoZnSZIk\nKSPDsyRJkpSR4VmSJEnKyPAsSZIkZWR4liRJkjIyPEuSJEkZGZ4lSZKkjAzPkiRJUkaGZ0mSJCkj\nw7MkSZKUUet8NRxCWAW4C+gNtAGuiDH+tcb6fYGLgErgrhjj7/JViyRJktQU8jnyfBhQHmPcCfgB\n8NvqFWmwHgbsCewMHBdC6JrHWiRJkqTlls/w/DBwcY1+Kmus2xD4MMY4M8a4EHgR2CmPtUiSJEnL\nLW/TNmKMcwBCCKUkQfqCGqtXA2bWuF0BdMhXLZIkqWVZsGABY8aMYfr02QXrs2fP3hQXFxesP303\n5S08A4QQegJ/Bm6OMT5YY9VMoLTG7VJgRkNtderUjtatWzV9kcq7GTNKmruE75zOnUsoKyttfMMm\n0ByPXyGPT1LzGDNmDFec9wAdO3QrSH9fzvycC4f+jB491i9If/ruyucXBrsBfwcGxRifq7X6A2C9\nEEInYA7JlI3rGmpvxoy5ealT+VfIUYWVxfTpsykvryhYX4VWyOOT1DymT59Nxw7d6NKpR0H79LVF\nWTQ0gJPPkefzSaZiXBxCqJ77PBxoH2McHkI4E/gbyXzoO2OMk/NYiyRJkrTc8jnn+TTgtAbWPwE8\nka/+JUmSpKbmRVIkSZKkjAzPkiRJUkaGZ0mSJCkjw7MkSZKUkeFZkiRJysjwLEmSJGVkeJYkSZIy\nMjxLkiRJGRmeJUmSpIwMz5IkSVJGhmdJkiQpI8OzJEmSlJHhWZIkScrI8CxJkiRlZHiWJEmSMjI8\nS5IkSRkZniVJkqSMGg3PIYTVQwh7pj+fH0J4OISwUf5LkyRJklqWLCPPDwAbhBD2AA4C/grclteq\nJEmSpBYoS3juFGO8CfgRMCLGeA/QLr9lSZIkSS1P6wzb5EII/YD9gV1CCJtn3E+SJEn6Tsky8nwu\ncB3w6xjjOOAW4My8ViVJkiS1QFlGkA+PMe5WfSPGuF0e65EkSZJarCwjz5uEEErzXokkSZLUwmUZ\neV4MfBJCiMBX6bKqmqPRkiRJ0sogS3g+p45lVU1diCRJktTSZQnPVRiWJUmSpEzheQhfh+dVgM2A\nF4Dn81WUJEmS1BI1Gp5jjLvUvB1C6ANcn6+CJEmSpJbqG1/sJMY4PoSwQT6KkSRJzWPBggVMnDih\nYP198knh+pKaUqPhOYTw+xo3c8CGwOi8VSRJkgpu4sQJvHzGqazZrl1B+ntn2jTY8tiC9CU1pSwj\nz//h6znPVcBDwD/zVpEkSWoWa7ZrR6+SwlzaYfLcOcwpSE9S02r0IikxxruBN4HVgNWBz2KMC/Jc\nlyRJktTiNBqeQwiHA38B+gC9gUdDCEfnuzBJkiSppckybeNsYOsY4zSAEMIVJFM57sxnYZIkSVJL\n0+jIM1BUHZwBYoxfAIvyV5IkSZLUMmUZeX4nhHA9yUhzDjgaeDuvVUmSJEktUJaR52OBBcBdwO/T\nnwflsyhJkiSpJcpyhcG5wDkFqEWSJElq0eoNzyGE8TVuVpFM2VhyO8a4Tt6qkiRJklqghkaed63x\n85PA/7F0gJbUDBYtqizoZW29hK4kSV+rNzzHGD+u/jmEsCDG6F9QqQWYNXsaUz/8N61ndyhIf+++\n+ylseEJB+pIkqaXLcrYNSS1M9zU60HutzgXp67MpM/mgID1JktTyZTnbhiRJkiQa/sLgczVufq/W\n7aoY4275K0uSJElqeRqatjGkgXVVTV2IJEmS1NI19IXBfxewDkmSJKnFc86zJEmSlFHez7YRQhgA\nXB1j3LXW8jOAo4HydNHxMcYx+a5HkiRJ+rYyhecQQh9gI+DvwFoxxvGN7FK93znAz4HZdazeEjg8\nxjgqY62SJElSs2p02kYI4RDgceBGYHXg5RDC4Rnb/xD4MXVfmbAfcH4I4YUQwuCM7UmSJEnNJsuc\n53OB7YFZMcYpJCPG52VpPMb4Z6CyntUPAMcDuwE7hBD2ztKmJEmS1FyyTNtYFGOcFUIAIMY4OYSw\nqAn6viHGOAsghPAksAXwZH0bd+rUjtatWzVBtyq0GTNKmrsErWA6dy6hrKy0ucuQViozZpSQaU7m\nCszXFjWFLOH5vRDCKUBxCGFzYBDw1vJ0GkLoALwTQtgImEsy+nxnQ/vMmDF3ebpUM5o+va4p71L9\npk+fTXl5RXOXIa1UVobXal9blFVDb7KyTNs4CegBfAXcBcwiCdDfRBVACOFnIYRjY4wzgcHAc8Dz\nwLsxxme+YZuSJElSQTU68hxjnE0SdL+VGOPHwHbpzw/UWP4AybxnSZIkaYXQaHgOIUwkGXn+Ml3U\nMf15HHBsjHG5pnBIkiRJK4os0zb+A/w4xtg5xtgZ2Bt4jORMGbfkszhJkiSpJckSnjeNMf6l+kaM\n8Wmgb4zxTWDVvFUmSZIktTBZzrbxZQjhBOBeoBVwKDAthLAh2cK3JEmS9J2QJfweBuwJfAZ8DOwK\n/ALYg+X4IqEkSZK0oslyto1PgQNrLgshtI0x3pS3qiRJkqQWKMvZNg4CLgbak4xUtwLaAN3yW5ok\nSZLUsmSZ83wtcAxwJnAlsBfw3b8MkSRJklRLljnPM2KMzwL/BTrEGC8FDshrVZIkSVILlCU8zw0h\nrA98AOwSQnDKhiRJklZKWcLzhSTTNf4K7A58DvylwT0kSZKk76Asc543ijH+JP15qxBC5xjj9HwW\nJUmSJLVEWUaeT655w+AsSZKklVWWkeeJIYRngVeBeemyqhjjZfkrS5IkSWp5soTn/6b/V6X/5/JU\niyRJktSiZbnC4KUhhBJgXWA00C7G6HmeJUmStNJpdM5zCGF34C3gMWBN4OMQwl75LkySJElqabJ8\nYXAosCPJxVImATsD1+W1KkmSJKkFyhKei2KMk6tvxBjf4+v5z5IkSdJKI8sXBj8NIewLEELoCJwE\nfJLXqiRJkqQWKMvI8/HAYUBP4CNgC+C4fBYlSZIktURZRp63BX4RY1yQ72IkSZKklizLyPPPgfEh\nhNtCCDvkuyBJkiSppWo0PMcYDwI2AF4GBocQPgghXJH3yiRJkqQWJsvIMzHGCuAl4BVgAclUDkmS\nJGml0uic5xDCWcAhwKrAfcD/Ae3zXJckSZLU4mQZee4BHAtsCUwA7gVG5rMoSZIkqSXKEp5/C/wM\n+BQYAfwbWCePNUmSJEktUr3TNkIIPwZOIDmv819IzroxPMY4pEC1SZIkSS1KQ3Oe/5T+2y7GOBYg\nhOBluSVJkrTSaig8bwYMBF4IIXwMPNjI9pIkSdJ3Wr1znmOM78YYzwLWAoYCuwDdQghPhhD2LlB9\nkiRJUovR6EhyjLESeAx4LITQlWTu81DgyTzXJkmSJLUo32gaRoxxKjAs/SdJkiStVDJdYVCSJEmS\n4VmSJEnKzPAsSZIkZWR4liRJkjIyPEuSJEkZGZ4lSZKkjAzPkiRJUkaGZ0mSJCkjw7MkSZKUkeFZ\nkiRJysjwLEmSJGVkeJYkSZIyMjxLkiRJGRmeJUmSpIzyHp5DCANCCM/VsXzfEMJrIYSXQwjH5LsO\nSZIkaXnlNTyHEM4BhgNtai1fBRgG7AnsDBwXQuiaz1okSZKk5ZXvkecPgR8DuVrLNwQ+jDHOjDEu\nBF4EdspzLZIkSdJyaZ3PxmOMfw4hrF3HqtWAmTVuVwAd8lmLJEnLY8GCBUycOKGgffbs2Zvi4uKC\n9impYXkNzw2YCZTWuF0KzGhoh06d2tG6dau8FqX8mDGjpLlL0Aqmc+cSyspKG99QKqAxY8Zw2nWP\n065DYWYZzp05lXuHHkqPHusXpL8ZM0oYX5Cemo+vLWoKzRWePwDWCyF0AuaQTNm4rqEdZsyYW4i6\nlAfTp89u7hK0gpk+fTbl5RXNXYa0lOnTZ9OuQ1dKOvUoaJ+F+l1YGV6rfW1RVg29ySpUeK4CCCH8\nDCiJMQ4PIZwJ/I1k3vWdMcbJBapFkiRJ+lbyHp5jjB8D26U/P1Bj+RPAE/nuX5IkSWoqXiRFkiRJ\nysjwLEmSJGVkeJYkSZIyMjxLkiRJGRmeJUmSpIwMz5IkSVJGhmdJkiQpI8OzJEmSlJHhWZIkScrI\n8CxJkiRlZHiWJEmSMjI8S5IkSRkZniVJkqSMDM+SJElSRoZnSZIkKSPDsyRJkpSR4VmSJEnKyPAs\nSZIkZWR4liRJkjIyPEuSJEkZGZ4lSZKkjAzPkiRJUkaGZ0mSJCkjw7MkSZKUkeFZkiRJysjwLEmS\nJGVkeJYkSZIyMjxLkiRJGbVu7gIkSdKyFi+q5JNPJhSsv0L2Ja3IDM+SJLVA82ZP47dv/Z32k0oL\n0l/5B5M5i+KC9CWtyAzPkiS1UO3LSint3rEgfc2ZOgtYWJC+pBWZc54lSZKkjAzPkiRJUkaGZ0mS\nJCkjw7MkSZKUkeFZkiRJysjwLEmSJGVkeJYkSZIyMjxLkiRJGRmeJUmSpIwMz5IkSVJGhmdJkiQp\nI8OzJEmSlJHhWZIkScrI8CxJkiRlZHiWJEmSMjI8S5IkSRkZniVJkqSMWuer4RBCEXALsBkwHzgm\nxjiuxvozgKOB8nTR8THGMfmqR5IkSVpeeQvPwP5AcYxxuxDCAODX6bJqWwKHxxhH5bEGSZIkqcnk\nc9rG9sAzADHGV4H+tdb3A84PIbwQQhicxzokSZKkJpHP8LwaMKvG7UXpVI5qDwDHA7sBO4QQ9s5j\nLZIkSdJyy+e0jVlAaY3bRTHGxTVu3xBjnAUQQngS2AJ4sr7GOnVqR+vWrfJSqPJrxoyS5i5BK5jO\nnUsoKyttfEOpgHwtW/H52qKmkM/w/BKwL/BwCGEb4J3qFSGEDsA7IYSNgLkko893NtTYjBlz81iq\n8mn69NnNXYJWMNOnz6a8vKK5y5CW4mvZis/XFmXV0JusfIbnR4E9QwgvpbcHhhB+BpTEGIen85yf\nIzkTxz9jjM/ksRZJkiRpueUtPMcYq4ATay0eU2P9AyTzniVJkqQVghdJkSRJkjIyPEuSJEkZGZ4l\nSZKkjAzPkiRJUkaGZ0mSJCkjw7MkSZKUkeFZkiRJysjwLEmSJGVkeJYkSZIyMjxLkiRJGRmeJUmS\npIwMz5IkSVJGhmdJkiQpI8OzJEmSlJHhWZIkScrI8CxJkiRlZHiWJEmSMjI8S5IkSRkZniVJkqSM\nDM+SJElSRoZnSZIkKSPDsyRJkpSR4VmSJEnKyPAsSZIkZWR4liRJkjIyPEuSJEkZGZ4lSZKkjAzP\nkiRJUkaGZ0mSJCkjw7MkSZKUkeFZkiRJysjwLEmSJGVkeJYkSZIyMjxLkiRJGRmeJUmSpIwMz5Ik\nSVJGhmdJkiQpI8OzJEmSlJHhWZIkScrI8CxJkiRlZHiWJEmSMjI8S5IkSRkZniVJkqSMDM+SJElS\nRoZnSZIkKSPDsyRJkpSR4VmSJEnKyPAsSZIkZdQ6Xw2HEIqAW4DNgPnAMTHGcTXW7wtcBFQCd8UY\nf5evWiRJkqSmkM+R5/2B4hjjdsBg4NfVK0IIqwDDgD2BnYHjQghd81iLJEmStNzyNvIMbA88AxBj\nfDWE0L/Gug2BD2OMMwFCCC8COwF/qq+xfv02qXP5yJHvuv232H6zzUKdyx999Ik6lx9wwD7fevtF\niyqZtWA2uaIcu1y0X53b//vyx+tc/m2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kli5dygknnEKHDh1WlZE5Knl5eWyxxXe4//57CGFrfvCD/WstOxfysgfJ1acQ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\nkqTmqaZux2E1rCuv74pIkiS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AzcBg4EOgCzDQ4KXqGL7UrGSCVz5wK/ACsAPJGelxwBvA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\n", "text": [ - "" + "" ] } ], - "prompt_number": 1063 + "prompt_number": 1224 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "In 2013:\n", + "- Employees in the Federal Government only pursued education for personal development, while employees in State and Local government pursued both types of education\n", + "- Entrepreneurs who are incorporated pursued education for a degree. Entrepreneurs not incorporated did not pursue any additional education\n", + "- Employees in the private sector in for profit organizations pursued both types of education vs. those in the nonprofit sector who only pursued education towards a degree\n" + ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ - "Looking at differences by age" + "Year 2013 - Differences in Education by Age" ] }, { @@ -927,12 +1014,10 @@ "input": [ "sum_data = all_data[['TRCODE','TEAGE','TUFINLWGT','weighted_minutes']]\n", "sum_data['bin']= pd.cut(sum_data['TEAGE'],[20,35,50,65,80,95],retbins=True)[0]\n", - "sum_data = sum_data.groupby(['TRCODE','bin']).sum()\n", - "sum_data.rename(columns={'TUFINLWGT': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", - "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", - "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + "del sum_data['TEAGE']\n", + "sum_data, ax = prepare_data(sum_data,'bin')\n", + "title = \"Average Hours Spent in Education by Age Group\"\n", "legend_labels=['20-34', '35-49', '50-64', '65-79', '80-94']\n", - "title = \"Average Hours Spent in Education by Age Group and Education Type\"\n", "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" ], "language": "python", @@ -941,20 +1026,28 @@ { "metadata": {}, "output_type": "display_data", - "png": 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RnTyOg8rX7ffASZn5p5rHW2txvwB1Nv9HFAco/qTD9DXLv6XrgIMy85/lY/4ycHn5mp0M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\n2yczn4qIMcB/M/OFhhQsSX1IzVCN/sD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Hsdhi/VlzzbX51Kc+u9DqbsvwJUmS6mLkyBVhuxMX2vFGrFUeswODBg3irLPO\ne9/yiy++vMP9ttxyK7bccqs5rt9nn290rshOMHxJkqS66N+/f4dzci2qvNpRkiSpQrZ8qdtakK+l\nmDx5IJMmvf9S4rnpDV9bIUnq3gxf6rYmTBjHfUeM4UMDBszzvs/Px/lebmpiix/80CZySVJdGb7U\nrX1owAA+PHBQV5chSdJC45gvSZKkChm+JEmSKmT4kiRJqpDhS5IkqUKGL0mSpAoZviRJkipk+JIk\nSaqQ83yp02bNbGb8+PmbcX5+VHkuSZKqYvhSp82Y9hoXP3oHS/6nmklPG596maPwq34kSb2L4Uvz\nZMnhgxg0Ykgl55r+6hvAO5WcS5KkqjjmS5IkqUKGL0mSpAoZviRJkipUtzFfEbEYcCWwIrA4cEZm\n/rZm/RHAvkBjueiAzHy6XvVIkiR1B/UccL8H0JiZe0bEUOBR4Lc16zcC9szMR+pYgyRJUrdSz/D1\nK+D68nYD0Nxm/SjgxIhYDrg1M8+uYy2SJEndQt3GfGXm9MycFhGDKILYSW02uRY4ANgO+FhEfLZe\ntUiSJHUXdZ3nKyJGAr8GfpSZ17VZfWFmvlFudyuwIXDrnI41dOgA+vXrW7dae6LJkwd2dQm9zrBh\nAxk+vJpJZCX1TN39NWLy5IG8VPE5fe2cN/UccL8scAdwUGbe1WbdYODxiFgLaKJo/bqio+NNntxU\nr1J7rEmTpnV1Cb3OpEnTaGyc2tVlSOqmhg8f1O1fI7rivcHXzvfrKIzWs+XrRGAw8O2I+Ha5bCyw\nZGaOjYjjgbuAt4A7M/O2OtYiSZLULdQtfGXmYcBhHay/lmLclyRJ0iLDSVYlSZIqZPiSJEmqkOFL\nkiSpQoYvSZKkChm+JEmSKmT4kiRJqpDhS5IkqUKGL0mSpAoZviRJkipk+JIkSaqQ4UuSJKlChi9J\nkqQKGb4kSZIqZPiSJEmqkOFLkiSpQoYvSZKkChm+JEmSKmT4kiRJqpDhS5IkqUKGL0mSpAoZviRJ\nkipk+JIkSaqQ4UuSJKlChi9JkqQKGb4kSZIqZPiSJEmqkOFLkiSpQoYvSZKkChm+JEmSKmT4kiRJ\nqpDhS5IkqUKGL0mSpAoZviRJkirUb24bRMTSwEaZ+YeIOBHYEDglM/9Z9+okSZV7++23mTBhXKXn\nHDlyRfr371/pOatS9fM5fvy4ub+5q0t15udzLfDbiGgBdgMuAC4Dtq5nYZKkrjFhwjgOO/dmBgz+\nYCXna5owiQUKAAAZyklEQVTyKhce83lWXXX1Ss5XtQkTxnHJub9lyOBlKznf+BefZK/dKzmV5lNn\nwtfQzLwoIi4Crs7Mn0XEmHoXJknqOgMGf5CBQ5fv6jJ6jSGDl2WZip7PyVNeAcZXci7Nn86Erz4R\nMQrYCRgdERt0cj9JkiS10ZkB98cB5wLfz8xngUuAI+talSRJUi/VmRasPTNzu9Y7mblFHeuRJEnq\n1TrT8rVORAyqeyWSJEmLgM60fM0CxkdEAm+Wy1pqW8PaExGLAVcCKwKLA2dk5m9r1u8InAw0A1dm\n5k/mo35JkqQepTPh69h2lrV0Yr89gMbM3DMihgKPAr+F2cHsfGBjoAm4NyJuzsxXO1e2JElSz9SZ\nbscWitav2n+dCV+/Ar5dc57mmnVrAs9k5pTMfAf4C84bJkmSFgGdafk6jXfD1mLAesA9wP91tFNm\nTgcox4v9CjipZvVSwJSa+1OBwZ0rWZIkqeeaa/jKzNG19yNiZYpZ7ucqIkYCvwZ+lJnX1ayaAtQO\n4h8ETO7oWEOHDqBfv76dOe0iY/LkgV1dQq8zbNhAhg/3+hIt2rritaUn/e3Na52Lwmt1T/r5dQfz\nPFlqZj4fER+Z23YRsSxwB3BQZt7VZvVTwOrlWLDpFF2O53Z0vMmTm+a11F5v0qRpXV1CrzNp0jQa\nG6d2dRlSl+qK15ae8rc3fPigea5zUXit7ik/vyp1FEY788XaV9Xc7UMxXuuJTpz3RIquxG9HROvY\nr7HAkpk5NiKOBG6nGA92RWa+3IljSpIk9Widafn6M++O+WoBfgncObedMvMw4LAO1t8C3NKJ80uS\nJPUac73aMTN/CjxMMUh+aeClzHy7znVJkiT1SnMNXxGxJ3AjsDLFhKm/iYh9612YJElSb9SZbsej\ngU0y8zWAiDiDoivyinoWJkmS1Bt1ZpLVhtbgBZCZ/wVm1q8kSZKk3qszLV+PR8QFFC1dfYB9gcfq\nWpUkSVIv1ZmWr/2Btym+JPuq8vZB9SxKkiSpt+rMDPdNtP/l2pIkSZpHcwxfEfF8zd0Wii7H2fcz\nc5W6VSVJktRLddTytW3N7VuBz/DeACZJkqR5NMfwlZkvtN6OiLczc1wlFUmSJPVinRlwL0mSpIXE\n8CVJklShjgbc31Vzd7U291syc7v6lSVJktQ7dTTg/rQO1rUs7EIkSZIWBR0NuL+7wjokSYuoWTOb\nGT++2mu6Ro5ckf79+1d6TqlVZ75eSJKkupkx7TUufvQOlvzPoErON71xKt/7/HdYddXVKzmf1Jbh\nS5LU5ZYcPohBI4Z0dRlSJToVviJiZWAt4A5ghcx8fi67SJIkqR1znWoiInYHbgZ+CCwN3BcRe9a7\nMEmSpN6oM/N8HQdsCbyRmROBjYAT6lqVJElSL9WZ8DUzM99ovZOZLwMz61eSJElS79WZMV9PRsSh\nQP+I2AA4CHi0vmVJkiT1Tp1p+ToYWB54E7gSeIMigEmSJGkezbXlKzOnAcdXUIskSVKvN9fwFRET\nKFq+Xi8XDSlvPwvsn5l2QUqSJHVSZ7od/wzskpnDMnMY8FngJuAA4JJ6FidJktTbdCZ8rZuZN7be\nyczfA+tn5sPAB+pWmSRJUi/UmasdX4+IA4FrgL7AV4DXImJNOhfeJEmSVOpMeNoD2AF4CXgB2BbY\nC/g4DsSXJEmaJ5252vFFYNfaZRGxRGZeVLeqJEmSeqnOXO24G/BtYEmKlrK+wOLAsvUtTZIkqffp\nzJiv7wH7AUcCZwKfBKbVsyhJkqTeqjNjviZn5p+A+4HBmXkqsHNdq5IkSeqlOhO+miJiDeApYHRE\n2OUoSZI0nzoTvr5F0d34W2B74BXgxg73kCRJUrs6M+Zrrcz8Qnn7oxExLDMn1bMoSZKk3qozLV+H\n1N4xeEmSJM2/zrR8TYiIPwEPADPKZS2Z+Z36lSVJktQ7dSZ83V/+31L+36dOtUiSJPV6nZnh/tSI\nGAisCjwBDMhM5/mSJEmaD3Md8xUR2wOPAjcBHwJeiIhPdvYEEbFpRNzVzvIjIuIfEXFX+W+NeSlc\nkiSpJ+pMt+NZwFbA7zLzPxGxDXAtcPvcdoyIY4Gv0v6M+BsBe2bmI/NQryRJUo/WmasdGzLz5dY7\nmfkk747/mptngF1of5zYKODEiLgnIo7v5PEkSZJ6tM6ErxcjYkeAiBgSEScB4ztz8Mz8NdA8h9XX\nAgcA2wEfi4jPduaYkiRJPVlnuh0PAC4ERgLPAX8CvrEQzn1hZr4BEBG3AhsCt85p46FDB9CvX9+F\ncNreY/LkgV1dQq8zbNhAhg8f1NVlSF1qUXhtWZC/9Xndz+dTbXUmfG0O7JWZby+sk0bEYODxiFgL\naKJo/bqio30mT25aWKfvNSZN8qLThW3SpGk0Nk7t6jKkLrUovLbM79/68OGD5nk/n89FU0dhtDPd\njl8Fno+IyyLiY/NZQwtARHw5IvbPzCnA8cBdwP8B/8jM2+bz2JIkST1GZ+b52i0iBgE7A8dHxGrA\n9Zn5rc6cIDNfALYob19bs/xainFfkiRJi4zOtHyRmVOBe4G/Am9TdEVKkiRpHs215SsijgJ2Bz4A\n/Bz4DLBkneuSJEnqlTrT8rU8sD/FpKjjgGuAh+pZlCRJUm/VmfB1MfBl4EXgauBuYJU61iRJktRr\nzbHbMSJ2AQ6kmH/rRoqrHsdm5mkV1SZJktTrdDTm6/ry3xaZ+W+AiOjs1wpJkiSpHR2Fr/WArwP3\nRMQLwHVz2V6SJElzMccxX5n5j8w8ClgBOAsYDSwbEbf6PYySJEnzpzOTrDYDNwE3RcQHKcZ+nUUH\n38MoSZKk9s1TN2JmvgqcX/6TJEnSPOrUDPeSJElaOAxfkiRJFTJ8SZIkVcjwJUmSVCHn7ZIkLVJm\nNc9k/Phx87Xv5MkDmTRp2jztM7/nUu9l+JIkLVLenDSdF3/9fWYOGDDP+z4/H+d7/LXXYKP952NP\n9VaGL0nSIudDAwbw4YGDKjnXy03TmV7JmdRTOOZLkiSpQoYvSZKkChm+JEmSKmT4kiRJqpDhS5Ik\nqUKGL0mSpAoZviRJkipk+JIkSaqQ4UuSJKlChi9JkqQKGb4kSZIqZPiSJEmqkOFLkiSpQoYvSZKk\nChm+JEmSKmT4kiRJqpDhS5IkqUKGL0mSpAoZviRJkipk+JIkSaqQ4UuSJKlChi9JkqQKGb4kSZIq\nVPfwFRGbRsRd7SzfMSL+FhH3RcR+9a5DkiSpO6hr+IqIY4GxwOJtli8GnA/sAGwDfCMiPljPWiRJ\nkrqDerd8PQPsAvRps3xN4JnMnJKZ7wB/Abaucy2SJEldrq7hKzN/DTS3s2opYErN/anA4HrWIkmS\n1B3066LzTgEG1dwfBEzuaIehQwfQr1/fuhbV00yePLCrS+h1hg0byPDhg+a+odSL+dqieeVr57zp\nqvD1FLB6RAwFplN0OZ7b0Q6TJzdVUVePMmnStK4uodeZNGkajY1Tu7oMqUv52qJ55Wvn+3UURqsK\nXy0AEfFlYGBmjo2II4HbKbo+r8jMlyuqRZIkqcvUPXxl5gvAFuXta2uW3wLcUu/zS5IkdSdOsipJ\nklQhw5ckSVKFDF+SJEkVMnx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"text": [ - "" + "" ] } ], - "prompt_number": 1064 + "prompt_number": 1230 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "People younger than 65 pursue both education towards a degree as well as for personal development. It is interesting to notice that older people in this group spend as much time as the younger ones studying towards a degree. For the 65+ group, education for personal development is the exclusive priority." + ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ - "Looking at differences by how many hours they work" + "Year 2013 - Differences in Education by how many hours people work" ] }, { @@ -963,10 +1056,8 @@ "input": [ "sum_data = all_data[['TRCODE','TEHRUSL1','TUFINLWGT','weighted_minutes']]\n", "sum_data['bin']= pd.cut(sum_data['TEHRUSL1'],[20,40,60,80,100],retbins=True)[0]\n", - "sum_data = sum_data.groupby(['TRCODE','bin']).sum()\n", - "sum_data.rename(columns={'TUFINLWGT': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", - "sum_data['weighted_avg'] = (sum_data['weight_min_sum'] / sum_data['weight_sum']/60).round(decimals=1)\n", - "ax = sum_data.weighted_avg.unstack(level=1).plot(kind='bar')\n", + "del sum_data['TEHRUSL1']\n", + "sum_data, ax = prepare_data(sum_data,'bin')\n", "legend_labels=['20-39', '40-59', '60-79','80-99']\n", "title = \"Average Hours Spent in Education by Number of Hours spent at work and by Education Type\"\n", "plot_bars(ax, legend_labels, axis_labels, xlabel, ylabel, title )" @@ -977,13 +1068,21 @@ { "metadata": {}, "output_type": "display_data", - "png": 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VOAOYAKwYETdExEd7WNPjwNoRMSIimii6bNzdw3lKkiRJddVtS3Jm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\nb5Xzujszt4iI+ZnZGBGDgEnARsB84Oz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PPPE4Z5xxKgMGDGDllVfhq1/9OoMGDeKKK37KzTf/jqampdh5513YbrvtF3k9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\nafEwfEmSJFXI8CVJklQhw5c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"text": [ - "" + "" ] } ], - "prompt_number": 1065 + "prompt_number": 1231 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "In this sample, people who work 40 to 59 hours spend about the same time studying as the people who work less than 40 hours. It is interesting to see people who are working between 80 and 99 hours also finding the time to pursue education towards a degree." + ] }, { "cell_type": "heading", @@ -993,6 +1092,14 @@ "Trend Analysis - Years 2003 - 2013" ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Data Loading" + ] + }, { "cell_type": "code", "collapsed": false, @@ -1002,7 +1109,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1066 + "prompt_number": 1157 }, { "cell_type": "code", @@ -1013,7 +1120,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1067 + "prompt_number": 1158 }, { "cell_type": "code", @@ -1024,7 +1131,15 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 1068 + "prompt_number": 1159 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Data Reduction" + ] }, { "cell_type": "code", @@ -1098,7 +1213,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 1069, + "prompt_number": 1232, "text": [ " TUCASEID TUFNWGTP TEHRUSL1 TEIO1COW\n", "0 20030100013280 8155462.672158 30 3\n", @@ -1109,7 +1224,7 @@ ] } ], - "prompt_number": 1069 + "prompt_number": 1232 }, { "cell_type": "code", @@ -1177,7 +1292,7 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 1070, + "prompt_number": 1233, "text": [ " TUCASEID TEAGE TESEX\n", "0 20030100013280 60 1\n", @@ -1188,7 +1303,89 @@ ] } ], - "prompt_number": 1070 + "prompt_number": 1233 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "codes_desired = [60101, 60102]\n", + "tact_reduced = tactivities[tactivities['TRCODEP'].isin(codes_desired)]\n", + "tact_reduced = tact_reduced[['TUCASEID', 'TRCODEP', 'TUACTDUR']]\n", + "tact_reduced.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
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Years 2003 - 2013')\n", - "ax1.set_ylabel(\"Average Hours\")\n", - "ax1.set_xlabel(\"Years\")\n", - "ax1.set_xticks(np.arange(0,12))\n", - "ax1.set_xticklabels(x_labels)\n", - "ax1.plot(tsum_temp)\n", - "patches, labels = ax1.get_legend_handles_labels()\n", + "ax1, ax2 = prepare_plot_area()\n", + "tsum_data = tall_data[['year','TESEX','TUFNWGTP','TRCODEP','weighted_minutes']]\n", + "data1, data2 = prepare_multi_year_data(tsum_data,'TESEX')\n", "legend_labels = ['M','F']\n", - "ax1.legend(legend_labels, loc='best') \n", "\n", - "ax2 = fig.add_subplot(212)\n", - "tsum_temp = tsum_data [tsum_data['TRCODEP'] == 60102]['weighted_avg'].unstack(level=1)\n", - "#x_labels= tsum_temp.index\n", - "ax2.set_title('Trends in Education for Personal Devleopment by Gender. Years 2003 - 2013')\n", - "ax2.set_ylabel(\"Average Hours\")\n", - "ax2.set_xlabel(\"Years\")\n", - "ax2.set_xticks(np.arange(0,12))\n", - "ax2.set_xticklabels(x_labels)\n", - "ax2.plot(tsum_temp)\n", - "patches, labels = ax2.get_legend_handles_labels()\n", - "legend_labels = ['M','F']\n", - "ax2.legend(legend_labels, loc='best') " + "plot_lines(data1,\n", + " ax1,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education towards a degree by Gender. Years 2003 - 2013')\n", + "plot_lines(data2,\n", + " ax2,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education for Personal Devleopment by Gender. Years 2003 - 2013')\n", + " " ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 1087, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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LKWowaLv73MS/zWydu3+UlRFJwVO/tojESSG7cChcS6lL58uQIs2mfm0RiYNC\ndv5TuBZJUtCW2KhfW0QySSE7fylci9SvsS9DPpNyccc6l2vd/YD4hiXFQv3aIpIJCtn5R+FapGmN\nzWhf2siy2kwPRIqT+rVFpLUUsvOHwrVI8zT2ZchnszgOKWLq1xaRllLIzj2Fa5GWU4+2ZIX6tUWk\nuRSyc0fhWiQzYg/aZtYWGA8MILScnOPu0+vcphPwBHC6u3vcY5LcUL+2iKRLITv7FK5FMi+toG1m\n2wM7A48Dvd19ThN3STUWqHH30Wa2H3AFcGTKuncHbgZ6ot7voqZ+bRFJh0J29ihci8SryaBtZt8E\nfgF0AkYBL5vZT9397nQ24O4Pm9mj0cV+wLI6N+lACN6Nru/jLz5l0crl6Wyy6NV26koZHXI9jBZR\nv7aINEYhO37rqtfx/NzXeG726wrXIjFLZ0b7AkLAfs7dF5rZcOApmgjGqdy92swmAOOAY+osexnA\nzBpdx48mX5bu5krCuB0P46Dt9sv1MFpE/doiUh+F7PitXPclN0z9CwtWLQQUrkXilk7Qrnb3LxJB\n2N0/NbPq5m7I3U8zswuA18xskLuvac79xw06lHXV65u72aL0yvy3eHDWJMrLO/KNgQfnejgtcv4J\nw5m3+HmeeutjRu7ag1FDerZ4XZWVFRkcWWFTLZJUi6RCqMX0D5dy3f0hZF9wykj2Gtwjlu0UQi3i\n8kXVSq569lYWrFrI/tvvxREDx9CrS/dcDysvlPJxUZdqkVnpBO3pZnYe0MHMdgO+C7yT7gbM7GRC\nX/eVwBqghhb0Yp8w5AiWLFnZ3LsVpUN23JeLn7qWe959gFWr1hbszPZ3xu7MZXe+wfX3vs2Wm7dr\nUb92ZWWFjouIapGkWiQVQi3qzmTv2L1zLGMuhFrEJXUme7/eozh35Il89tmXJVuPVKV8XNSlWiRl\n6g1HOs2x3wN6EULy7cAXhLCdronAbmb2HPAYcD4wzszOauZYJdK9oivnDzubLTtuwYOzJvHkvOdy\nPaQWSfRrr1lbzU0Pvc/6DTW5HpKIZJnaReJXN2Qfu9M3KCsry/WwREpCkzPa7v4l8LOWbiBqETk+\njdt9taXbKEVdO23L+cPO5vqpt/DgrEkABTmzrX5tkdKlkB0/hWyR3ErnrCPzCTPaiVN+bBn9ezZw\nlrun3UYimVUsYVvn1xYpPQrZ8VPIFsm9dFpHngOOcvet3X1r4DDgYeBs4M9xDk6algjbhdxGkji/\ndof2bbgvs6eGAAAgAElEQVRj8gwWL2/W92RFpMAoZMdPIVskP6QTtAe7+0OJC+4+GRjq7m8Dm8U2\nMklbMYRt9WuLlAaF7PgpZIvkj3SC9nIzO8fMys2si5mdAyw1s0Fp3l+yoBjC9qjBPRg9pAcfLVzJ\nfc/MyvVwRCTDFLLjp5Atkl/SCconAgcDC4C5wFeBU4CDaMWXJCXziiFsn3jwAHptW85Tb33MmzMX\n53o4IpIhCtnxU8gWyT/pnHXkY+Do1OvMbHN3/2Nso5IWK/QvSCb6tS+78w3umDyD7bpXtOj82iKS\nPxSy46eQLZKfmpzRNrNjzOw9M5ttZnPMbB5hZlvyVKHPbKtfW6R4KGTHTyFbJH+l0zryO+B/gBnA\ntwg/WnN1nIOS1iv0sK1+bZHCp5AdP4VskfyWTtBe5u5PA68CW7j7JcC4WEclGVHoYVv92iKFSyE7\nfgrZIvkvnaC92swGADOB/c2sI9At3mFJphRy2Nb5tUUKk0J2/BSyRQpDOkH7IuAK4BHgQGAR8FCj\n95C8UshhW/3aIoVFITt+CtkihSOdoL2zux/r7mvdfSTQ391/HPfAJLMKOWyrX1ukMChkx08hW6Sw\npBO0v596wd0/j2ksErNCDtvq1xbJbwrZ8VPIFik8TZ5HG5hvZk8DrwFV0XW17n5ZfMOSuBTqebZ1\nfm2R/KWQHT+FbJHClM6M9qvA8yRDdln0X6PMrK2Z3W5mL5rZC2a2S53lh5vZ62b2spmd2eyRS4sV\n6sy2+rVF8o9CdvwUskUKV5NBOzqd3+8JX4D8NfB7d780jXWPBWrcfTTJL1QCYGbtgWsJP+2+H/Ad\nM+va7NFLixVq2Fa/tkj+UMiOn0K2SGFL55chDwTeAR4GegBzzeyQpu7n7g8DZ0cX+wHLUhYPAma5\n+wp3Xw+8COzbvKFLaxVq2E7t137pvQW5Ho5ISVLIjp9CtkjhS6dH+0pgH+D/3P0TM9sP+Dswpak7\nunu1mU0g/MDNMSmLugArUi6vBLZId9CSOYXYs53ar33NX9+iS6cOuR5SXujcqT0799uKkQO70rdb\nRUm+IK+vXs//zX2SOe/MoX9Ff4Z3HUKvzj1KshZxUsiOn0K2SHEoq62tbfQGZvamu+9uZlPdfVh0\n3bvuPjTdjZhZN8KXKQe5+xozGwxc5e6HRcuvBV509wcaWU3jA5VWWbhyMZc+cx1L1yzjpKFH8Y2B\nB+d6SE16ZdoC7pw0g/UbqnM9lLywYtU61q4Ltei+TSdGDenJ6N16sUOvLUriBfo/S+fw59fu4pOV\nCze5vkfnruzZZzh79RlB3y17lUQt4jT9w6VcMv4V1m+o4YJTRrLX4B65HlLR+aJqJZc+ex3zVyzg\n0J3259vDjtNxK5J9GXnQpRO0HwJuAy4Dvgp8D9jT3Q9v4n4nA73d/Uoz60JoP9nZ3auiHu3pwB7A\nKuBl4HB3/7SRVdYuWbIyzd0qbpWVFcRRi8WrP+P6qbewfO0Kxu14WN7PbEN8tShEXbbsxDOvfcQb\nMxfx7qylrF0fQnfllpux+8CufGVgN7br1rnoXrDXV69n0pwneHLec9RSy/69R3HSiCN4ZfZ7vL34\nPaZ/NoN1NesB6Lr5tgzrOqSkZroz+Rgp9JnsQni+yNZMdiHUIltUiyTVIqmysiJrQbsbcD1wEKGn\n+2ngvCZCMWa2OTAB6A60J7SgdAY6u/t4MxsLXByt8zZ3v6mJsSpoR+J8IBRa2NaTQlJqLdatr2ba\nh58Xfeies2Ied8+4j0WrF7Pt5ttw0sBj2Wmr/pvUYm31OqYvnVmyoTtTj5FCD9mQ/88X2WwXyfda\nZJNqkaRaJGUzaB9J6M9el4kNtoKCdiTuB0IhhW09KSQ1VItiDN31zWJ/Y4ev0bFt6NdvqBalGLoz\n8RgphpAN+f18ke2e7HyuRbapFkmqRVI2g/ZEYC/gEeAed38xExtuAQXtSDYeCIUStvWkkJROLYoh\ndDc0i50qnVqUSuhu7WOkWEI25O/zRS6++JivtcgF1SJJtUjKWtAGMLMKwplDjgN2BCa6+0WZGEAz\nKGhHsvVAKISwrSeFpObWotBCd1Oz2KmaW4tiDt2teYwUU8iG/Hy+yNXZRfKxFrmiWiSpFklZDdoA\nZrYD8E3geGCJux+YiQE0g4J2JJsPhHwP23pSSGpNLfI9dKczi52qNbUottDd0loUW8iG/Hu+yOUp\n/PKtFrmkWiSpFknZbB35X0LA3gy4B/grUO7unokBNIOCdiTbD4R8Dtt6UkjKVC3yKXQ3ZxY7VaZq\nUQyhuyW1KMaQDfn1fJHr82TnUy1yTbVIUi2SMhW00/nBml7AWYTT8R0N3A2MJJxBREpAIf6ojbRc\nh/ZtGWGVjLDK/wrdk1+dx+RX52UldDd3FjsOHdt2YHgUqOuG7ikfPc2Uj54uqNCdjmIN2fkk1yFb\nRLInnRnt/oSfUj8N2BL4DXCTuy+OfXSb0ox2JFfvOPNxZlvvvpPirkW2ZrpbOoudKu5aFNJMd3Nq\nUewhOx+eL/IlZOdDLfKFapGkWiTF3jpiZkcB5wDDgIeA+4Dx7t4vExtuAQXtSC4fCPkWtvWkkJTN\nWsQVujM1i53NWuR76E63FsUesiH3zxf5ErIh97XIJ6pFkmqRlI3WkYnRf3u7+38AzEw/g17i1EYi\nkPn2kkzMYudKMbSXlELIzrV8Ctkikj2NBe0hwLeBF8xsLnBvE7eXEqGwLalaG7rzoRc7UwoxdCtk\nx08hW6R0pdOj3Q44jBC6vw48AfzZ3SfFP7xNqHUkki8f7eRDG0m+1CIf5FstmmovGT5gG95b/TJP\nzXs+47PY+VaLXLaXNFaLUgvZuTgu8jVk59tjJJdUiyTVIinr59EGMLOuwEnAae4+JBMDaAYF7Ug+\nPRByHbbzqRa5ls+1qBu613VYSof+02iz+So2owvj+h7JqP67ZCyA5HMtsh26G6pFqYVsyP5xka8h\nG/L7MZJtqkWSapGUk6CdYwrakXx7IOQybOdbLXKpEGqxvno9/5o9hWc+foFaaqld3I+qeTtCTbuM\nnr2kEGoB2Qnd9dWiFEM2ZPe4yOeQDYXzGMkG1SJJtUjK5nm0RRqlnm1JR3292H07983ZebrzQS56\nuks1ZGdTvodsEckezWgXoHx9x5mLme18rUUu5Gst0j2jSCZPGZivtUhXJme6U2tR6iE7G8dFoYTs\nQn+MZJJqkaRaJKl1pITl8wMh22E7n2uRbflYi5aeUaS1oTsfa9FSrQ3diVqUesiG+I+LQgnZUFyP\nkdZSLZJUi6S8D9pm1h64HegLdAQud/dHUpafAPwEqALud/c/NLFKBe1Ivj8Qshm2870W2ZRPtcjk\nebFbErrzqRaZ1JLQXVlZwUtvzy/5kA3xHheFFLKheB8jLaFaJKkWSYUQtE8Dhrj7j8xsK+Add+8b\nLdsGeJPwq5MrgGeAH7r71EZWqaAdKYQHQrbCdiHUIlvypRZxnhc73dDdtWuXvKhFnNIN3Uu+XM+v\n/vJKyYdsiO8xUmghG/Ln+SIfqBZJqkVSIXwZ8n7CL0sCtAE2pCzbAXjX3ZcDmNmrwL5AY0FbCoi+\nIFl6svHrjmn/OM7O3amOQnhx25zO7MHuDOdz5vMZH/LZ6vkbv0i5WW0X1iyqpLpDd84Zs1dJh+y4\nFGLIFpHsib1H28wqgIeBv7j7vdF1WwGvA6OAL4HngAfc/cpGVlUwzeSStHDlYi595jqWrlnGSUOP\n4hsDD871kCQG/1k6hz+/dhefrFxIt86VnDvyZHbuulPWtr92fTVvz1zEi+8s4PUPFlK1rhRCdgPa\nbKDNFp/RduuFtN1yCWVtQy16dO7KXtsNZ8/eI+i7ZS+FwQz4omollz57HfNXLODQnfbn28OOU11F\nikd+t44AmFkf4AHgRnefUGfZWOACYCmwCHjT3cc3sjq1jkQK7aOdONtICq0WccpFLbIxi91c69ZX\nU1UDy5atztkY8sW6mnWs3mwhbyyY+l/tJcO7DmFYnvwMfLZk8jFS6DPZeu5MUi2SVIukvG8dMbNu\nwOPAd939mTrL2gG7u/s+ZtaRMKP927jGIrmlNpLiFGcvdmt0aN+WXpUVLOnYNtdDyQuVlf0YuvUu\n/9XT/dhHT/NYdJ7uUgzdrVHoIVtEsifOHu0LgS2Ai83s4ui68UC5u483s2ozewuoBm529w9jHIvk\nmMJ28cjHWWxpWmM/jqPQnT6FbBFpDp1HuwAV8kc7mW4jKeRaZFo2apGvs9h16bhIaqoWjZ29pNhC\nd2uPi2IK2XqMJKkWSapFUt63jojURzPbhUmz2MVLM93pKaaQLSLZo6AtWaewXVgKZRZbWk+hu34K\n2SLSUgrakhMK2/lPs9ilLa3Q3WlbhlcWd+hWyBaR1lDQlpxR2M5fmsWWVKUauhWyRaS1FLQlpxS2\n84tmsaUppRK6FbJFJBMUtCXnFLbzg2axpbmKNXQrZItIpihoS15Q2M4dzWJLJhRL6FbIFpFMUtCW\nvKGwnX2axZY4FGroVsgWkUxT0Ja8orCdHZrFlmwplNCtkC0icWh7ySWX5HoM6bpk9ep1uR7DJt5+\n+02OO+4I+vbtR//+O2y8/tRTv8mMGdPZZ5/9Y9lueXlH8q0WmVTevhODt92Zd5e8zztLptGxbQf6\nb9Gv/tsWeS2aI91azFkxjxvfvZ33PpvOtptvw3cGn8o+vfeiXZu2WRhldui4SMqnWrRr05Ye5d0Y\n3nUIX+2zD70regIw/4uP8eWzeXHBq7y5+B1Wrl1JeftOVHTonNGw21AtSjFk59NxkWuqRZJqkVRe\n3vHSTKynaGa073t6Fm/MXJzRdY4c2JXjDtix0dv07duPJ598nAMPHAPA7NmzqKqqyug4SpFmtjNP\ns9iST5oz0z2821B6lnePJfyWYsgWkewpmqCdC2VlZeyww07Mnz+PVau+pLy8M1Om/B9jxnyNRYsW\n5np4BU9hO3PUiy35LFehWyFbROJWNEH7uAN2bHL2OS77738Azz33DF//+uHMnPkBJ554qoJ2hihs\nt45msaXQZCt0K2SLSDYUTdDOhdraWgAOOugQfv/7q+jZsxdDhw7L8aiKj8J2y2gWWwpdXKFbIVtE\nsiW2oG1m7YHbgb5AR+Byd38kZfk44EKgFrjd3W+Oayxx69mzF1VVa5g48V7OOec8Pv54fq6HVHQU\nttOnWWwpRpkK3QrZIpJNcc5onwgscfeTzWwr4B3gkZTl1wLDgFXAB2b2d3dfEeN4Mq6srGzjE/SB\nBx7MlCmT6d27D5988nGOR1ac6gvbJ1SOzfGo8otmsaUUtDR0f1G1UiFbRLKqLNH+kGlmVg6UufuX\nZrYN8Lq775Cy/N/AGOBz4G1guLt/0cgqa5csWRnLWAtNZWUFpVyLxas/4/qpt7B87QqO3eUwenfc\nLtdDyguzV8/mkZlPaBYbPUZSlVIt6obudTXrATaG7unLZzJ/xQKFbErruGiKapGkWiRVVlZk5Aki\nthltd18FYGYVwP3AL+rc5BrgLcKM9j+bCNkiG6XObN8/fVKuh5NXNIstpaypmW5AIVtEsiq2GW0A\nM+sDPADc6O4TUq7fDpgE7AWsBu4BHnD3iY2sLr6BSkH6bNXnPDv3FTbUbMj1UPJCRYfOHLjDaDZr\n1zHXQxHJK1Ub1vLOp9NZs76K/bffSyFbRNKR3zPaZtYNeBz4rrs/U2fxZkA1sNbda8xsMbBlU+vU\nxxmBPtpJaM8xuxymWkQSx8VK9KteeowkqRbBDpvtRGUf1SJBx0WSapGkWiRVVlZkZD1xfhnyQmAL\n4GIzuzi6bjxQ7u7jzexO4GUzqwJmARNiHIuIiIiISFbF2aN9PnB+I8v/APwhru2LiIiIiORSm1wP\nQERERESkGOmXIVvh008XcOqpJ2A2cON1I0aM5LTTzszhqEREREQkHxRN0H5g1qNMXTwto+sc1nUw\nR+3Y+A+ibL99f/74x1syul0RERERKXxqHRERERERiUHRzGgftePYJmef4zB37oecd97ZGy//6leX\ns+22lVkfh4iIiIjkl6IJ2rnSr59aR0RERETkv6l1REREREQkBgraraSf8hURERGR+ihot0KPHj25\n+ebbcz0MEREREclDCtoiIiIiIjFQ0BYRERERiYGCtoiIiIhIDBS0RURERERioKAtIiIiIhKD2H6w\nxszaA7cDfYGOwOXu/ki0rBtwb8rNdwMucPe/xDUeEREREZFsivOXIU8Elrj7yWa2FfAO8AiAuy8C\nvgpgZnsBvwbGxzgWEREREZGsijNo3w9MjP7dBthQ9wZmVgbcAHzL3WtjHIuIiIiISFbFFrTdfRWA\nmVUQQvcv6rnZ4cD77v6fuMYhIiIiIpILZbW18U0km1kf4AHgRnefUM/yfwDXufsrsQ1CRERERCQH\n4vwyZDfgceC77v5MAzfbXSFbRERERIpRnD3aFwJbABeb2cXRdeOBcncfb2aVwIoYty8iIiIikjOx\nto6IiIiIiJQq/WCNiIiIiEgMFLRFRERERGKgoC0iIiIiEgMFbRERERGRGMR51pG0mFl74HagL9AR\nuByYAUwAaoD3ge+5e62ZnQV8h/Ark5e7+yQzKwf+BmwJrANOdfcFWd+RDGhtLVLWMxB4Fejq7uuy\nuhMZkIFjogz4GPh3tMpX3P3C7O5FZmSgFm2Ba4ERQAfgYnd/LOs7kgEZqMUFwKHR6rYCurl7j+zu\nRWZkoBadgL+TfN48yd0XZX1HMiADtdgKuItQi9XAWe4+L+s7kgHNqUV0+0rgJWBXd19nZpsD9wCV\nwErC6+ln2d6PTGltPaLrdgQecPchWd+BDMnAcbEF4bioILyO/MjdX832fmRCBmrR7MyZDzPaJwJL\n3H1fwovgjcA1wIXRdWXAEWbWHTgP2Bs4BLjSzDoAZwJvuPt+hAPhpznYh0xpbS0wsy7RfapyMP5M\naU0d2gM7AG+5+1ej/woyZEdae0ycDLRz99HAkcCgHOxDprSqFu7+28QxAcwn1KZQtfa4OAWYET1v\n/gP4SQ72IVNaW4sLgZfcfR/gd8ANOdiHTEmrFgBmdgjhty66ptz/XODd6LZ3ARdlcexxaFU9zOxk\nwhvSbbM87kxr7XHxQ+AJd98fOC26f6FqbS2anTlzPqNN+Hn2idG/2wDrgeHu/nx03WRgDFBNeDJc\nD6w3s1nAEHe/3swSbxj6AsuyN/SMa1UtzOwt4Bbg58DDWR15ZrWmDkMJQbuXmT0NrAF+6O7/pjC1\n6piIlr1vZo8SnkDOy+bgM6y1tXgTwMyOAj539yezOfgMa20t1gDbRLfdgjAzU6haW4udgV9Et305\nZV2FKN1aPESox4HAWyn3HwX8Nvr3Y8Av4x5wzFpbj8+B/YDZWRltfFpbhz8Aa6N/tyc8fxSqVtWi\nJZkz50Hb3VcBmFkFoQAXAb9PuclKwgtBFzb9gZvE9bh7jZk9BexKKFBBykAtfgVMcvf3zAxCsCo4\nGajDAuA37v5PMxtFeNf5lSwMPeMyUIttgR3cfayZ7QvcQXjhKDiZeK6I/Az4ZqyDjVkra9EFeBD4\nmZlNJ7TR7JuFYcciA8fFO8A3Uv7fKf5RxyONWnxJ8nXzyei2qatIrVHdx03BaW09Ei2ZdWpUcDJQ\nhxXRdd2Bu4HzszHuOGTgMdLszJkPrSOYWR/gaeAud/87oU8moQuwHPiC0B+UUEHKOwl3P5DwYvHP\n2Acco1bUYjnhI5EzzOwZoDswJSuDjkErj4k3gX8BuPtLQM9sjDkurTwmlgKTAKJ37AOyMea4tPa5\nwsx2Bpa7+4fZGXF8WlGLFYQXlmvdfRdCG0WpPm8uA64E+pnZc4QZqvlZGXRMmqhF4nmhIV8Q6pXO\nbQtCK+tRNFpbBzMbDDwJ/NzdX4htoFmQiWOiOZkz50HbzLoRemB+6u4Toqunmlli1u1rwPPA68A+\nZtYxaswfBEw3s59HfVQAqwhfcilIrazFNHffKaUHdSEFOrvf2mMCuBj4n2hdQ4GC/GITtP6YAF4E\nvh6tayjwURaHn1GtrMX70W0OAv4ve6OORwZqUU4IVQBLSIargpOBWuwHjI96LmcDBRsimlGLhrxE\n9HyRxm3zXgbqURRaW4doguJ+4AR3L9gJPMhILZqdOXPeOkL4IsoWwMVmdnF03fnADdEXVT4AJnr4\nxvgNhCfBNoTG9bVmdhtwp5mdDrQFvp39XciY1tSibo9lbbYGHYPWHhNXAfeY2dcJD4LTsr4HmdOq\nY8LMxgM3mdkr0X3PyfL4MykTj48BhCfZQtfax8iFwHgz+x7hdeDM7O9CxrT2MTKT8BpSRujJLfrX\nkDr3SX2tuIlQixcIPbnfinm8cWttPRq7rpC0tg6/IZxt5IaojWK5u4+Ld8ixaW0tmp05y2prC/34\nERERERHJPzlvHRERERERKUYK2iIiIiIiMVDQFhERERGJgYK2iIiIiEgMFLRFRERERGKgoC0iIiIi\nEgMFbRGRAmFmfzKz++tcN8bMZptZea7GJSIi9VPQFhEpHBcAI8xsLEAUrv8MfNvdV+V0ZCIi8l/0\ngzUiIgXEzA4Ebif8hPivo6vvBa4FOgGfAWe7+9zoZ4Uvj67fivCzwxPNbAKwDbAD8FNgf8LP01cD\nD7v7ZVnbIRGRIqYZbRGRAuLuTwFTgAmEcHwpcCtwgruPIATu8dHNvw+cEV1/JnBxyqqWuPvOwDTg\nUHffDdgb2MnMOmZjX0REil27XA9ARESa7X+BecARwHZAf+ARM0ssr4j+fxJwuJkdB+wJJPq4a4HX\non9/DKwxsxeBR4GL3H1t7HsgIlICNKMtIlJg3H0lsByYC7QFPnT3Ye4+DBgB7Bvd9EVgd+BN4Ao2\nfc6vitZVDewB/JLQTvKKme2Uhd0QESl6CtoiIoVtJrC1mY2OLp8O/NXMtgJ2An7l7o8BhxBCOUBZ\n4s5mNhR4Dnje3X8CfAAMyNbgRUSKmYK2iEgBi9o8jgWuMbN3gVOA0919GaF3e7qZvQR8CXQ0s06E\n1pHa6P7vAq8A75vZW8AcYHL290REpPjorCMiIiIiIjHQjLaIiIiISAwUtEVEREREYqCgLSIiIiIS\nAwVtEREREZEYKGiLiIiIiMRAQVtEREREJAYK2iIiIiIiMVDQFhERERGJgYK2iIiIiEgMFLRFRERE\nRGKgoC0iIiIiEgMFbRERERGRGChoi4iIiIjEQEFbRERERCQGCtoiIiIiIjFQ0BYRERERiYGCtoiI\niIhIDBS0RURERERioKAtIiIiIhIDBW0RERERkRgoaIuIiIiIxEBBW0REREQkBgraIiIiIiIxUNAW\nEREREYmBgraIiIiISAwUtEVEREREYqCgLSIiIiISAwVtEREREZEYKGiLiIiIiMRAQVtEREREJAYK\n2iIiIiIiMVDQFhERERGJgYK2iIiIiEgMFLRFRERERGKgoC0iIiIiEgMFbRERERGRGChoi4iIiIjE\nQEFbRERERCQGCtoiIiIiIjFQ0BYRERERiYGCtoiIiIhIDBS0RURERERioKAtIiIiIhIDBW0RERER\nkRgoaIuIiIiIxEBBW0REREQkBu1yPQCR5jCz64F9o4u7AB8Ca4BaYC93X5vh7e0O3O/u26d5+57R\n7Uc1Yxv7A5OBmXUWLXH3MfXc/k/RskvT3Uaa49geuNrdj2nJfjSx7jHAeGAhsJ+7V7VgHacB1xP+\n5rVAGbAK+LG7v5qJcWaamdUA27r753WunwtUEY7dMsJz8b+AX7p7dQu3NQGY5u7XtGLIWWdmI4HT\n3f3cepbNBY5z99dbsf7BwK+AIcD66Opb3f0PLV1nPdto1vNEE+vaE3gKGOXu76Rcfy7wA2CEu69u\n7XbSHMtJwI8Jj7fVwA/c/S0zawtcC4whHLu/d/dbovvsBNwObA18CZzi7m5mZcCvgXHR6t8AznX3\nNc0c00jgOqAT0Bb4rbv/NVp2ejTedsCT0Xg3pNx3KDDZ3XumXHcc8Ivo4mfA2e4+qzljEmmMgrYU\nFHc/P/FvM5sDfMvd387hkDbh7guAloTTWe4+LM3b1kb/ZVpfwKBV+9GQbwJ/cfcrWrme59z9G4kL\nZjYWeMDMert7TSvXnU21pBy7ZtYJ+CvwB0KYauk64zgu4rYL0LuBZYk3VC0SBavHgTPd/ZHoum2A\nh82MTIbtTHH3V83sSuBuMxvh7uvMbABwGfDVLIZsA34HDHP3RWb2NeABwvPE2cAOhL9dF+AVM3vb\n3d8gHMfXuvu9ZnYo8E9gV0LAPggY6u4bzOw+4HzgqmaMqQyYCHzb3Z82s17A22b2KrA5cAkwDPg8\nGscPgaujNwY/AC4gBPTE+roBNwFD3P0TM/se8Cfg0OZXTKR+CtpSNMzsEmAvoDvwrrufYma/AI4i\ntEnNBb7r7p+a2bPAy4QwuR3wAnCqu9dGM0f/A6wApqesfyBwG9CR8OJ/q7vfVGcM/QizihXRePpF\n4+kLLAGOd/dPm7lfXYBbCTNyCwmzckuiZXOBo939rZTLR7n721EI/XW076uAc9z9PTO7EDgC2Awo\nJ8wA/SvaRk8zmwycA0x3985m1p4we3UAUA28BvzQ3b+MtncHcGBUx3+4+wV1xv+TaHtron35BSFQ\nNrS+V6N9/bm7P1ynHHVD19OE+m5pZl8CvyV84tEWmEqY0VpZZ70XAj0IYWEdYWb5bHefYWa7EF5o\ntyaEvGvc/e7oU4crgNmE0NAR+J67PxuFoBujWvYE3iH8ndP+dMXdV5vZ94HZZnZhVIszgHMJf7+l\nwPcJf/95wAB3XxTV91VCwNhYHzMbRJj12yaqxQ3ufke07DvAeYTaLwK+7+7/iWbEAQYAXQkB9QdR\nKKoiHANjCcHqJ8CxwGBgAXB4tA/1breh+gGzCAGyi5nd5u5n1FOec8zsRsLxek20vvHAYnf/RbRP\nJxIeB0fVue/lhBnPR1JqvdTMzo7GTnT/jD1PpLG+pcBA4M/ufmM9+0tUq4OBy83s58BdhMfD+43U\nuJnhQ04AACAASURBVA3hcbUHUEE4Fs5095ejv+3WQH/gEWAScE10/1rgSnd/oM4YqoAzEscZ8BbQ\nPXo+GAfcHL25XW5m9wInmdkCwNz93qjWj5nZTWY2zN0fMLN/RcdTF8Ix9lkD+9+QDsAl7v50tP5P\nzOwzoA/hb/Swuy8FMLNbgBuAq4ERhOPuGMKnh0T3X2RmXd292szaEZ6vmzsmkUapR1uKTR/CDMwp\nZnYK4cn1K9Fs8WRCmEzo7+77EV5wDwD2M7PdCB8z7+PuXyEE1MQs4U+Af7n77sDXgX2jGZbGjAaO\ncfdBwDJCuKvPDmY2tc5/P4+WXQqscveBwNHATin3qzuLWQsbZ2ruJoSCoYQXm6vMbDtCKN43uv4i\n4LLoBfMMYLa7f43wIp1Y70WEMDsEGEp43rg6ZXvl7r4vsDdwnpn1Td0xd7+aEOSvjUL4L5tY3zR3\n37mekL2JqPbfiW7/OfAzYL27j3D3/2fvvsPjqq7F73/Ve7PVm+WmLfdekIwtwKaYZnoxLbSQBjd5\n80sIkJtGys3NTUJJSOiYDgZMCxgwWLblXuW65a5ebfU6mvP+cUYe2VjVM5qRtD7Po8eWZubMnqUz\no3X2WWftqUAx9tmyU9vFTDT+Blxi+x0/C2TYZr0+Ap6wxeYy4A+2U/kAszFPkU/HPOD6te3n9wIv\naa3TgTHASMz9o1e01oVAjfnS1ALgDsz9cLotPu9rrauBD4DbbDEYhxnLle2v0/Y6lgMP2/bVTOCn\nSqk5SqkLMffjTFuM3gBWdBjGFMwEb7ztq31/9QWKtNaTgX9ivo8est0nDLjKlqic9Xk7i5/WugBz\nf1jbSZIN5r4/0zauPymlxmMeDN1lSy6xjfOZszx2XofYnKK13tueDDr6c6Kb7RnACa31hC6SbLTW\nBubv+C5brA5rrZ/vJsazgVit9Vyt9QTM5PzhDpv111pP1Fr/AnPf/attG3cDF5xlDMe11p/ZXpMH\n5oHWh1rrVswzEPkd7l5g+1ki5oEXZ9yWYNumxXZAeRzzQGEFvaC1bm4/YLSN637MA9yNtucu6HD3\nQtvP0Fpvtu1fHW9v32abrfSnAPO9/HRvxiREd2RGWwwmBrCxQwnBFcAsYKt5FhQvzNOL7ff9GMA2\ne3gIc8ZnBrBSa11mu9+/gctt/38fWKaUmo29/q+7U/XfaK3rbP/fYXuOszmsOy8duQgzqWmfjXuv\nm+cEc3Znj9Y6x/a4DzATNJRSdwK3K6VGA3Mx/1BB56foLwUe0bbaYaXUU5z+B/JD23MUKaXKMF/j\n8S7G1t321nbx2POVUjswf39+wH7Mgw8wf99hSqlFtu99MWdsT9uu7Q/ru5inuz/FnLl9A3OW0U9r\nvcJ2v2JbrC8FvgGOt8cT83d5l+3/Pwcuts3cK8xZ7eAuXkNX2mthb8JM2tfb9l2ACKVUOGat+zOY\nM5LfAV60zbC2309hzly+2OFn/pin1EcCb7XP+mmtX1FKPWE7E2MAr2it6wGUUsuAJZiz9WCWAIBZ\nI79b287MKLOEaxjmTPjZnncqoOk8ft0drP7bNtZipdRK4CKt9VO2571CKXUQiNNaf3mWx3Y8YEQp\n9TfM5NQLCNRaj8HxnxNdbQ+63r9P0VrnK6V+DvwRs0wDuoix1vrfSqlf2mbaR9leZ02H17Guw+bf\nAf6hlLoS87PsUTqhlAoCXsZMlttLKs6cpPPAPEPS2eTdqesOtNZPA08rpX6HedCQ2dlzd0Up9TBm\nOcglWuumDgddZ33ermitt2LO1l8CfKqUGmU7qBXinEmiLQab+g7/9wT+pO0X6fhizqK063gRTnst\nqJXT/1h0/APxqTIv9FmEmfz+SimVrrU+0sV4Ol7019d6U6OzMZ1lm762f1s5o15XKTXRdvuHmEna\nSiCLs88EduR5xnN4AT4dvj9bHM9le3V0bq3W+soutvug1nolgFIqGDMJ+dZ2tda322ZGF2Emyvdw\n9mTDC/vnZGev8y3b/d7GPCWfRB9+z7YzAcGYiawn8KrW+mHbbR5Akta6CshWSnnbDvhuwSyX6sgT\nqOp44KaUigWqMEuJzhybB/b4d9y3vABLh+87lsK08m1dPe9cer+ftOtYe++JWe4D5gHA3UAutmT8\nLNZjztbuA9Ba/9g2rhHAng7bdNjnRA+219X+faajmBc+t3+uedFJjJVSl2OWlPwF88D1ALYzHzan\nPhu11s8qpT7GvJjxUuDXSqnJWuuaDvfHdgbsY8zSmAu0vRwqD/OAsl0C5gx3HuYZFs64rUApNRnw\n1PYLPF/ANoFwxnM+B8y0ffuM1vrZM273w0z804C5Wuu8DmOKO/N5z9z+GduKw6zPXgmgtV6plKrB\nPFDZ0dVjhegpKR0Rg8mZf7hXAvcppUJs3/8aeKWL+xvAl5izkwm2n93VfqNS6g3M2tu3MetLa+j8\nIq6ejK+nPgfuUUp52GY0l3S4rRxz9qy9W0H7H5rNwDhbMolSagnmxUHnA1u01n/HnFm7BvOPN5hJ\nVceEt91KzDpZb9us0Q8wZ4F7q/31O2p7Zxvnj5RSvrbt/guz1vU0SqlIpVQe5in8JzBLFyZjzrq2\nKKWusd0vHrPO9ku6/t1djFl+867t+znYY9qVU9u0/V6fAp6yJTNfALfYkiiA+zg9Rs/b7r/LVn7R\nkQaalFm3jFIqCdiFOaO9ErhJKRVpu+07mDWph2zjudEWP3/M0pWP6bmunrcrne132MZ0l217yZgX\n062y3bbctu1rMbtcnM0vgF8opRbbDlawvbbrsB9EOPRzog/b643OYjwdMzYf2xL8bZz+3j7tOZVS\n2Zgldq9glt2E27463mcY5oH4cq31rfr0aw4+BO5WSnnZ9t2bgBW28qfDSqmbbNu4BGjTWu/GLEt6\nSSnVPrt/B/bfpf0Fan2f1nqa7evZM28H3sWsQc/okGSDWfZ1lVIqStnLyj44WxA7CADesp3dQyl1\nAWbM9nfzOCF6TBJtMZicWa/8PPAJsFEptQfzg/7OM+5/Gq31HuBnwCql1BbMsor2+/0WWKqU2olZ\nE/i+1npNJ+M423g66wphcPYa7R22hOjXmDOIBzATnz0dHvtz4CFbOcW9wFbb6ygFlgKv2G77L8w/\nhm8CkbZ4fI154V647fTwHqBNmRfXdXwdj2NehLcTc2bQi7PMRPXAuW6vu64av8O88GwH5gycJ/D/\nnXknrXWFbQyrlFJbMU/N36vNNmBLMOO5CzOZ+o3WOuuM8Z/5eh4BPlBKrQf+G7PEYkwnj+noddvv\neCtmacqm9hlsrfUXmBd2fmkby23Y26KBmbhN4fRa4vbX14p58em9tseuxGwbuEFr/RVmffrXtn3g\nduAKWwmUgTnbuhbIAdZ1qIftdj/u6nk7iUX79+uBNHX2kigD8FNKbcc8W/BDbWu9Znu+5cAGfUb7\nxA5j2oVZV70U2GV7L2zHNhtqu5ujPyd6vD3b73/62cZ+tvtrrVs4e4zXYx5YLrC9xv9g7r8ptqTz\nzN/Zz4Df2uL6NWa9fMekFcwLcROBa8/4TIrAPAt2GDPJ34x5YXh7SczNmAfSuzHfkzfYxv4qZoK+\n1TZ2hXkmqceUUhmYpTmjMc/stI9pkS2Z/63t9ezH/Mz8n7NspmM8j9jG8J4tbr/EvLC31+1HheiM\nh2EMxG5QQgghHEkp9RKwX2v9Z1ePpSdsB4dZmL2Yt7h6PEIIcTZOq9FW5pXvz2FevGFgthbr2Crt\nx5hHkuW2H31Xa53rrPEIIYQYHGwlCW8AL0iSLYRwZ868GPIKwKq1nqfMVlW/5/Ta0unA7VprueBA\nCCFcTGv9HVePoadsF68N7/aOQgjhYk6r0dZmD9z2HqwpmD2EO5oBPKKUWqvMNj1CCCGEEEIMGk5t\n72frV/sy5kU8159x85uY7ZlqMS8kulxr/Wln2zIMw/DwOJeLtYUQQgghhOgRhySd/XIxpDJXqdsE\njNNaN9p+Ftres1OZDfaHa60f72IzRnl5rdPHOhBERYUgsTBJLOwkFnYSCzuJhZ3Ewk5iYSexsJNY\n2EVFhTgk0XbmxZC3A4la6z9iNvy3Yl+iNgzIsfX4bcBsv/SCs8YihBBCCCFEf3NmH+3lwFSlVBbm\nghsPAdcope6zLW36MGbv2DWYS0V/7sSxCCGEEEII0a+cNqNtKxG5qYvb38Ss0xZCCCGEEGLQkZUh\nhRBCCCGEcAJJtIUQQgghhHACSbSFEEIIIYRwAkm0hRBCCCGEcAJJtIUQQgghhHACSbSFEEIIIcSg\nsn37Vs4/fxarVn1x2s/vvPNm/vCH3/TbOCTRFkIIIYQQg86IESl89ZU90T58+BBNTU39Ogan9dEW\nQgghhBDina8PseVAmUO3OSstmhsvHNPp7R4eHowePZb8/Dzq6+sICgpm5cr/cPHFl1FaWuLQsXRF\nZrSFEEIIIcSglJl5IVlZ3wBw4MA+Jk6c3K/PLzPaQgghhBDCaW68cEyXs8/OYBgGAAsXXsJf/vIn\n4uMTmDJlWr+OAWRGWwghhBBCDFLx8Qk0NTWyfPlbXHLJ4lMJeH+RRFsIIYQQQgwqHh4eeHh4AHDR\nRYsoKysjMTHp1M/6bRz9ndmfA6O8vNbVY3ALUVEhSCxMEgs7iYWdxMJOYmEnsbCTWNhJLOwkFnZR\nUSEOychlRlsIIYQQQggnkERbCCGEEEIIJ5CuI0IIIYQQQ1xtQwu+dc2uHsagI4m2EEIIIcQQVFnd\nxPbccrbllnOwoIogfx9+cdt04oYHuXpog4Yk2kIIIYQQQ0RxZb2ZXOtyjpXYL3xMjg4mr6yOJ97N\n4dE7ZhAS6OvCUQ4ekmgLIYQQQgxShmGQV1rHttxytueWU1RRD4CnhwcTUiKYnhrFtNQowoP9+GxL\nPu+uOsjT7+/mpzdPw8dbLuU7V5JoCyGEEEIMIlbD4HBhNdu0mVxXVDcB4OPtybSxkUxPjWLKmEiC\nA3xOe9xtl47jWGE1Ww6U8fJn+7n3ivH93nfaUYqLi7jzzltQKu3Uz2bMmMVdd93br+OQRFsIIYQQ\nYoCztFnReVVsyy1nR2451fUtAPj7ejFnfAwzUqOYOGoY/r6dp36enh7cc/k4Kmua2LC3lJhhgVyV\nMbK/XoLDjRw5iqee+rdLxyCJthBCCCHEANTc2sbeoyfYnlvOzoMVNDRbAAgO8OH8yXHMUFGMGzGs\nVyUgvj5e/Oi6yTz+ylZWrD1KdEQAc8fHntM43z/0CTvKdp/TNs40LXoS1465wqHbdAZJtIUQQggh\nBoiGJgs5hyvYllvO7iOVtLRaAYgI8SN9YizTU6MYmxSGl2ff66vDgnz5rxsm84fXtvHipweIDA1g\nTGKYo15Cvzl27Ag/+tF3T33/q189TmRkVL+OQRJtIYQQQgg3VlPfws5DFWzT5ew7doI2qwFATEQA\nM1Q0M1QUKbEhDq2nTogK5ntLJvL3d3J48r0cHrtzJtHhAX3a1rVjrnDJ7HNKipSOCCGEEEKIM5yo\naTI7hehycguqMMzcmuToYKarKGakRhEfGeTUixUnjhzObRensmyl5ol3d/Ho7TMI9Pfp/oHiFEm0\nhRBCCCHcQHuP6+255Rwttve4HpMQxvTUKKarqD7PKvdV5rQESk408MWWfP7xwR5+fOMUvL0GRts/\nd+iYIom2EEIIIYQL9KbHtSvdeMEYyk42svNQBa99obnz0jS3SGK7EhcXz7/+9aKrh+G8RFsp5QU8\nB6QCBvCA1npvh9uvBH4JWIAXtdbPO2ssQgghhBDuoK89rl3J09OD+68az59e386aXcXEDAvksjkj\nXD2sAcGZM9pXAFat9Tyl1ALg98ASAKWUD/BXYCbQAGQrpT7SWpc5cTxCCCGEEP3OET2uXc3f15uH\nrp/C717ZwvJvDhMdbl6IKbrmtN+o1vpDpdQntm9TgJMdbh4HHNJaVwMopdYB84HlzhqPEEIIIUR/\ncUaPa1eLCPHjoeun8KfXt/Pcx/sYFurPyLhQVw/LrTn10Elr3aaUehm4Bri+w02hQHWH72uBgdeg\nUQghhBDCpj96XLvaiNgQvnvVBJ56L4cnl+fwyztnMizU39XDclseRnu/GCdSSsUAm4BxWutGpdQk\n4E9a68ttt/8VWKe1fr+LzTh/oEIIIYQQvVBV28ymvSVs2F3EroPlWNrMdCU+Moj0yfGcNymOsUnh\nbn/xYG99uOYwz3+4h5S4UP7nh/MGY9s/h/zCnHkx5O1Aotb6j0AjYMWeLB8AxiqlIoB6zLKR/+1u\nm+Xltd3dZUiIigqRWNhILOwkFnYSCzuJhZ3Ewk5iYdeXWPS2x3VFRZ2jh+0UvYnFeWlRHM5L4Jsd\nhfz+xU386LpJA3qm/kxRUSEO2Y4zS0eWAy8rpbIAH+Ah4BqlVLDW+jml1E+AlYAn8ILWutiJYxFC\nCCGE6LOSEw1s02Vu1ePalTw8PLh10VjKqhrJOVzJW6sOsXRRqquH5XaceTFkI3BTF7d/AnzS2e1C\nCCGEEK7S3uO6fQGZQjftce1KXp6efO/qifzxtW2s2lZATEQAC2cmuXpYbsV9+8gIIYQQQvSjgdjj\n2tUC/b156IbJPP7KVt5cdZDoiAAmj4509bDchiTaQgghhBiyLG1W9h49MaB7XLtaZFgAP7p+Mn9+\nYwfPfLiXR26bQVJ0sKuH5RZkrxFCCCHEkGM1DD5ad5RV2wupb2wFBnaPa1cbHR/GvVeM55kVe3hi\n+S4eu2PmkC6raSeJthBCCCGGlObWNp7/eB/bcsuJCPHjvBmJg6LHtavNSoumbMEo3ss6wpPLc/j5\nrdPx8/Vy9bBcShJtIYQQQgwZVXXNPLk8h2MltaQlh/Pf951HU32zq4c1aCyeO4KSEw1k7y7huU/2\n8f1rJuI5yHqI94YctgkhhBBiSCgoq+PxZVs5VlJLxqRYfnLTVEICfV09rEHFw8ODOy9NIy05nO25\n5by3+rCrh+RSkmgLIYQQYtDLOVzJH17bxomaZq5bMIq7F4/D20vSIGfw9vLk+9dMImZYIJ9tymPN\nriJXD8llZA8TQgghxKC2alsBTyzfRZvV4HtLJnL5eSmDbkl0dxMc4MN/3TCZIH9vXl2p2XfshKuH\n5BKSaAshhBBiULJaDd74KpfXv8wlJMCHn90yjVlp0a4e1pARExHIj66bDMA/PthDkW3Rn6FEEm0h\nhBBCDDpNLRaeei+Hr7YWEB8ZxGN3zGR0QpirhzXkpCaF853FaTQ2W/j7u7uoaWhx9ZD6lSTaQggh\nhBhUTtQ08afXtrPrcCUTUiJ45LYZRIYHuHpYQ1b6xDiuTE+horqJp9/bTaulzdVD6jeSaAshhBBi\n0DheUsvjy7aSV1ZH5tR4HrphCoH+0s3Y1ZacP5I542M4VFjNi/85gGEYrh5Sv5A9TwghhBCDwo7c\ncv798V5aW63cdOEYLp6VJBc9ugkPDw/uXpxGRXUjm/aVEhMRwJLzR7l6WE4nM9pCCCGEGNAMw+CL\nzXk8/f5uAH5w7SQumZ0sSbab8fH24kfXTSYyzJ+Pso+xYW+Jq4fkdJJoCyGEEGLAarNaefWLXN76\n+hChwb48vHQ601OjXD0s0YnQQF8eumEKAX7evPSf/eTmV7l6SE7VbaKtlBqulFpk+/8jSql3lVLj\nnT80IYQQQojONTRZ+Pu7OazeUUhSdDC/vGMmKbGhrh6W6EZCZBDfv2YihgFPv7+b0pMNrh6S0/Rk\nRvtNIE0ptRC4HvgY+JdTRyWEEEI4UHFlPV9vzcfSZnX1UISDVFQ18sfXtrH36Akmjx7Ow0unMyzU\n39XDEj00IWUYt12cSl1jK39/N4f6plZXD8kpepJoR2itnwKuBl7RWi8DAp07LCGEEMIxWi1t/O2d\nXfztze387pWtHC2ucfWQxDk6XFTN48u2UlhRz8IZiTx43WQC/KS/w0CzYGoCl85JpvREA/94f/eg\nPBDuSaLtoZSaASwBPlFKTUW6lQghhBggPt+cT0V1E0kxweSX1fH4sq28/fVBmluGTi/fwWTrgTL+\n/MYOahtbWboolVsXpeLpKRc9DlTXZ45m2thIDuRVsWylHnRt/3qSaP8c+F/g/7TWh4F/Aj9x6qiE\nEEIIBzhR08SnG44RGuTLXx6cz09vnkpUWAArN+fzyxc2sffoCVcPUfSQYRh8uuEY/1yxB09PDx66\nfjIXzUh09bDEOfL08OD+KycwIjaEdTnFfLYpz9VDcqiezEzfrrW+sP0brXW6E8cjhBBCOMw73xyi\npdXKbYtGE+jvw/iUYfzmntl8tO4oKzfn839v7yR9Yiw3XzSW4AAfVw9XdMLSZmXZSs26nGKGhfrx\n0PVTSIoOdvWwhIP4+Xrx4HWTeXzZVpavPkx0eAAz06JdPSyH6MmM9kSlVIjTRyKEEEI4kM47yeb9\nZYyMCyV9Uuypn/v5eHHDBWP45Z0zGRETwvo9JTz63EY27isZdKetB4P6plb++vZO1uUUMyI2hMfu\nmClJ9iAUEeLHQ9dPxs/Xi+c+2ceRosFxLUVPEm0rkKeU2qiU+sb29bWzByaEEEL0VZvVyutfHgRg\n6aJUPM+ycMmI2BAeu3MGN14whuaWNp79aB9PLM+hsrqpv4crOlF2soHfL9vGgbwqpqdG8fCt0wkP\n9nP1sISTJMeE8MBVE7C0WXnyvRwqqhtdPaRz1pPSkZ+d5WdyyC+EEMJtrdlZREF5HfMmxTEqvvO+\nyl6enlw6J5npqZG88rkm53Aljz2/iesWjOLC6YlykZ0L5eZX8fT7u6lrbOXSOclcnzn6rAdMYnCZ\nMiaSWy4ayxtfHeSJ5Tk8ctuMAd1Rpicz2gbmrHbHL0m0hRBCuKW6xlbeX3OEAD8vrssc3aPHREcE\n8tObp3L34nF4e3nwxlcH+cNr2ygor3PyaMXZbNxbwl/e2kFDk4U7L1XceMEYSbKHkIUzk7hoeiKF\n5fU88+Ee2qwDt+1fTw4RfoM9sfYBJgNrgTXOGpQQQgjRVx+sPUJ9k4WbLhxDWJBvjx/n4eHBvMlx\nTBo9nDe/ymXz/jJ+89IWFs8dwRXpKfh492RuSpwLwzD4KPsYH647SoCfN9+/ZiITUoa5eljCBW5e\nOIayqkZ2H6nkja8OctuiVDwG4MFWt4m21jqz4/dKqZHA3501ICGEEKKv8kprWb2jkLjhgX1u/RYW\n5MsDV09k7oQKXl2p+Xj9MbbqMu68NI3UpHAHj1i0a7VYeemz/WzcW0pkmD8P3TCFhMggVw9LuIiX\npycPXD2BP762jW+2FxIbEciiWUmuHlav9frwXGt9FEhzwliEEEKIPjMMgze+OohhwC0Lx+LtdW4z\n0FPHRPL4vXO4aHoiJZUN/On17by6UtPQZHHQiEW72oYW/vLWDjbuLWV0fCiP3TFTkmxBgJ83D10/\nhbAgX95adZCdBytcPaRe63ZGWyn1UodvPYBxwO4ePM4HeBEYAfgBj2utP+5w+4+Be4By24++q7XO\n7fnQhRBCCLstB8rIza9i2thIJo4c7pBtBvh5s/TiVOZMiOHlzw7wzY5Cdh6q4LZFqUxLjXLIcwx1\nxZX1PPFuDmVVjcweF83di8fh6+Pl6mEJNzE8zJ8Hr5/M/7y+nX9/tJdf3Dad5JiB03W6J4f7WcBq\n29fXmDXbt/bgcUuBcq31fOBS4Okzbp+OuRjOBbYvSbKFEEL0SXNLG29/fQhvL09uumisw7c/JiGM\nX901iyXzRlJT38JT7+/mnx/sprqu2eHPNZTsP36S3y/bRllVI1ekp3D/VRMkyRbfMjIulPuuHE9z\naxtPLM/hZO3Aed91m2hrrV8GtgOhwHCgSGvd0oNtvwv8d4fnOfNc2wzgEaXUWqXUwz0esRBCdKHN\n2kZZ3cA7vSjOzacbj3OytplL5yQRHR7wrdubLM2caKw6p+fw8fbkqnkj+fXdsxmTEMZWXc6jz21i\nza4iWeimD9bmFPHXt3fS3NrGPZeP49r5o6SziOjUDBXNDZmjOVnbzJPLc2huaXP1kHqkJ6UjtwO/\nBj7ETJg/UEo9rrV+oavHaa3rbY8PwUy6Hz3jLm8C/wBqbdu8XGv9aa9fgRBC2DRaGvnnrpc4Un2M\nUWEpZCamMzVqEl6eMkM2mJVVNfL5pjwiQvy4fG7KabeVNpSTVbCeTcVbaWprRkWMYUFiBpMix+Hp\n0bca7oTIIB6+bTpZOwp5d/VhXv7sABv3lnDnZWnERAQ64BUNblbD4IM1R/h0w3GC/L354bWTUMkR\nrh6WGAAunZNMyYkG1uYU8+zHe/nBNZPcvte9R3dH4UqpXcCFWutK2/eRQJbWekJ3G1dKJQHvA/+w\nzYx3vC1Ua11j+//3gOFa68e72JxMFwghOlXbXMfvs57iyMk84oKjKa4rAyAiIIxFo+ezcPQ8wv07\nX7hEDFy/f2kTG/eU8P9um8H8aYlYDSs7i/fx+cFv2FmyDzD3g+igSHTFYQCigoZzyZgFXDgqnWDf\nvl90V1HVyDPv5bB5Xwm+3p7cckkaSxaMPucLMQer5tY2/vbmdrJ3FREXGcSv7p1LQpQspy56ztJm\n5VfPbiDnUAVLFozmnqsmOuupHJLB9yTR3q21nnTGz3K01pO7eVwMZl3397XW35xxWxiQA4wHGoB3\ngBe01p93sUmjvLy2y7EOFVFRIUgsTBILu6Eci5qWWp7a8RxF9SXMjZvJf837Dvvyj7GmYD0bbTOZ\n3h5eTI+ZQmZiBiNCB16LqL4a7PvFnqOV/PXtXaQmhvHgTePYVLKdrIJsyhsrAU47sxEbE87Oo7lk\nFWSzuWQHrdZWfDx9mB07jQWJGSQEx/VpDIZhsFWX8/qXudTUt5AcHcxdi9NIiXXfAztX7BfV9S08\n9V4OR4pqSE0M44fXTSY4wKdfx3A2g/090hsDJRb1Ta384dVtFFc2cMclisxpCQ5/jqiokH5LtF/H\n7AzyAmZ2fw8wTGt9ezePewK4AdAdfvwcEKS1fk4pdQvwY6AZ+Epr/ZtuxiqJts1AeSP0B4mFfk0s\ndgAAIABJREFU3VCNxcmmKp7a+RylDeXMT0jnhtSriIkOOxWLJkuTLflaT2mDOcudEppMZmIG06In\n4e05cJf27YnBvF9Y2qz86sXNlDaUMXd+E3trcmhpa8Hb05uZ0VNZkJROcoi9l3bHWNS3NrCheAtr\nCtZT2XQSgLHho8hMzGBS5Pg+lRvVN7XyzteHWJtTjIcHXDIrmavPH4mfG17c19/7RWF5HX9/N4fK\nmibOmxDLXZeluc0CQIP5PdJbAykWZScbeHzZNhqaLPz4xilMGOnYhY36M9EOxKzRvgCzRvtr4Lda\n6/7+TUiibTOQ3gjOJrGwG4qxqGw8wRM7nqWy6QQLkxewZPRiPDw8zhoLwzA4cPIgq/Oz2Vt5AAOD\nUN8Q5sXPYV7CXML83Hf28VwM1v3Calh5bcNa1pduxCvMnL0O9wtjfsJ5pMfPJsT32+UIZ4uF1bCy\nu2I/WQXZ6JOHAIjwC2d+ormdYJ/el5XsP3aCVz7XlFU1Ehnmz52Xpjk8CThX/blf7DlayTMr9tDY\n3MY154/kivQUt1rhb7C+R/pioMXiYEEV//vmDny8PXnkdsf2Xu+3RNuNSKJtM9DeCM4ksbAbarEo\nbSjnyR3PUtVczeKUhSweuejUH+/uYlHeUMmawvVsKN5Co6UJLw8vpkVPIjMxg5TQZLdKAs7VYNsv\nGlobWF+8hdX56znZbM5EjwxJ4cIR85gSOaHLmejuYlFUV0JW4Xo2F2+jxdqKj6c3M2PMspKkkPhe\njbOltY0Ps4+yclM+VsMgY2IsN1001i1KJaD/9ovVOwp57YtcPD09uPvyNOaOj3X6c/bWYHuPnIuB\nGIuNe0t49uN9RIb58+gdMwkL8nXIdp2eaCuljnb41uD0onBDaz3KEQPoqTarYZyorOvPp3RbA/GN\n4CwSC7uhFIuiuhKe3PkstS11LBm9mEUjMk+7vaexaLI0s6V0O6sL1lNSXwpAckgimYkZTI+Zgs8g\nKCsZLPtFUV2JrbZ6Oy3WVjwML1rL47hk9PlcO2taj7bR01g0tDaysXgLWQXrqWg6AcDosBQyk7pP\n5s90vKSWlz87wPHSWkICfbh1YSqzx0W7/GDO2fuF1WrwzjeH+GJLPsEBPjx43WTGJIY57fnOxWB5\njzjCQI3Fh+uO8uG6o4yOD+X/3TLNIb3Y+yPRTunw7afAYjok21rrY44YQE9d9/AnxuI5yVyRnuL2\nrVycbaC+EZxBYmE3VGKRV1vA0zufp761gRtSryYzMeNb9+ltLAzDIPfkYbIKssmp2IeBQbBPEPMS\n5nJ+wlzC/dwzQeiJgbxfWA0rORX7yMrPJrfK7BYyzD+CCSHT+GIlJEYM41ffmYmXZ89qfXsbC6th\nZV+lZnVBNvtPmGuqhfuFcX7CXDLi55y1POVs2qxWvtxSwIq1R2ixWJk8eji3X6wYHubf47E4mjP3\ni+aWNp79eC87DlYQNzyQh26Yctbe5u5iIL9HHG2gxsIwDJ7/ZB8b9pYye1w091814Zx7svdr6YhS\naofWumdTBk7ynd99YVRUNTJuRAT3XzmesGA/Vw7HpQbqG8EZJBZ2QyEWR6qP889dL9BkaebWtOtI\nj5991vudSywqG0+wpnAD64s202BpxNPDk6lRE1mQmMHoMPeqLe2Jgbhf1LXWs6FoC2sKN3DCdqFi\nasQYMhPTmTB8HH96bQdHimr4+a3TetV/+VxiUVpfRlah2cWmua0Fbw8vZsRMJTMxg+TQxO43gNnv\ne9nnB9h37CR+vl5cN38UF05PdMnkkbP2i/bFRI6X1jJuRAQ/uGYigf7uUS7TmYH4HnGWgRyLVouV\nv7y1g4MF1VyRnsK188+t8GLIJdq1DS3Gn1/Zws5DFYQG+XL/leMZn+JeF5f0l4H8RnA0iYXdYI9F\n7snDPJPzEharhTvG3cSs2M4/khwRi5a2FraU7iCrYD2FdcUAJAbHk5mYwYyYqfh6uXfy0G4g7RcF\ntUVkFWSzpXQHrVYLvp4+zI6dzoLEDOKDzdre7N3FvPDpfmaPi+aBq3vXP9cRsWi0NLGxeCtrCtZT\n1miuQDoydITZQrAHXWwMw2D9nhLeWnWQ+iYLo+NDueuytH7vJe2M/SKvtPbU8tjnT47j9kvUgOgn\nPpDeI8420GNR29DC48u2Ul7VxD2XjyNjUt9adsIQTLQBo6yshi+35PPu6sNYrQZXZqRwVcbIIVdK\nMtDfCI4ksbAbzLHYV6l5dvcrWA2DuycuZWpU1wmWI2NhGAaHqo6wumA9ORV7sRpWgnwCyYifw/kJ\ncxnm794r2rn7ftFmbWNXxV6yCrI5VGVeGhTpP4z5iemcFzeTQB/7SouNzRZ+8exGmpot/OH+uQwL\n7V3phSNjYTWs7D9xkKwCs4sNQJhvCPMS5jIvYS6hviFdPr66voU3v8pl8/4yvDw9uPy8EVx+Xkq/\ntbxz9H6x61AF//pwL82tbdxwwWgunT1wLip29/dIfxoMsSiurOf3y7bR3NrGT2+e2udVR/ujRrvj\nIjMzga0dvje01hc6YgC9cKrryOGiav61Yi+VNU2kJYdz35UTiAgZOqUkg+GN4CgSC7vBGotd5Xt5\ncc9reHh4cN+kO5gwPK3bxzjttHhTFWsKN5BdtIn61gY88GBK1EQyE9MZEz7KLRMLd90valvqyC7a\nzNrCDVQ1VwOQFjGWzKQMJgxPO+vy6O98fYjPN+dxzfkjuTJjZK+f01mxKGsoZ03BBjYUb6Wpzexi\nMz16CplJ6aSEJnf52F2HKnj1C82Jmmbihgdy12VpjE0Md/gYz+TIWHy5NZ+3Vh3Ex8uT+64czwwV\n7ZDt9hd3fY+4wmCJxf5jJ/jrO7vw9/XisTtmEjMssPsHnaE/Eu3MLh5naK2zHDGAXjitvV99Uysv\nfrqfHQcrCAn04b4rxzNx5PB+HpJrDJY3giNILOwGYyy2lu7klX1v4e3pzQOT7kING9Ojxzk7Fi1t\nrWwr3UlWQTb5dUUAxAfFkpmYwazYafh6Oaa9lCO4236RV1tAVv56tpbtxGK14Ofly5zYmSxITCc2\nqPMErbiynv9+YTMRIX78/r45+Hj3vquAs2PRZGlmc8k2sgrWU2JbHGlEaJJtcaTJnXaxaWy28P6a\nI3y9rQADuGBaAtdnjibAz3ldbxwRizarlbe+OsSq7QWEBfny4PWTGRk38PrRu9t7xJUGUyzW5hTx\n0n8OEBMRwKN3zOx1a03po415SverbQW88/UhrFaDy9NHcPW8kT2+An2gGkxvhHMlsbAbbLHYULSF\n1w8sx8/Ljx9MvZtRYSk9fmx/xcIwDI5UHyerIJsd5buxGlYCvQNIj5/N/ITzGB7g+utI3GG/aLO2\nsbN8N6sLsjlSfdwcV8BwFiRmMDduBgHeXXekMAyDv72ziz1HT/DDaycxPTWqT+Poz/1CnzzE6oJs\n9lTsx8AgxDeYefFzmZcwp9MuNocKq3n5swMUVdQTEeLHbRenMm1s315rd841Fo3NFv714V52H6kk\nMSqIh66f4tIuKufCHd4j7mKwxWL56sP8Z+NxUpPC+enNU3t1zYAk2h0cLa7hXx/uobyqidTEML57\n9cRBXUoy2N4I50JiYTeYYrGmYD1v564gyDuQH069t8ddHdq5IhZVzdWsLdzIusKN1LXW44EHkyLH\nsyAxHRUxxmVlJa7cL2paasku3MTawo1Ut9QAMH64IjMxg3HDUs9aHnI2Ow9W8OR7OUxIieAnN03t\ncyxdEYuKxkrWFGxgffEWGm1dbKZFTSIzKYORoSO+9VosbVb+s+E4n2w4hqXNYGZaNEsXjnV4p61z\n6sxT3cQTy3dRUF7PxFHD+N7VE506++5sg+mz81wNtlhYDYNnVuxhmy4nY2Isd18+rsefH5Jon6Gh\nycLLn+1nqy4nOMAsJZk0anCWkgy2N8K5kFjYDZZYfJWXxQeHPiXEJ5gfTbuPhODeXzXuyli0Wi1s\nL93F6oJs8moLAIgLimFBYjqzY2fg189lJa6IxfGafL7Jz2ZH2S4sRhv+Xn7MjZvJ/MR0YgJ7N0Pb\namnjsec3caKmmd/cPZv4c1hi2ZX7RXNbC1tKtrO6IJviU4sjJbAgMYMZ0VPwOaOLTVFFPS9/foBD\nBdUE+nlz04VjmDc5zmEHbH2NxdHiGp5cnkN1fQsXTE/g1oVjB/xZ5MHy2ekIgzEWza1t/PmN7Rwt\nruXa+aO4Ij2lR4/r764jI4HxwBdAotb6aDcPcYZul2A3DINvdhTy1qqDWNoMLpubzDXnjxoQ7YV6\nYzC+EfpKYmE30GNhGAafHfuKT49+SbhfGA9OvY+YLmp2u+IOsTAMg2M1eawuyGZH2W7ajDYCvP05\nL24W8xPSiQrsn4mA/oqFxWphe1kOWQXrOVaTB0BMYDQLEtOZEzsdf+++lRV8uuEY72Ud4eJZSdx8\n0dhzGqO77BcHqw6bXWzK955aHKm9i02Ev/1CSKthkLWjkHdXH6appY205HDuvCyNmIjeX9h1pr7E\nYpsu57mP99JqsXLzRWNZODPRLS8A7i132C/cxWCNRXVdM48v20plTTMPXD2B2eNiun1MvyXaSqmb\ngUeBQCAD2AH8TGv9qiMG0AvdJtrtjpfU8syKPZRVNTImIYwHrp7Q6zZQ7mywvhH6QmJhN5BjYRgG\nHx7+jC/zVjPcP4IHp91PZEDfE1F3i0V1cw3rijaxrnAjNS21eODBhOFpZCZmkDZsrFOTFWfHorq5\nhnWFG1lbtJHaljr7a0vKIC3i3F7biZomHnluI/4+Xvzh/vMI9D+38gR32y8qG0+y1rY4Ur2lAU8P\nT1sXm9MXRzpR08RrX+Sy81AFPt6eXD1vJBfPSjqnSaTexMIwDD7fnMfybw7j6+PFd6+awNSxkX1+\nbnfjbvuFKw3mWBSU1fGH17ZhaTP42a3TGJPQ9Yq//Zlo7wAWAFla62lKqThgldZ6vCMG0As9TrTB\nvFDjlc8PsHl/GUH+3txzxXimjhkcHwyD+Y3QWxILu4EaC6thZfnBj8kqyCY6MJIHp95/2qxeX7hr\nLCxWCzvKdpNVkM3RU7O+UcxPTGdu7Iw+z/p2xRmxMAyDozV5ZBVks70sB6thdcps/bMf7WXjvlK+\nc1ka50+JP+ftuet+0dLWytbSHawuyD61OFJCcByZiRnMjJmGr5cPhmGwVZfz+pe51NS3kBwdzF2L\n00iJ7VuXj57GwtJm5bUvclmzq4iIED8evG4yI2K77hE+0LjrfuEKgz0Wu49U8vd3dxEc4MNjd8wk\nKrzzC7H7M9HeqrWe2XHRGqXUbq31JEcMoBd6lWiD+ccga2cRb3x1EEublUtmJ3HdgtEDvpRksL8R\nekNiYTcQY2E1rLx54H3WF28mPiiWH069jzC/c/8jPhBicbwmn9UF2WwvPb2OeUFiOtG9rGPuiiNj\nYa8/X0debSEAsUExZCamMytmOv7ejrtgLze/ij+9vp2U2BAeu3Mmng6Y9Xf3/cIwDA5XH2N1/jp2\ntS+O5B1odrFJPI9h/hHUN7XyzteHWJtTjIcHXDIrmavPH4mfT+/aHfYkFg1NrfxzxR72HTtJckww\nD10/ZVA2GnD3/aI/DYVYfL29gNe+yCU+MohHbpvR6Zmy/ky0X8FcrOYBYCnwfSBAa327IwbQC71O\ntNvlldbyzId7KT3RwOj4UL579QQiw7puJ+XOhsIboackFnYDLRZt1jaW7X+braU7SQpJ4IdT7iXY\nt+8XunU0kGJR21LHusJNrC3cYO/MMUyxIDGd8cNVjztzdMYRsTjZVMW6wo2sK9p0qqPK5MjxLEjM\nIDVitMNLX6xWg9++vIW8sjoevX0Go7s5xdtTA2m/ONlUxdrCjWR3jHnUBDITMxgbPooDx0/yyuea\nsqpGIsP8ufOyNCak9LydZHexKK9q5O/v7qK4soGpYyK5/6rx+PsO3M4iXRlI+4WzDZVYvPFVLl9t\nLWBCSgQP3TDlrBOw/ZloBwOPAQsBT+Br4Dda6/7+TfQ50QazlOTVLzQb95YS5O/N3YvHMa2PvVhd\nbai8EXpCYmE3kGJhsVp4ae8b7Czfw8jQEXx/yt0E+jju4HcgxaKdvdf0eo5UHwN612u6M32NxanZ\n1YJsdpXv6dce4at3FLJspSZjYiz3XOG4KsWBuF+0trWyrczsYpNvO4sQHxTLgsR0pgyfwucbC1m5\nKR+rYZAxKZabLhzbo4U5uorFocJqnnovh9qGVi6elcSNF4zB03PgX/TYmYG4X/SV1bBS11pPVXM1\nVU3VVDXXUN1s/lvVXE2Avy+xfnGkhCaREprssMkPd2O1Gjz5Xg45hyvJnBrP7Zeob00YSHu/vmzA\nMFibU8zrX+bSarGyaGYSN1ww8EpJhtKHQnckFnYDJRYtba08v+dV9lYeYGz4KB6Y/B2HlhzAwIlF\nZ85cPdHXy5e5sTNsqyd2f7V8R72NhVkvbK56WWBb9TIhOI4FienMinH+qpd1ja088uxGLG1W/nD/\nXMId2D96IO8XZl38cVbn2xdHCvAOID1uFqP9JrNiVSnHS2sJDfThloWpzB4X3eWZhs5isXl/Kc9/\nsh+r1WDporFcML13PewHooG8X3TUarVQbUuY27+qm2s42Vx9Kpmubq6hzWjr8TYj/YeREpbMCFvi\nnRQc/61WlANVY7OFP72+nfyyOm66cAyXzE4+7fb+nNHOBxKAKtuPwm3/Pwzcp7Xe6YiB9MA5J9rt\nCsrqeObDPRRXNjAyLoQHrp7YZUG8uxksHwqOILGwGwixaLI08+/dr5B78hDjhynum3QHvk740B4I\nseiJ2pY61hdtZk3hBqqaqwFIixhLZlIGE4an9aispKexONF00rawymbqW80OGJMjJ5CZmM6Y8FH9\n1sbt9S9yWbW9gBsvGMOlc5K7f0AvDJb9oqq52izlKdxEbau900twfSrZ61tosRhMHj2c2y9Wna7W\neGYsDMPgk/XH+GDtUfx9vfj+kolMHKRrUZzJ3fcLwzBotDR1SKDNWeiOCXRVczV1rfWdbsPTw5NQ\n3xAi/MII8wsj3C+UcL8w21co4X7hhPmFEhLuw7aj+zlWk8/xmnyO1eTRYGk8bTuJwXGkhNqT7+jA\nyHMucXOVEzVN/G7ZVmrqWvjhtZNOq3Toz0T7NWC51nqF7fvLgBuBp4CntdbpjhhIDzgs0QZoarHw\n2he5rN9TQoCfN3cvTmOG6lvP3v7m7h8K/UliYefusWi0NPLPXS9ypPo4UyIn8J2JS/HxdE7Np7vH\norfarG3sqthLVkE2h6rMZQyG+w9jfuJ5pMfNItCn877KXcXC7Ol8hKyCbHbZejoH+QSSET+H+Qnn\nnXP3l94qKKvjVy9tJjoikN/dM9vhZxsH237RarWwoyyH1QXZHK/JByDSPwqjfAQFOhw/bz+uXzCa\nC6YlfKv0o2MsWi1WXvn8AOv3lDA81I+HbphCYlRwv78eV3HlfmE1rNS01J5KoL9d0mF+tVhbO92G\nr5dvFwm0+f8Q3+A+HZgbhkF5YwXHavJtX3kU1hZh6TArHuDtz4iQJFJCk8zkOyyZUN+B05nmWEkN\nf3p9OwC/WDrjVFed/ky0d2mtp5zxs+1a6+nt/zpiID3g0ES73bqcYl77QtNisXLR9ERuvHAMPt7u\nfWQ22P5YnAuJhZ07x6KutZ5/7HyevNpCZkRP4c7xN+Pl2bsuCb3hzrE4VwW1RWQVrGdL6XZarRZ8\nPX2YHTudBYkZxAfHfuv+Z4tFS1sLm0u2k1WwnqL6EgCSguPNVQpjpjrlLEN3DMPgf9/cwYG8Kn58\n4xSnrOw7mPeLo9X2dottRhs+Hn60lsXTVJTIqMg47ro0jYQOyXN7LOoaW3n6/d3k5lcxMi6UB6+b\n5PDl3t2ds/aLlraW0xPob81G11DTUovVsHa6jWCfoDOS6HB7Au1v/szfy79fVwxttVoorCsyE+/q\nfI7X5FHWWHHafYb5R9hmvM1Z7+SQBKeXnZ2L7bnl/OP93YQF+/LYHTMZFurfr4l2FvAm8CrgBdwK\nXAc8CLyptZ7qiIH0gFMSbYDCinqeWbGHoop6RsSG8L2rJxDtgJW3nGUw/7HoLYmFnbvGoqallqd2\nPEdRfQlz42ayNO16p59mdNdYOFJdaz0birawpnADJ5pOApAaPpoFSRlMjhx/KsYdY1HReII1hevZ\nULSFBksjnh6eTIuaxILEDEaFjXDpKn9bDpTxzIo9TB0TyYPXT3bKcwyF/aK6uZbsoo2sK9xIdUst\nGNBWHYW1bASXjZ/BFekj8fH2JCoqhD26lL+/u4vSk43MVFHcc8X4XrcJHAx6u18YhkF9a8NptdBn\nXlRY1Vx9WsnFmbw8vAj3Cz3rLHSYXxgRfmGE+oU67axfZ/r6HqlvbeB4h3KTYzX5p5WyeHp4Eh8U\ne6rcJCU0idigaLcqOfl8Ux7vfHOI5OhgHr5tOkkJEf2WaCcCT2B2HWkDvgT+C7geOKi1/twRA+kB\npyXaAM2tbbz+ZS7rcooJ8PPirsvGMSvNPUtJhsIfi56SWNi5YyxONlXx1M7nKG0oZ35COjekXtUv\nH6zuGAtnsRpWdlfsY3XBenJPHgLM2aT5CedxXvwsUuJiWJdrLoayp2L/qSW/5yXM5fyEuYT7OaZ1\n3rlobm3j0ec2UlPfwu/uneOQJcbPZijtFxarhZ1lZhebozXHAbA2BhJUN5a75i4kKiKcx1/cRH2T\nhcVzR3DtglEO6VU+EHXcL9qsbVS31JwxC227qLDJVhPdUoPFaul0e/5e/uZss+/pM8/2ZDqMIJ9A\nt0oy2znqPWIYBpVNJ21Jdx7Ha/LJry2ktUPc/L38SA5JPFVukhKa5NLPI8MwWLZSk7WziKljIvnd\n9zJc13VEKRWgte78UM05nJpot1u/p5hXV+bS3NrGBdMTuPnCMfh4u9cR/lD6Y9EdiYWdu8WisvEE\nT+x4lsqmEyxMXsCS0Yv7bcbU3WLRX4rqSsgqyGZzyXZarK34eHozPDCCkrpyAJJDEslMzGB6zJR+\nnynryoq1R/go+xiXnzeC6xaMdtrzDNX9Iq+mgFV569hWuhPDw4rR5oVRHYVheDIqLpToiIHTDMAZ\nDK82ymorqWquobalDoOz50UeeBDqG2ybhT69DjrML/RUiYejuyj1J2e+R9qsbRTWF9vKTcyZ75KG\nstPuE+4XZq/1Dk0mOSSxX+NpabPyxLu72HvsJB//39X9NqN9PfDfQBBmH20vwE9r3bseU+euXxJt\ngOJKs5SkoLye5OhgvrdkIjHD3KeUZKj+sTgbiYWdO8WitKGcJ3c8S1VzNYtTFrJ45KJ+LUtwp1i4\nQkNrAxuKt7KmYD0nW6qZFjWJzMQMUkKTXVoecjblVY08+twmggO8+cP9c526KMpQ3y9qW+r46EAW\nG0o2Y3j391yZe/P29P7WBYQdE+hwvzBCfUOcem2JO+jv90ijpZHjNQWndTmpabE/vwcexAXFnKr1\nHhGaRFxQjFN/Dw1NFv78xnb+8fOL+i3RPgLcC/wE+D1wCVCntf6LIwbQC/2WaAO0tLbxxlcHWbOr\nCD9fL+66NI054/v72OLshvofi44kFnbuEouiuhKe3PkstS11LBm9mEUjMvt9DO4SC1ezGlaGDQ+k\n6kSTq4fSqX+8v5ttueXcf+V45k749sWcjiT7ham1zYJHQBu1NZJsA8RFR9BYbXW7g1BXcPV7xDAM\nTjZXnepwcqw6n/zagtO6rvh6+pAUkkhKmL3eO8Iv3KG/vzarldiYMIdssCdTBye11l8rpdKBMK31\nr5VS2UB/J9r9ytfHi7suSyMtOZxXVmr+/dFeDuSd5JaLxuI7BC8WEaIn8moLeHrn89S3NnBD6tVk\nJma4ekhDmqeHp21xCfdMtPceO8G23HLGJIa5zUTGUODj5U1UWATeLXLQARDiF0yTh8TCHXh4eDDM\nP4Jh/hFMjzYvim6ztlFcX3rahZZHqo9xuProqceF+oacdqHliNDEPq+mC+Dl6bj6+Z4k2g1KqVTg\nAJCplPoGGDKfiHMnxJISF8ozK/aQtbOIw4U1fG/JBOKGD85lSYXoqyPVx/nnrhdosjSzNO160uNn\nu3pIwo1Z2qy8+dVBPIClC1NlNlEIcVZenl4khsSTGBJPRsIcAJosTeTVFp6WfO+u2Mfuin2AWXIS\nExhlT77DkkgIinNJ6U9PEu3HMEtGbgN+DjwAPN/dg5RSPsCLwAjAD3hca/1xh9uvBH4JWIAXtdbd\nbtNVYocF8tgdM3hz1SFW7yjkty9v5Y5LFOdNdO5pTiEGityTh3km5yUsVgt3jr+ZWbHTXD0k4ea+\n2V5IUUU9mVPjTy0QIYQQPeHv7U9qxGhSI+wXT1c1V9trvavzOF6bT0lJGZtKtgHg4+lNUkjCaata\nDvePcPpBfk8S7fFa6xts/5+llBqmtT7Rg8ctBcq11rcrpSKAncDHcCoJ/yswE2gAspVSH2mtyzrd\nmov5eHtxxyWKtORwXv7sAM99so/9eSdZuih1SPYdFaLdvkrNs7tfwWoY3DPxNqZGTXT1kISbq6lv\nYcW6owT6eXPN/FGuHo4QYhAI9wtjalTYqb9BVsNKSX2ZLfnOO7W65ZHq46ceE+wTdNqFlimhSV2u\ntNsXPUm0fwg80/5ND5NsgHeB5bb/e2LOXLcbBxzSWlcDKKXWAfM73P9bPj+4mhF+KUQGOH61sN6Y\nPS6GEbEh/GvFXtblFHO0qIYHlkwkIVJKScTQs6t8Ly/ueQ0PDw++O/lOJgxPc/WQxADw/prDNDZb\nWLoolZBA910tTggxcHl6eBIfHEt8cCzp8bMAc7XOvNrCU729j9Xks6fyAHsqD5x6XHRAJCNCk/l/\nmfc5ZBw9SbTzlVJfA5uwX1FjaK1/29WDtNb1AEqpEMyk+9EON4cC1R2+rwW67FL+4va38cCD6fET\nuWzsBUyKSXNZTV9UVAh/+0kkL360l0+yj/L4sq1879rJXDQruV/HIEwSC7v+jMX6vK3QhAM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mDa60SCJBEhEosQiUWIxCJEEu0EEwgE0I2HWF+5hY/rPyFAAGdSBvPHXMFVY+aS6Ti/mx318UbW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\nQoghQRJtI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xsM+PPRStys/+nJl7VDYqqQYMupLU/mxPVi0ZaqX2MNhM7kv6/PtHwKtYP+hK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\n8/Atmfj7tf9Vp7qxhuKaUpeUIz46hPtnDeW3D09m7sRU6hrsLPswl+8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AT1/cTllVPf91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"text": [ - "" + "" ] } ], - "prompt_number": 1087 + "prompt_number": 1240 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "Time spent acquiring education towards a degree seem to follow similar trends for males and females with males spending on average more time than females in this pursuit. There is an interesting drop in males pursuing education for personal development in the year 2008 (financial crisis)\n" + ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ - "Trend in Education by Work Type" + "Trends in Education by Employer Type Years 2003 - 2013" ] }, { "cell_type": "code", "collapsed": false, "input": [ - "tsum_data=tall_data[['year','TRCODEP','TEIO1COW','TUFNWGTP','weighted_minutes']]\n", - "tsum_data = tsum_data.groupby(['year','TRCODEP','TEIO1COW']).sum()\n", - "tsum_data.rename(columns={'TUFNWGTP': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", - "tsum_data['weighted_avg'] = (tsum_data['weight_min_sum'] / tsum_data['weight_sum']/60).round(decimals=1)\n", - "tsum_data.weighted_avg.unstack(level=(1,2)).plot(kind='line')" + "ax1, ax2 = prepare_plot_area()\n", + "tsum_data = tall_data[['year','TEIO1COW','TUFNWGTP','TRCODEP','weighted_minutes']]\n", + "data1, data2 = prepare_multi_year_data(tsum_data,'TEIO1COW')\n", + "legend_labels=['Fed Gov', 'State Gov', 'Local Gov', 'Priv/Profit', 'Priv/NonProfit', 'Self/Inc','Self/NotInc','No Pay']\n", + "\n", + "plot_lines(data1,\n", + " ax1,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education towards a degree by Employer Type. Years 2003 - 2013')\n", + "plot_lines(data2,\n", + " ax2,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education for Personal Development by Employer Type. Years 2003 - 2013')\n", + " " ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 726, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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yUqZNm8nu3buqC8b09MPExAxAq9Wi1eoJC+tCVtYRevfuS0zMAMaMGcumTevr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1jf3j+iy+wZTH9ERZFuf4hWT4Bmj5cqez/+qAqJciVqIAxoJTJKLGrSdbFaX2k6NaoRyIRUImVB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\noWA1Q8EqUtnpGzhmI6xrsrOhvYEN7TVS3rqCJIeH8D6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ddc6+5EzmfJeIh5sL425pj5+3u7NDqpR2zRow/q7ONPCvx9JVe5j9bSL5BUXO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YAAAg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\nhKAsqRQkB0U08pKDnOS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"text": [ - "" + "" ] } ], - "prompt_number": 726 + "prompt_number": 1245 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "Education towards a degree had its highest point with Federal Government employees in 2004. In latest years trends are very similar for all the different employer types except for incorporated enrepreneurs who have shown a marked decrease between 2012 and 2013. For Personal develeopment educaion, it is worth noting how the peak was for government employees at the local level in the year of the financial crisis: 2009.\n" + ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ - "Trends by Age" + "Trends by Age - Years 2003 - 2013" ] }, { "cell_type": "code", "collapsed": false, "input": [ + "ax1, ax2 = prepare_plot_area()\n", "tsum_data = tall_data[['year','TRCODEP','TEAGE','TUFNWGTP','weighted_minutes']]\n", "tsum_data['bin']= pd.cut(tsum_data['TEAGE'],[20,35,50,65,80,95],retbins=True)[0]\n", - "tsum_data = tsum_data.groupby(['year','TRCODEP','bin']).sum()\n", - "tsum_data.rename(columns={'TUFNWGTP': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", - "tsum_data['weighted_avg'] = (tsum_data['weight_min_sum'] / tsum_data['weight_sum']/60).round(decimals=1)\n", - "tsum_data.weighted_avg.unstack(level=(1,2)).plot(kind='line')" + "del tsum_data['TEAGE']\n", + "data1, data2 = prepare_multi_year_data(tsum_data,'bin')\n", + "legend_labels=['20-34', '35-49', '50-64', '65-79', '80-94']\n", + "\n", + "plot_lines(data1,\n", + " ax1,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education towards a degree by Age Group. Years 2003 - 2013')\n", + "plot_lines(data2,\n", + " ax2,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education for Personal Development by Age Group. Years 2003 - 2013')\n" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 727, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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ohpMQ+oNoGqXiiT/7OJgNhXyllwZEQ4PniXPG8NXmOvoGHJxz3EROmVeiyWPO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\n2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Tr0EQyGkovlNm28cXZ2ITPzMnp9SwBUShXPBYznr78s4/uLu3ntoSkolUrc3Nzo1MmP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\nuALYdLaDnWvCUelYLpez7Y1EOjnVcWC4XE4yRvUJdYweRbUs3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1bNjwJfXqxaLX6xkwYBCdO3dz6HlER4fiynH2BLU5xiajkYw1q8j8aj1efn7U\nG/4gYd2vtflxahLjMytXkLVpIwFNmtJgwkR0/tUfG+yKKppUqk/ijZdMKmUNa+JcpC86X9XVeelq\nRVXXZDBw+u0F5O/bS2jXbsSOGIWXrnrPlKtyLacseYfc7duoO/BO6t7+r2odrzaqzfdkR1ExdgwV\nZ/tTMba/6OhQm0wu4bnfMhxg48YNnDmTzvDhD+Hv74+Xl47nn3+G8eOfoWXL1uzatZ0WLVrSs+dN\n9Ox50/ntli1bCWhdnP/73+d58smnyM7OpqAgn4UL3yMvL4/HHnuY1q3bOuvUFMXmHLU8UE1FDRmK\nPieH3O1bSVn0NnFjxuLl7X3lDd1AUu5pVh9ej8w6jBdeXBvXhf6N+xLuH2a3Y9a2sbomk4m0ZR+S\nv28vQa1aE/vQyGonuFUVc+9wCg9JMtatJbhNOwIaNXLIcRVFURTF1agktwZ69bqJ6dOn8sQTo9Dr\n9YwbN4F69WKZM2cWPj4+1K0bxcSJL1S6vclkOj8TZkREBCdPnuCRRx7Ay0vH6NFjCbLj8imK4kiO\nXh6oJrx0OmIfGoEhL5f8P/aRtuwD6j34sFvPWlvTSaVsobaM1c1Yu5pzv/yEf2JD4kY/gZeP487N\nOziYeg+NJHnObFLfXUTii1PR+VWtOq8oiqIonkB1V1Yuorph2F9tinHZ8kDpKz4Bo5GoQYOJ7Heb\n3StbtoixsaiQpNmzKD5xnDr97yBq0GAbtc5xbD2pVHnVjfPBzH9YfvBzMouyiAuO9ZiqbvaWzaQv\n/wjf6BgSnn0Bn/DwGu+zOjFO/+Rjsjd/R8TNfYgZdl+N2+DpatM92VlUjB1Dxdn+VIztT3VXVhTF\npbnC8kA1oQsIJH7seJJmTidzwzp8wsOJ6H2zs5tlFYPRwG8pO9lwdBO5pXmE+4VyR5OBdK3fEZ0L\nrFvriVXd3N27SP9kGd6hYcSPf9omCW51RQ2+i4ID+8n+7ltCru5AUMtWTmuLoiiKojiD87/tKIri\ncUrS0jj5ysvkbttKQOMmJL44xa0S3DI+4eHEj38a79Aw0j9dTu6unc5u0mWZTCb+Ovs3r+ycxwq5\nimJjCf0b9+G/3SfRPa6zSyS4ZTxpBuaCQ5LUJe/g5edH/Lin8IuJcWp7dP7+xI4cBd7epL7/LoaC\nfKe2R1EURVEczXvKlCnOboO1phQUlDi7DR4vONgfFWf78vQY5+3dQ/L819FnZhLeqzf1Rz2OT0iI\nQ9tgyxhynYrSAAAgAElEQVR7BwcT1KIl57ZvI2/3TgKvao5vlOutoZuUe5oPD6xg44nN5JcWcG1c\nF0a1fYC2Ua3w0dln4ixbxDkqsC496nemQF/I/oyDbE3ZicGop0lEI7xdKCmvTPGpJJLnzMZkMBD/\nxDiCmtumK3iZ6sbYJyISgPy9e9BnZhHasZNN2+VJPP2e7ApUjB1Dxdn+VIztLzjYf6ot9uP63yAU\nRXELJqORs6s+5/Sb8zEZDMSOeIR69z2AztfX2U2rsYBGjYgb/QQmk4nTb86nOCnJ2U06L6som2UH\nVjJr53xk1mFa1RE81+U/3NtiiF1nTbYld63qlmZkcGre6xgLC4l9aATBrds4u0kXqXPb7QQ0bkLu\n9q3k7trh7OYoiqIoisPYbeIpIYQ3sARoDpiAx6SU+y1evwP4P0APvC+lfPcKu1QTTzmAGlBvf54Y\nY1dbHsheMT63fSupSxbhHRFB4nOT8a3rvIquvSeVsoY94uwu6+oa8vJImjmdktQUou66mzq33GqX\n49Q0xiWpqZx46UW8fH1pNHXa+QqvcoEn3pNdjYqxY6g425+Ksf3ZauIpe1ZybweMUsrrgMnA9LIX\nhBC+wBygD3AjMEoI4dxBTIqiVEvh0SOcfGkKBX8fILh9BxL/778uuf6tLYR17U700GEYsrM5Nfc1\nDHl5Dm+DwWjg5+RtTNn6KhuPf0+QTwD3t7iLZzuPc2iCay/uUNU1FheTvGAeJakpRPbtZ7cE1xb8\nYmOJvutujPn5pC59DzdaUUFRFEVRqs1uj8allGuFEOvNPzYCsixebgkcllLmAAghfgFuAD63V3vs\n5eGH7yM4WBtvGBcXz/DhDzF9+hR0Oh2NGzdlwoRJl6yvmZWVyaxZ08jLy8NkMjF58lTq148DwGg0\n8swz/+H6629k4ED3W7JEqT0uWR7oziEOWR7I2SL79kOfnU3Wpo0kvzGXBhMmovP3t/txTSYT+zMO\nsvrIV6Tmp+Hn7Uf/xn24KfFG/L09by1UV52B2WQwkLJ4IUVHDhPatRtRQ4Y6rS3WCu/Zm7y9eyjY\n/xc5P2wholdvZzdJURRFUezKrt8UpJQGIcQHwCBgiMVLYUCOxc+5gPPWW6im4uJiABYsWHT+d5Mm\njefRR8fQvv01vPbaDH7++UduuKHnRdu9/fYb3HLLbfTqdTO//76Lo0ePnE9ylyxZSF5e7iWJsT1l\nFWWzJ/0P/s76h6uiG9K5TiciAyIcdnzF/bj78kA1FTVkKPqcHHK3byVl0dvEjRmLl7d9JncCbVKp\n1YfXI7MO44UX18Z1oX/jvm4z5ra6yqq6HaLbsvzg52w8sZk/zh5w2rq6JpOJtGUfkr9vL0GtWhP7\n0Ei3eKjj5eVF7EMjOP7iZM58toKgVq3wqxfr7GYpiqIoynlnswv5bvcpnhx2jU32Z7cxuZaEEPWA\n7UBLKWWhEKItMFNK2d/8+hzgFynlqsvs5rINPbb0QzJ+22qzNgPU7dGdxg89WOnr+/btY9KkScTH\nx6PX6xk/fjxjx47lp59+AuD777/n119/5cUXX7xou1tuuYV77rmHH3/8kfj4eF544QUCAwPZuHEj\nBw8exMfHh6ioKIYNG2bT87F0tiCTbUl72Jb0O4cyjl70mreXju6Jnbi9eW+a1GlotzYo7qkwJYWD\nM16l4MRJQppfRYuJT+Mf7XqzDdubsbSUv6fNIHvvPmJu7k2zJ0bb/OFURkEW//tzHT8e34YJE+1j\nW3H/1XeSGBFv0+O4g8LSIj7et4pvj/yMzkvHwJZ9GdzqNny9HTex2Ynln3Jq5ecEN21Cm2kv4RMU\n6LBj28LZX35Fzp5DSPOraDdzul0fzCiKoiiKNQ6eyGTNj0fY+sdpjCZY9/oAm3yZslslVwgxHGgg\npZwBFAJGLiSqB4GrhBCRQD5aV+XZV9rn5QZ6FxaWYDAYa9rsS/Z5uWMWFRm5++77uP32gSQlnWT8\n+CcxGk3ntykt9eLs2cxL9nHq1Cl0On9effUNPvjgXebPf4tevW5i1ao1TJv2Ku+/vxh//yKbD2wv\nq9j+nv4nx86dAMALL5pHNuOamLa0rtuC5NJTrD2wiV9O7OCXEztoFtGY3gk30DaqpUutsenO3HnS\ngry9e0h9bzHGwkLCe/Umeug9nMMXXOx8HBXjqJGPUTh7FunfbUbvH0zUINsMMbjspFKll78XOpKj\nr+WBDe+gRWgLlh/8nFUHNrLtxF6HVXWzt2wmfeXn+EbHUG/0OLLy9ZBv/3O3aYxFO0K7diN3+zbk\nRyuoe/u/bLNfN+fO92R3oWLsGCrO9qdibBsGo5HfD51l086THEk+B0BivRD6drbdnC727K78OfCB\nEOJHwBcYBwwSQoRIKZcIIZ4CvkGb/Oo9KWVKTQ4Wfdcwou+yX+WzIgkJDYmPTzD//0TCw8M5dEie\nf72gIJ+QkFB++OF7vvhiJV5eXowZ8x/Cw8O59tobALj22utZvPhtiouLOXPmDGPHPkZqago+Pj7E\nxcXTpUu3GrXxSolt++i2hPpdWMNUJCTSJqQNBzP/4fukn/g78xCHs48RHViXXgnX061+J48c/6dc\nnsloJGPNKjK/Wo+Xnx+xIx4hrPu1zm6W0+kCAokfO56kmdPJ3LAOn/BwInrfXO39GYwGfkvZyYaj\nm8gtzSPcL5Q7mgyka/2O6iGTmTPG6ubu3kX6J8vwDg0jfvzT+IS73eia82LuHU7hIUnGurUEt2lH\nQKNGzm6SoiiKUksUFuv5ed9pvt11ioxzRXgB7ZtF0bdzAiIxwqY94hzSXdlGXG4JoTVrvuDIkcNM\nmDCJs2fPMG7c48TFxXPvvQ/QoUNHZs9+hY4du9C73JfeyZMncf31N3LLLbexcuWnnD17htGjx55/\n/f33F1O3bhQDBtxZrXZVltheFdm0wsTWUvknVKfzUtmS9As70n5Hb9QT5BPItXFdubFBDzVut5rc\n7Smgqy0PZA1Hx7gkPZ2kGdMw5OVS/9HRhHbqXKXtK5pUqk/ijS4/qZSzr+WDmf+w/ODnZBZlERcc\na5eqbsEhSfKc2eDtTcIzzzk8KbRHjPMP7Cd5zmz8YuuT+OJUdH6ue405grOv49pAxdgxVJztT8W4\nesrG2/607zRFJQb8fHRc264+fTolEFsn6KL32moJIZXk1oBer2fGjKmkpqYC8PjjYwkPD2fWrGno\n9XoaNWrMpEmTL3kqkZqayqxZL1NUVEhISCj//e90QkIuJJ3VSXJrkthaquzDm1uSx0/JW/np1G/k\nleaj89LRMeZqeidc75QJYNyZO90gC48eIWXhW+izMglu34HYh0fiHRTs7GZdkTNiXHT8OEmzZ4JB\nT/z4pwkSLazarvykUj3iOrvNpFKucC3bc13d4lNJJM16BWNJCfFjxxPcuo0NWlw19opx+icfk735\nOyJu7kPMsPtsvn934grXsadTMXYMFWf7UzGumiPJOXyzM4ndMh2TCSJC/LipYwNubB9PSGDFc2qo\nJFexWWJr6Uof3lJDKTvT9rI56SdS8tMA1LjdKnKHG+QlywMNGuxWywM5K8b5+/8i+Y256Pz8SJj4\n/GUr3llF2aw/uontqbsxYaJVHcHAZrcRH1LfgS2uGVe6lm1d1S3NyODkjJcxZGcTO3IUYd162LC1\n1rNXjI3FxZx8eQolqSk0mDCRoJatbH4Md+FK17GnUjF2DBVn+1MxvrLKxtve0jmRzi1j8PG+/HdJ\nleTWUvZIbC1Z++E1mUwXjdsF1LhdK7n6DdITlgdyZozPbd9K6pJFeEdEkPjcZHzrXjzz9GUnlXIz\nrnYt26qqa8jLI2nmdEpSU4i6627q3HKrnVp8ZfaMcdHxY5ycMQ2fsHAaTn3ZLXpp2IOrXceeSMXY\nMVSc7U/FuHIVjbe9uhrjbVWSW4vYO7G1VJ0Prxq3WzWufIMsSUvj9NsLKEk+RUCTJtR/bAy+deo6\nu1lV5uwYZ23ayJmVK/CNjSXx2cl4h4RUMqlUP7eeVMrZca5MTaq6xuJiTs2ZTdGRw0T27Uf0UMdO\naFievWOcsW4tGWtXE9q1O/UfedRux3FlrnodexIVY8dQcbY/FeNLVWW8rTVUkuvhHJnYWqrJh1eN\n27WOq94gK1oeSOfruDVIbckVYnxm5QqyNm0koElTzv17AKuTvnWrSaWs4Qpxrkx1qromg4HTby8g\nf99eQrt2I3bEKKd30bd3jE0GA0kzp1N07Cj1HxtNaKcudjuWq3Ll69hTqBg7hoqz/akYX1Cd8bbW\nUEmuB3JWYmvJFh9eNW738lztBll+eaB6wx90++WBXCHGJqORo4vewLB7L0fj/NhwQwTdG3Rxm0ml\nrOEKcb6S8lXd+1veRcOwS8dKm0wm0j5cyrlffiKoVWvix47Hy8eeq+xZxxExLklN5cRLL+Ll60uj\nqdPwiYi06/FcQV5pPvvO/MWe9D85pz9HqHcoEf7hRAaEm/8bof3XP4JAnwCbLmtRG7nDvcLVGU1G\n8ksLyCrKJqs4h6zibLKLzP8tzuFcSS71w2KID4ynSVhDGoUnEOgT6Oxme5zafi3XdLytNVSS6yFc\nIbG1ZMsPrxq3WzFXukG64/JA1nB2jMsmldqZvIs7fsymYWoJPl070XjkGI/6suzsOFurfFW3T2JP\nbi1X1T27ZhWZ67/EP7EhCROfRRfgGl8OHRXj7C3fk758GUGt2xD/nwkedZ2WsUxsZdZhjCYjAMG+\ngeSXFla6nZ+3H5H+EUT6hxMREK79VyXCVeIu9wpnuVICm12UQ3ZxDnqTocLtvfAiyCeQfH3BRb+L\nDY6hcVhDGoc3pEl4IjFB0bW+0FBTtfVattV4W2uoJNeNuVpia8leH141bvcCV7lBuuvyQNZwVowr\nnFSqwc0EvfcFxSeOU6f/HUQNGuzwdtmLq1zL1qqsqpu9ZTPpyz/CNzqGhGdfwCc83NlNPc9RMTaZ\nTCTPe52C/X8Rc98DRPTqbfdjOkJliW1iaAOuiWlHh5h2tExsSHJqhpZMFOeQVZRTYaKRX1pQ6XFU\nInx57navsCVbJLBhfiFE+Edc0tOg7NoK9w/FR+eDX6iJXUcPcOzcSY7lnODEuSRKjKXn9xXoE0ij\nsAQt6VXV3mqpbdeyrcfbWkMluS5i2bKl/Prrz+j1egYPHkrTps2YOHE8CQmJAAwcOISbbupzUWL7\nw3sbKM0twQswntNzVUvBzJdfZ8OqNWza9DV+fv4MHjyUPn36Ofx87P3hVeN2nX+DdPflgazh6Bhf\naVIpfU4OSTOnU3omnZh77yei980Oa5s9Oftaro7yVd1BhU1psPo3vENCSXhuMn4xMc5u4kUcGWN9\ndhbHX5yMSV9Kw/++hF+9WIcc19asSWyjAuucf7+1MS4xlKhEuJrc8V5hDUcmsNYoH2eD0cDp/FSO\n5ZzgaM5Jjp07wdnCjIuOr6q9VeOp13J59hpvaw2V5LqA33/fxf/+t5xZs+ZSWFjIJ598RL169cjL\ny2PYsPuvWLFtFtiI5ydM4PXXF5CdncVLL73IkiUfYjKZGDHifubPX0gdB89s66gPb20et+vMG2T5\n5YHqP/q4R66P6cjq1/6Mg6w+8tUVJ5UqSU8nacY0DHm51H90NKGdOtu9ffbmzv/YH8z8h29/+Iib\nNiZh8tYR9MQoGrfu5uxmXcLRMc7dsZ2UxQsJaNKEhEkv4OXt7bBj10RVE1tLtoyxSoQr5o73CldL\nYK1hTZxzS/I4lnNCVXuryR2vZWs5YrytNWyV5Dp/Vg0b+W3zEY4eTLfpPpu0iKFH76aVvr5z53aa\nNGnGc89NID8/n9Gjx/HF2pUcPHqQT7/+FFO4jrhbr8LH35fmkc0u6Yo8b95shgwZRp06ddm7dw8d\nOnTE1zybbZMmTdm//0+uv76nTc/JVfh6+9IjrjPd63e6aNzu4exjatyunXjK8kCuIin3NKsPr0dm\nHcYLL66Nu/ykUn4xMcSPe4qk2TNJfXcR3qGhBIkWDm61UqZxQQD9tpzFiBdrrgvjVPoa+gRkXzJW\nt7YJ7dKVvH17yN2+jcyvN1D39n85u0mVqkliay9+3n7EBEUTExRd6XusSYTTCir/PuOpibAj2SqB\njQ+Jq3Cysgj/cJsnsLYS6hdCu+jWtItuDVRc7f0789D5uVRUtdfzVTTetr2dxts60hU/fUKIusA1\nUspvhRDPAx2A/0opD9i9dS4uOzuLtLQ0nn95Cpv/2sJ/nhtD5HXxBNwQQUL9RPQ7zhH5hy/Pj/+/\nS8bYZmVlsnv3TsaNexqApk2b8fHHSykoKKC0tIQ///yD66670Rmn5VBeXl60rNuclnWbXzRud+Wh\nNaw/+k2tHbdra560PJCzlU0qtT11NyZMtKojGNjsNuJD6l9x24BGjYgb/QTJb8zl9JvzSZj4vEdM\n9OVuSjMyODXvdUyFhdQfOYoBzaNZfvBzvjmxmT/PHqh0BubaIube4RQekmSsW0twm3YENGrk7Cad\n54qJbVU5KxGO9I8gIiDc4xPhyhLY7HL/3xMT2Orw1nmTEBpPQmg8NzToAVRc7U3JT+O3lB2AVu1t\nHJZI4/BEGqtqr9uqaLxtr2vi7Tre1pGu2F1ZCLEJWAf8DbwKzANGSilvsH/zLuJS3ZWzirJ59Y1X\nyPLKxbtjKADy7R30HTuI7k270D66LRmnzzB37mwGDRrMF1+sBODJJ8fTvHkLVq36jPz8PIYPf+j8\nPtevX8uGDV9Sr14ser2eAQMG0bmzY7vPuUI3DE8ft+vIGHvi8kDWsEeMK5xUqml/WtZtXuV9ndu+\nldQli/COiCDxucn41o2yaVsdxRXuF1VlyMsjaeZ0SlJTiLrrburccitg3QzMzuCsGOcf2E/ynNn4\nxdYn8cWp6Pyc16vG3omtO17HYJ+u0fZKhG0VY1slsBV1IfaEBNZe17Ia23uBu94vLDlzvK01HNld\nOVJKuUAIsQD4UEr5kRBirC0O7m7Kj7E9F3qWs9tO0e/mITTzSeSMt+SfZbu546mbCY0P4Ztd62nR\noiU9e95Ez543XbSv3bt38O9/jzz/c3Z2NgUF+Sxc+B55eXk89tjDtG7d1tGn6BJC/ULo37gPfRN7\nnh+3uzNtDzvT9tSacbu24KnLAzlaxZNKDTw/qVR1hHXtjiEnhzMrV3Bq7mskPjsZ7xDnzKhemxiL\ni0leMI+S1BQi+/Y7n+ACBPgEcI+4kw7RbVVVFwhu1ZqI3jeTvfk7zq76jJhh9zn0+J5QsbU3T6sI\nO6ICG+EfhrfOPcaZuxJV7XV/rjLe1pGsSXK9hBAdgYFATyFEeyu38wiVTR7VPLIZ1/xrELsNv/HX\n27/wh9HEM08/R0REHebMmYWPjw9160YxceILFe735MkTxMXFn/85IiKCkydP8MgjD+DlpWP06LEE\nechyLtWlxu1WnycvD+QoFU0q1b9xnwonlaqOyL790Gdnk7VpI8lvzKXBhIno/P1t0HKlIiaDgZTF\nCyk6cpjQrt2JGjK0wve1qHMVL3QZf76q+9rut1ymqutoUYPvouDAfrK/+5aQqzvYfZI6ldjanqsk\nwkZTMLkleSqB9SDWjO09kCk5kCmB2lXtdSWeOt7WGtZ0V74JeAH4Uko5TwjxGzBZSrnZEQ204LDu\nyq68jq29uXo3DE9Yb9eeMa4NywNZo6YxLj+pVI+4zpedVKq6TEYjqe8tIXf7VoLbXU3cmLFuMZvt\nroPpfPbDYe64vinXtopx+X8kTSYTaR8u5dwvPxHUqjXxY8fj5XPlhLWydXUdydn35KLjxzg5Yxo+\nYeE0nPqyzR+WuUJi6+wYu4Oado328vKisu+b1nQhVgmsdVztWrZmJmd3q/a6Wowr44z1bW3FYUsI\nCSE+kFL+2xYHqyG7Jrm1ObG15C4fXncet2uvGNeW5YGsUd0YZxVls+7oN+xI/b3Kk0pVl0mvJ3nB\nPAr2/0XYdddT78GHXTpp/HZXEiu++4eyfzk6imgevq0lgf6uW+U8u2YVmeu/xD+xIQkTn0UXYP2X\nKGeP1XWFe3LGurVkrF1NaNfu1H/k0RrvzxUSW0uuEGNPUGIoJduc8JZPhEspJlAXpBJYO3P1a9kT\nxva6eoxdfbytNRyZ5O4Cekkpnf0XtXmSW2liG9GEa+q14+roNoT5hdr0mK7O1T+85bnjerv2iLFa\nHuhiVY2xLSeVqg5jUSFJs2dRfOI4dfrfQdSgwQ45blUYTSY+/+EIG7efJDzYjxH9W/LNrlPsP5pB\nbJ0gxgxqQ3y06z0IzN6ymfTlH+EbHUPCsy/gEx5erf04q6rrCvdkk8FA0szpFB07Sv3HRhPaqUuV\n9+Fqia0lV4ixp1Mxdgx3jHOVqr3hDWkU5txqryvG2NPG2zoyyd0BXAVIoND8a5OUsrctGlAFNkly\nVWJ7ea744bWGyWS6aNwu4LLjdm0dY7U80KWsjXHFk0r1q9GkUtWlz8khaeZ0Ss+kE3Pv/UT0vtmh\nx7+cUr2R97/6m+0H0oitE8RTQ68mKiKQyDrBLPp8Hxt3nMTf15uHbmtBl5b1nN3c83J37yLlnbfw\nDgkl4bnJ+MXE1Gh/zqjquso9uSQ1lRMvvYiXry+Npk7HJ+LKw0NcObG15Cox9mQqxo7hCXF29Wqv\nK8W4ovG2V3vAeFtHJrk9K/i1SUr5oy0aUAXVTnJVYms9V/rwVperj9u1VYxr6/JA1rhSjCuaVKpP\n4o02m1SqukrS00maMQ1DXi71Hx1NaKfOTmtLmYIiPW+t/pO/T2TRLD6csUPane/yVBbnXQfTee+r\nvykuMXBzpwYM7dXM6U+OCw5JkufMBm8fEp551qZrvTqyqutK9+TsLd+TvnwZQW3aEj/uqQq/QLlL\nYmvJlWLsqVSMHcNT4+xK1V5XiLE7j7e1hiOT3BuBS94kpfzJFg2ogioluSqxrR5X+PDaiquO27VF\njNXyQJd3uRg7alKp6io6fpyk2TPBoCd+/NMEiRZOa0tWbjFzV+7j1Jk8OlwVxaP/ao2f74Wxc5Zx\nTsnI581Vf5KSUUCzBuE8PqANkaHOmS26+FQSSbNewVhSQvzY8QS3bmPzYziqqutK92STyUTyvNcp\n2P8XMfc9QEQvrUOXOya2llwpxp5KxdgxakucnVntdWaMPWG8rTUcmeT+wIUk1xdoB/wspexviwZU\nwRWTXJXY1pwn3iBdbdxuTWOslge6sopi7IxJpaorf/9fJL8xF52fHwkTn3fKA4zks/nMXbmXzHPF\n9Lomnvtubo5Od/G/O+XjXFSi54OvD7Lj73TCgv14fEBrRGKkQ9tdmpHByRkvY8jOJnbkKMK69bDr\n8exd1XW1e7I+O4vjL07GpC8l4/HB7DIkuWVia8nVYuyJVIwdozbH2VHVXkfH2NPG21rDYUlueUKI\nxsA8KeUAWzSgCipMcp2Z2BqNRmbOfJmkpJPodDomTXoBnc6b6dOnoNPpaNy4KRMmTLqkS9c//xzi\ntddm4O3tTYMGCTzzzPP4msdQGo1GnnnmP1x//Y0MHOj4yWc8+QbpKuN2qxtjtTyQ9Sxj7OxJparr\n3PatpC5ZhHdEBInPTca3bpTDjn0oKZs3Pv+DgmI9g29swm3dGlbYNbWia9lkMvHdrlOs3HIYkwmG\n9GzKLV0SHDI2yJCXR9LM6ZSkphB1193UueVWux8T7FvVdaV7clnF9vSvm7n6G0lKXR8+6xNJQniC\n2yW2llwpxp5KxdgxVJwvsFe111Ex9tTxttZwWpILIISQUkphiwZUwfkk11Uqttu2/cZXX63jpZdm\nsHPndtas+RyDwcCwYffTvv01vPbaDLp06c4NN/S8aLuRIx/gP/95hjZt2rJkyULCw8MZOvReABYt\neovff9/FbbfdwYABd9r9HMqrLTdIZ47brU6M1fJAVRMdHUpqWrbLTCpVXVmbNnJm5Qp8Y2NJfHYy\n3iH2n71418F0Fq87gMlk4qHbWtCjTeWV7stdy4eSslm49i9y8kocssyQsbiYU3NmU3TkMJF9+xE9\ndJjdjlUZe1R1nX1Prqwr8p07Skk4nEVg/1tJGHS309pnC86OcW2gYuwYKs6XZ4tqr71j7Onjba1h\nqyT3it84hBBLLX70AloCf9ri4FVxtiCTzSe3XpLYNo9oyjX12tHckIk+9zBk7yA3ewe2uPyCIloR\nGd+n0tf9/f3Jy8vDZDKRn5+Hj48vBw7sp337awDo1q0HO3ZsuyTJPXMmjTZt2gLQpk07vvxyNUOH\n3suWLd+h0+no2rV7pYumK7YRFxLLfS2H8K+m/c6P2/325A98n/STS4zbtaSWB6oak8nE76f/4oPf\nPz8/qVT/xn2cPqlUdUT27Yc+O5usTRtJfmMuDSZMROdvv3GuZWvg+vl588SgdrRuXP2qXPOECKb8\nuzML1+5ntzxD8pl8uy0zZDIYSFm8kKIjhwnt2p2oIUNtfgxrtKhzFS90GX++qvva7rccvq6uLVgz\nxjayqz8npkymcOMmijp0tenEXoqiKPYQ6hdCu+jWtItuDVRc7T2QKTmQKYGKq711o+wzPKyi8bb9\nuzf0uPG2jmTNv7o/cmFMrglYCXxntxZVYsz6yZhMposSW8uKbVbyt+gd3Ka2ba+mpKSYe+8dzLlz\nOcyaNZd9+/acfz0wMIj8/LxLtouLi2fv3t9p3/4afv31Z4qKCjl69DDfffcN06a9yvvvL3bkadRq\noX4h9G/ch76JPc+P292ZtoedaXtcYr1dtTzQxUwmEwX6QrKLc8gqyiarOIfssv8W55BVnE12UQ4l\nxlK88OLauC4uNalUdUQNGYo+J4fc7VtJWfQ2cWPG4uXtfeUNq6D8Grj/uetqGsbWvDdMeIg/Tw9r\nz6ofj7Jxx0mmfbTb5ssMmUwm0pZ9SP6+vQS1ak3sQyOc2oU/wCeAe8SddIhuy/KDn/PNic38efaA\nw9bVra7qTB5V76GRJM+ZTeq7i0h8cSo6P/d6iKQoSu3mrfMmITSehNB4bmigzd9QUbU3JT+N31J2\naDFtUGkAACAASURBVNvs9CbCL4wI/wgiA8KJ9I8gwj+cyIBwIvzDifCPINQv2KrvjbVxvO3lmIxG\n0j/+iOgJT9pkf1Z1VxZCtAV6oiXFW6SUe21y9Cp4Y9tSU4OAeJeaPOqjj96nsLCQRx8dQ3p6GmPH\nPkZeXh7r138LwM8//8CuXTvo0KEjX3yxEoAnnhhPYGAg8+e/jl6v5+qr23Py5AliYuqxd+/v+Pv7\nk5qago+PD+PHT6RLl24OPafa3tXFEeN2rYlxbVweqCoJbGVCfIOJ9A+nYZ14boi9ziUnlaoOk15P\n8oJ5FOz/i7Drrqfegw/bbDxOZWvgWqMq9wt7LTN0ds0qMtd/iX9iQxImPosuwD7LRlSHLcbq2vOe\nbItZkdM/+Zjszd8RcXMfYobdZ5d22ltt/3fPEVSMHUPF2fbKV3uzSzM5k59FTvE5TJcuPgOAt5c3\nEf6VJ8IBXiHsPXCO73Yn17rxtpdz5rP/kfXN11y79guHza48HJgCrAV0wABgmpTyPVs0oAqqvU6u\nvSxa9BbBwcHcf/+/KSws5IEH7iYhIZHhwx+iQ4eOzJ79Ch07dqF375sv2m7Fio+57bY7CAsLZ968\n2QjRkltvvf386++/v5i6daPUmFwns9e43SvF2BOXB7JlAhsRoD0pjfQPN/+jEWF+ehqOn/fF67d6\nEmNRIUmzZ1F84jh1+t9B1KCaT0x3uTVwrVHVONt6maHsLZtJX/4RvtExJDz7Aj7h4dXelz3VZKyu\nra9lWy/3Yywu5uTLUyhJTaHBhIluOVeAJ94vXI2KsWOoONtfWYwNRgPnSnLJKs4mq8j8PaY4h6wi\n7XtNdnHOZRNhk9ELSgMI8wsjMTKauLCoaleEPUHWpm84s/JTfGNj6bLoLYclufuA3lLKDPPPUcCP\nUsrWtmhAFbhckpubm8srr0wlJycbvV7P0KH3IERLZs2ahl6vp1GjxkyaNPmSJzK//voz7733Dr6+\nfrRs2Zpx4yZc9B6V5LoWW6+3e7kYu+PyQLZOYMueeFaWwFrDU69jfU4OSTOnU3omnZh77yei3AO0\nqrjSGrjWqE6cbbXMUO7uXaS88xbeIaEkPDcZv5iYKu/Dkapb1bXFtWzvdWyLjh/j5Ixp+ISF03Dq\nyy5/zyrPU+8XrkTF2DFUnO2vKjEuS4T/OpXMLwePcexsGl5+RfgFlRAWbsToW0huSW61K8Kekgif\n276N1CXv4B0eQeLzk4lr0dhhSe6fUsq25X73h5SynS0aUAUul+R6InWDrJyt1tutbNkVV1weyBEJ\nbKR/OL5VSGCt4cnXcUl6OkkzpmHIy6X+o6MJ7dS5yvuwZg1ca9RkOayaLDNUcEiSPGc2ePuQ8Myz\nbjXpUVWrutWNsb0T2/Iy1q0lY+1qQrt2p/4jj9psv47gyfcLV6Fi7BgqzvZnbYytHW9bWUU4uyjn\n/HetmnSNdvVEOP/AfpLnz0Hn50fCxOfxT0hw3BJCQojlwBngPbTZlUcAdaSUw23RgCpQSa4DqBvk\nldV03G75GDtreSB7JbCW1Vd7JLDW8PTruOj4cZJmzwSDnvjxTxMkWli9rbVr4FqjpnGuzjJDxaeS\nSJr1CsaSEuLHjie4dZtqH99ZqlLVrUqMHZ3YWjIZDCTNnE7RsaPUf2w0oZ262OU49uDp9wtXoGLs\nGCrO9nelGNtjfdvyibDldzRbJMKRARGE+Do+ES46eYKkWTO07zL/mUBQi5aAA9fJFUIEoY3J7YU2\nJncz8JKU0tGfIpXkOoC6QVZNdcbtWsbYXssDeXICa43acB3n7/+L5DfmXvT080qqsgauNWwR55y8\nYt5Zux+ZlE1snaDLLjNUmpHByRkvY8jOJnbkKMK69ajRsZ3NmqrulWLszMS2vJLUVE689CJevr40\nmjodnwj7rjluK7XhfuFsKsaOoeJsf5XF2Nnr27pbIlxyxtwrLffSXmkOS3JdiEpyHUDdIKunKuN2\ny2Jc3eWB7J3Aaj+HuWwCa43ach2f276V1CWL8I6IIPG5yfjWjar0vRevgdu2RmvglrFVnA1GI1/8\noC0z5O/rXeEyQ4a8PJJmTqckNYWou+6mzi231vi4ruBKVd2KYuxKiW152Vu+J335MoLatCV+3FNu\nMUtobblfOJOKsWOoONtf+RhXtL7tTR0buOT6thcSYe37o7MSYf25c9r8IulpRN97P5Hl5hexe5Ir\nhDhm8aMJravy+Z+llE1s0YAqUEmuA6gbZM1YM243qk4QB9/9qMLlgVQCaxu16TrO2rSRMytX8P/s\n3Xl8VNX5x/FP9pCQjZAQCFtBPWyCVtS6trXWWre6VGvrUq36Q7GuuItYrRatBcENFaXWvagotYpY\nqra1Fay2WgE9CrKEQEiAhIRA9vn9cSc4xCyTzJ2ZO5Pv+/XiRTLLnWeenLkzz5x7z5NSVMTQG6aS\n1HfPWdBw9cAF9/PcUZuhlvp6Nsy8h7rVq8g75lgKzjjTtcf0io5mdXd/KebhwjaQz+ejdNYMdq5Y\nTuFZ55L73aOiHVKXetP+IlqU48hQnsOvoCCLss3b47a/bbgL4Rz6sH32A06niONOoP+pP/7aNiJR\n5A4P+PU14DgCCl1r7Vo3AugGFbkRoB2kO9o9bze9H0fl7M+wxR9Sv/Jzmvpls+GUQynLSVAB67Le\nNo4r5j9P5ZtvkD5iJIOnXEdimtOWJ5QeuMEIR57bthm6+ITR7HrqUWo//oisgw+h6IKLor4gW7i0\nN6s7vGAgf//y354ubNtqqqpk7bSp+JoaGXbr7aQOKIp2SJ3qbfuLaFCOI0N5Dh+fz0fNzkY+WVfF\nK++s6tX9bXtaCCc2+zjpb9sZVtbAqr1z+Ox7hrw+uV8rhCeOHBO5w5WNMf+11u7vxgOGQEVuBGgH\n2TM+n4+WnTtp2raNxsptNLX+27aN2i2b2VGxieTqnaQ0O6+31cWpvHlINg2pX31YVwHrnt42jn0t\nLZQ9PpeaZe+ROX4Cgy69nF2NvpB64AYjXHne3WZo5WZOqlzGmG2fkzFmLMWXX0VCcucLU8WDwFnd\nVl4vbNuqeX8Zmx6dQ/qIEQy5/mYSkrrXniqSetv+IhqU48hQnnvG5/NRW9fEtuo6Kmvq2VZTT2VN\nHduq653f/Zc3NDlfNEb6fNtY9LVCuK6KvguWkLeihLKhObz53QKqGttvnzT/J3NcKXLj/9OCSIh8\nPh8ttbU0VVZ+rYBtqqykcZvzu6+hocNt9M3KImFQMdvToWZkfxIP2Jef9slTASuuSEhMpOj8C2je\nUUPt/z6mZN48HksYz4YttT3ugRtN6anJTDppLN8s/YDc1Z9TltaPXQeeTLGHCyU3jeq3NzcfdBXv\nbPgXOVl92DvDxERhGyjroIPZ8fF/qVm2lG2LXiP/hJOiHZKI9ELdLWDbk52RwsD8TPplpzF+n0IO\n2Cvfc+fbek1SYhJ56bnOIqw5w6h44Y9UrighfcRIDp9yHUempXU4I+wWFbnSq7lRwCZlZZFaNJDk\nvDyS+/UjJa8fyXn9/L/nk5yXS2LKV22F9E2rhENCcjKDLrmUL6dPp27ZP/lGXjV7f/+EHvfAjbbt\n77xN7n/egbz+vDHoGMr+WcKqLXVBtRmKB+nJ6Rw7/KiY3l8U/uwcdn1u2frqQjLHjY+pfsYi4n1u\nF7B5Wc6/ftnp9MtKIy87nby+qaQkf/UFayzvk6Ol8s3FVC5eREpREcWXXbn7lKq2hbDbOvykYIx5\nO+DXvdr87rPWen81CenV9ixgt9JUWRn2AlYkmlZV1DO372H8OKWSwyo/oSB5AomJJtphdVvNhx9Q\n/uxTJGVlM+Ta67g+I4eHF67gQ1tBaUVtp22GxDuSMjMZcP6FlM68h7LHHmHotNtITNX+UkS6FljA\nOsVr+AtYcV/1sqVUzH+OpJxcBl91DUlZ7ix8GYzOvg6/rZPrYqbvkMQnFbAie/qqB24qvrMmkfTS\no1Q89wzJ2Tl79J/zup2fW8rmPkxCahrFV1xNamEhqcA1P91vd5uhO578sN02Q+I9mWPGknvU0VS9\ntYQtC16g8Myzoh2SiERZewVsa9GqAjZ+1K5cQdm8uST26cPgK6d02uYwHDoscq2170QwDpHd2i1g\nt7UeShxkAdtXBaz0Hnv2wB3P2G/0o27w1ZTccxdljz1CUlYWGWZUtMPsUv2GEjbePwufz0fx5F/u\ncXhrUmIiZxy1FyMGZfP465/y8MIVrCrdvrvNkHhX/9NOp3blcqqW/IW+E/YnY/SYaIckImGiAlYA\n6tavY+OD95OQkMCgSy8nbciQiMcQ/yc2iaeogBVxT2c9cNOHD2fQ5F9Set+9bHxgNkOuuykqbzLB\naty6lQ2zZtCyaxdFF/4fmWPHtXu7iaMKKS7I5IEFn7Dkgw2sLavhkh+NIy8rLcIRS7AS09IYeOEk\n1k+/g7J5jzHstl+TlJEZ7bBEpJs6K2ADC1kVsL1bQ0U5pbNm4GuoZ+CkyWSMGh2VOMJW5BpjUoB5\nwDAgDbjDWvtqwPVXARcAFf6LJllrPw9XPBJ+nRWwjf7DiFXAirgjmB64mWPHUfSLCymb+wgbZs9g\n6I1TI364UDCad+yg9N7f0VxVRf/Tf0L2tw7t9PYD8zO55ecTnTZDn5Zz2xP/5pIfjcUMzYtQxNJd\n6cO/Qf4JJ7F14cuUP/M0Ay+aFO2QRCSAClhxQ1N1NaX3zqC5upqCn50d1dOlgipyjTHfAMYAbwKD\nrbVrgrjbWUCFtfYcY0we8BHwasD13wTOsdb+t5sxSxSogBXxjp11TUH3wM0++BCat2+nYv7zbLj3\ndwy9YSpJfb2zaFNLfT2l98+ioWwTecccS78f/DCo+7W2GRo5KIf5b6/inuc+4sffGckPDhpCQkLs\nrSbdG/Q77gRq//cxNcveo+/++5M18aBohyTSK6iAlUhoqauj9L57aSzfTL/jTiDvqKOjGk+XRa4x\n5kzgZiADOAz4lzHmOmvtU13c9QXgRf/PiUBTm+sPAG4yxhQBr1lr7+pW5OK6xi0VbFv3OVVrS90t\nYPP6kdwvTwWsiAsqa+q5d/7HbKjYEXQP3LxjjqWpqorKN9+g9L57GTzlut1L+EeTr7mZTY/OoW71\nKrIOPoT+Pz6jW/dPSEjg+wcOYVhRFnMWLmf+26tYvXF7r2kzFGsSkpIouuD/WHf7NDY/9Qf67LUP\nybm50Q5LwszX0kLt2rXUbVHblXDx+Xxs3dHIlwUDWbexWgWsRJyvqYmNcx6gfu0asg8/gvxTTot2\nSEHN5F6PU9z+zVpbZoz5JvBXoNMi11pbC2CMycIpeG9uc5PngAeBGuBlY8zx1trXuhm/uKTq7b9S\n/uzT4Pv6wtkqYEW8oXRLLffO/4ht1fV895vF3eqB2//HZ9C0fTs1y95j0yMPMejSy0lIit6HFp/P\nx+an/kDtxx+RMWYsRedfQEJizxaQ2mdILr8670C1GYoBqUVFFJz+E8qfeYqyJx6n+IqrNfMex2pX\nLKdi/vM0lG6Idii9wto+RSwY+B0aEr/6TKYCVsLN19JC2ROPs3PFcjLHT2DAOed5Yr+e4GunqAlk\njPnAWjvRGPNfa+3+/ss+sdbu29XGjTFDgAXAg9baJ9pcl22trfb/fAmQb629o5PNqW1RGPh8PtY9\n9QylL71MSk4OA088nrSC/qTl55PaP5+0/Hz1NRTxgBVfbuXX85ZRu6uRc48bzY+P2rvbbyItjY18\nesd0qj76mMKjj2KvX06O2hvRumeeY8P8F8kcOZJxd9xGckafru/UhebmFv7w+qe8/M4q0lOTuPyM\n/Tli/2IXohU3+Xw+Vt52B1X//YgRF1/EwB8eG+2QxGW1a9ex9oknqfrvR5CQQP6h3yItPz/aYcU8\nH1Bd20Bp+Q42Vuxgx65GAJKSEhmZtIPcinX4Bgwi6+IrGDBsIP2y07s80kckVGufeJLSlxeSZfZh\n7K9/RVLoR4q58sEkmCL3D8AHwMU459lOBvpYa8/p4n4DgHeAydbat9tclwP8D+c8353AfOBxa+0b\nnWzSV1GhQ13c5GtqouwP86h571+kDBhA8ZVTKB4zEuU5vAoKspTjMIu3HH/VA9fH+ceN4tBxA3u8\nrZa6XZTcczf169bS7/gT6R/CIUU9zXPV229R/syTpBQUMuSGm0nOyelxDO354LNyHn/9U+obmjl6\n4uCYbjMUb2O5VVNVJWunTcXX1MiwW28ndUBR1GKJ1xxHQ1NVFVsWLqD63X+Az0fG6DH0P/0nDDlg\nnHLcQz6fj5LyHfz7s3I++KyczZW7AEhNSWTCyP4cOKqQfUfmk5qUQM3Lf6Rs0WKS++VTfOUU0gYN\ninL08Uf7iz1VvrmYivnPkVJUxNDrbyYpKyvkbRYUZLlS5AZzuPKlwFRgF85qyW8BU4K4301ADjDN\nGDPNf9lcINNaO9cYcwPwNlAPLOmiwBWXNe/axaaHHmDnpytIHzGC4suucmVgioi72uuBG4rE9D4U\nX34VJXfdybbXXiU5J4fcCC4OUfPhB5Q/+xRJWdkUX3WN6wUuqM1QLEjOzWPA2eey6dE5lD3+KEOu\nvzmqh89LaFrq66lcvIhtixfhq68nddAgCk4/k4xx+3risMVY01lhe+Cowt2FbVqbWdoRky6iMb0v\nW19+iZK77qT4sivos/c+0XgK0gtUL1tKxfznSMrJZfBV13iujuhyJtdDNJPrkqaqKkpnz6S+ZD2Z\n++3PwIsu3r0Ijb6hCj/lOPziIced9cB1Q0N5OSXT76B5Rw0DJ03u0TL/3c3zzs8tpTPvgaRkhlx7\nA+nDh3f7MbujrqFpd5uh7MzUmGwzFA9juTOb5j5MzbKl5J98KvknnBSVGOI9x+Hka2mh+l/vsuXl\nBTRvryIpO5v8H51KzuFH7PGlhXLctWBnbNsWtoFa87z9n++y+cnfk5CQQNFFF5N1wMRIPY24p7Hs\nqF25gtLZM0lMTWXIdTeRNmSIa9uO2EyuMaYEKAaq/Bfl+n9eDVxkrf3IjUAkMho2bWTDrBk0bd1K\nzre/Q+HPztG35yIeE0wP3FClFhZSfMXVlNxzF2WPPUJSVhYZZpSrjxGofkMJG++fhc/no3jyL8Ne\n4ILaDMWCwp+dw67PLVtfXUjmuPERGRfijsBFpRJSU+l3wkn0O/aHJKa7u6+KZz2dse1KzmGHk5yb\ny8aHHmDTww/S9NOzot7OReJH3fp1bHzwfhISEhh06eWuFrhuCuZw5b8BL1prXwEwxvwQOAO4H3gI\nODR84Ymbdn3xBaUPzKKltpb8k0+l3/En6oOeiMd0pwduqNKHD2fQ5F9Set+9bHxgtuvfxrZq3LqV\nDbNm0LJrF0UX/h+ZY8e5/hgdUZshb0vKzGTA+RdSOvMeyh57hKHTbtNihx5Xv6GEihf+yM4VyyEh\ngezDjiD/5FNJyYutoySiJVyFbVuZY8cx5LobKJ09k4pnn6Zp2zb6n/rjHq9iLwLQUFFO6awZ+Brq\nGThpMhmjRkc7pA4F8w6/r7X27NZfrLWLjDF3Wmv/Y4xJD2Ns4qKa/3xI2dyH8TU3M+D8C8g57Iho\nhyQibfSkB26oMseOo+gXF1I29xE2zJ7B0BunkpLf37XtN+/YQem9v6O5qoqCM84k+1vR+V5UbYa8\nK3PMWHKPOpqqt5awZcELFJ55VrRDknZ0tKhU+tBh0Q7N8yJV2LaVPmw4Q2+8hQ2zZlD5xus0VVY6\n7dqS9QWfdF9TdTWl986gubqagp+d3aPTnCIpmFFeZYy5GKcvbhLwM2CrMWY0oK+DYkDVW0sof+4Z\nElJTKb70MjLHjY92SCLSRig9cEOVffAhNG/fTsX859lw7+8YesNUkvqGXvy11NdTev8sGso2kXfM\nseQdE91WMTl907jmp/vx0jtf8sb767njyQ85/7hRHDR6QFTjEuh/2unUrlxO1ZK/0HfC/mSMHhPt\nkMRPi0r1TLQK27ZSCgoYesPNlD4wm5pl79FcvZ2Bky8jqY8OK5fgtdTVUXrfvTSWb6bfcSfExOHv\nwbQQGgzMBo4GmoG/AFcCPwa+iNSqyKs3VPkyUxJI0mEWQfP5fGxZ8CKVi15zVjK94uouz3fSCfXh\npxyHX6zl+POSKu578X/srG/itG+P4LhvDYvKh8eK+c9T+eYbpI8YyeAp1+1ekK4jneXZ19zMxofu\np/bjj8g6+BCKLrjIU4fJxUqboVgby6GoW7uG9dPvIDk7h2G3/ZqkjMywP+aW7btISUslMyXBk3//\naAp2Ualg9JZx7MbiUaHoLM8t9fVsmvswtR/9l7QhQyi+4mqSc3WIeXf1lrEcyNfUROn9s9i5YjnZ\nhx/BgJ//IqyfUdxaeKpHqysbY/pYa3e5EUCwTpyy0Nc/J52jDxjMERMG6VyqLrTXAze1oLDL+/XG\nF2+kKcfhF0s5drMHbqh8LS2UPT6XmmXvkTl+AoMuvbzTD7Md5dnn87H5D7+n+t2/kzFmLMWXX+XJ\nw+M2ba3lgQWfsGnrTvYanOPJNkOxNJbdsPXVhWxd+DJZBx/CwIsmheUxtlTt4gNbwb8/28yaTU5u\nk5MSGV6UxcjibEYOymFkcY7nxkIktV1UKu+YY0NaVCqex3G0C9tAXeXZ19JC+bNPs/2dt9RLt4fi\neSy3x9fSQtm8udQsDe5zgRsiVuQaY34MTAMycQ5PTgLSrLURPb7roZc+9v31/fU0NLWQnprEkRMG\ncfTEwfTP0eEWbYXSA7e3vXijQTkOv1jJ8Z49cPcNuQeuG7rzjW1Hed7yygK2/flPpA0bzpBrr/f0\naqtebzMUK2PZLb7mZkruupO6NV8y8OLJZE08yJXttlfYJiYkMHpYLkMH5rDiyy1sKK+lJeAzUX52\nGiOLcxgxKIeRxdkMG5AV97O9X1tU6tDDXVlUKt7GsZcK20DB5Nnn87Ht9T+z9eWXSMzIVC/dboq3\nsdyVihf+SOXiRUEf4eWGSBa5XwIXAlcDdwI/AHZYa3/nRgDd4Fuzfht/+6iUJR9uYPuOBhISYKIp\n5JgDhzCyOCfC4XhTZz1wg9HbXrzRoByHn9dzHO4euKFqqdtFyT13U79uLf2OP5H+p5zW7u3ay3PV\n229R/syTpBQUMuSGm0nO8f6+2efzseSDDcx/exU+H55qM+T1sRwODWVlrLt9GgkpKQy/7U6Sc3N7\ntJ3OCtuJowr55j4FZGWk7s5xfUMzazZVs3rjdlaXVrOqdDs7djXu3l48z/aGe1GpeBjHXi1sA3Un\nz+ql2zPxMJaDVfnmYirmP0dKURFDr7856AmzUEWyyP3QWnuAMWYq8IG19g1jzD+ttYe5EUA3+FoH\nVVNzC+9/upk33y9hffkOAEYWZ/ODA4ey/z79e+15u270wO1NL95oUY7Dz8s5jkQPXDc0bd9OyV13\n0lhRTuHPzia3nUUm2ua55sMP2PTwgyT1zWLIjVNJLez6FAkv+bykijkLl7N9RwMHmAJPtBny8lgO\np6q3/0r5M0+RMW5fiq+4OugvHIItbAN1dth9edUuviytZtXG7awu3R53s72RWlQqVsdxLBS2gbqb\n59oVy9n40AP4GuopUC/doMTqWO6u6mVLKZv7MEk5uQy9yd2uC12JZJH7D+ACYDwwEbgVWGGt3cuN\nALrB13ZQ+Xw+PltfxV/+XcJHq7YA0FvP23WrB25vefFGk3Icfl7NcSR74Lqhobyckul30LyjhoGT\nJn+tXUBgnnd+bimdeQ8kJTPk2hu6XOTOq7bvqOfhhSuwJVUU9cuIepshr47lcPP5fJTOmsHOFcsp\nPOtccr97VIe37UlhG6g7OY6X2V43F5UKRiyN41grbAP1JM9169ZSOnsmzdXV5B17nHrpdiGWxnJP\n1a5cQensmSSmpjLkuptIGzIkoo8fySL328AvgbOBd4G9gcestde4EUA3fK3IDbRpay1LPtjAPz/Z\n1OvO292jB+7Pzw+pB25vePFGm3Icfl7McTR64Lqhbu1aSu65C5qbKL7qGjLMqN3X7T7Mc0MJJXf/\nhpaGBoovv4rMseOiGHHomltadrcZSktJimqbIS+O5Uhpqqpk7bSp+JoaGXbr7aQOKNp9XaiFbaBQ\nctyd2d7WonfogL5Rne11e1GpYHh9HMdyYRuop3lurKhgw6wZNG4uc1bDVy/dDnl9LIeqbv06Su6e\n7rznXzmFjFGjIx5DJIvcS6y1cwJ+72et3ebGg3dTp0Vuqx27GnvVebuBPXAHXXJpyD1w4/3F6wXK\ncfh5LcfR7IHrhtoVyym9796vfatbUJDFxs/Wsn76r2muqqLowv8j+1uHRjla93ihzZDXxnKk1by/\njE2PziF9xAj6TLqaD1dtc6WwDeR2jr062xuuRaWC4cVxHC+FbaBQ8txcU0PpA7OpW72KjNFj1Eu3\nA14cy25pqPAfvVXT/tFbkRLJIneFtXasGw8WoqCK3Fbxft5uT3rgBiOeX7xeoRyHn5dy7JUeuKGq\nXvYeZXMfISk3l6E3Oufn5KbBR9feSEPZJgrOOJO8Y46Ndpiui3abIS+N5WjYUrWL9XMeou/qT/h7\nv/34V7/xrhS2gcKd42jP9oZ7UalgeGUcx2NhGyjUPKuXbte8Mpbd1lRd7azDUb65w3U4IiWSRe4b\nQCqwDKjzX+yz1t7uRgDd0K0id/ed4vC83Z72wA1GvL54vUQ5Dj+v5NhLPXDdUPnmG1TMf56UoiIG\nX30tWx5/lBpryTvmWArOODPa4YVNNNsMeWUsR1LbQ5HTmuu5sORVMpvr2Hr6xYw/fL+QC9tA0chx\nJGZ7I7WoVDCiOY7jvbAN5Eae1Uu3c/G4T26pq6Pkd3dTv3ZNpx0VIiWSRe6v/D+23jABp8i9zY0A\nuqFHRW6geDhvN5QeuMGIxxev1yjH4eeFHHuxB64bKuY/T+Wbb5CQmoqvocE5f+uCi+J+oZJotRny\nwliOhK7OsR3rq2Dbg7NILRrI0Gm3kZga20VuWz6fj4qqXU7BG+Jsb6QXlQpGpHPcmwrbQG7lwBkH\nKAAAIABJREFUWb10O+aF/YWbfE1NlN4/i50rlpN9+BEM+Pkvon60WcSKXABjTF9gJPAJkGGt3eHG\ng3dTyEVuq1g9bzfUHrjBiLcXrxcpx+EXzRx7vQduqHwtLZQ9PpeaZe+Ru98ECi6+rFctUPLFhioe\neiVybYbieX/R3cWjyp99mqq3lpB79PcpPPMs1+Lwao57Mtubuv6LiC8qFYxI5Li3FraB3M6zeul+\nnVf3Fz3ha2mhbN5capa+R+b4CQy69PKofREWKJIzud8DHgGSgcOAj4GzrLWL3QigG1wrclvF0nm7\nbvTADUY8vXi9SjkOv2jlOFZ64IbK19TEzk9XMuSwiWyrboh2OBEXyTZD8ba/CGVV5Jb6etb9+lYa\ny8oYPOU6MkaPcSWmWMlxZ7O9BfWVfHfrh4zYuREfUGu+Sc6JJzNs78Ge6NsbrhyrsN1TOPKsXrp7\nipX9RTAqXvgjlYsXkT5iJIOnXOf6xFlPRbLIfR/4EfC6tXZ/Y8xY4DlrbWjL+Haf60Xu7g23c95u\nfnY635/ojfN23eqBG4x4evF6lXIcftHIcaz1wHVDbx7LkWozFA85drPdT93aNayffgfJ2TkMu+3X\nJGVkhhxfLOe4tmIrG+a/AB8tI8HnoyRzEH/p903K05zTI7zSt9fNHKuw7Vi4xrJ66X4llvcXgSrf\nXEzF/OdIKSpi6PU3u3rqY6jcKnKDqd4SrbWbjDEAWGtXGGO6PsY5hiQkJDB6WB6jh+Xtcd7u82+t\n4pV31zjn7R4wOCozMnv0wD3/gpB64IpIeMRqD1zpuaTERM44ai9GDMrm8dc/5eGFK1hVuj0qbYa8\nqKPCduzwvJBWRU4f/g3yTziJrQtfpvyZpxl40SS3Q48JgYtKJQQsKrXX2HHsu71uj9neLzc6hzpD\nCeC9vr3B6KywPXBUYa8ubCMhfdhwht54CxtmzaDyjddpqqxUL90YVr1sKRXznyMpJ5fBV13jqQLX\nTcHM5L4CPA7cDnwXuBT4lrX2xPCHt4ewzeS2p73zdg8whfwgguftut0DNxjx8g2VlynH4RfJHMd6\nD9xQaCw7wtlmKJZy7OaMbWd8zc2U3HUndWu+ZODFk8maeFBI24ulHPdkUSkv9O3tSY41Y9t94R7L\n6qUbW/uL9tSuXEHp7Jlf63vvJZE8XHkAMBs4GkgE3gIus9ZuciOAbohokduqo/N2jzlwKN8M03m7\n4eqBG4xYf/HGAuU4/CKV43jpgdtTGstfCVebIa/nOFKFbVsNZWWsu30aCSkpDL/tTpJzc3u8La/n\nuFXtiuWuLCrl5krOwQo2xypsQxOJsdzbe+nGyv6iPXXr11Fy93RobqL4yilkjBod7ZDaFcki92Sc\n83GjvbpIVIrc3Q8eofN2w9kDNxix/OKNFcpx+EUix/HWA7cnNJb3FI42Q17McbQK27aq3v4r5c88\nRca4fSm+4uoe59mLOQ5Uv6GEihf+yM4VyyEhgexDDyf/5FNJyXOvsOhqtjclOZFhRVmMHNSz2d7O\ncqzC1j2RGsu9uZeu1/cXHWmoKKdk+h0019QwcNJksiYeGO2QOhTJIvdF4BDgVeBpa+27bjxwD0S1\nyA3UYb/dEM/bDXcP3GDE6os3lijH4RfuHMdrD9zu0lhun5tthrySY68UtoF8Ph+ls2awc8VyCs86\nl9zvHtWj7Xglx201VVWxZeECqt/9B/h8ZIweQ//Tf0L60GFhf2y3Z3vb5liFbXhEciz31l66Xt1f\ndKapupqSu+6ksXwzhT87m1yPr5Ad6T65WcApwBnAXsCL1tqpbgTQDZ4pclu5ed5uJHrgBiMWX7yx\nRjkOv3DlON574HaXxnLH3GozFM0ce7GwbaupqpK106bia2pk2K23kzqgqNvb8No4DlxUyhewqFTG\nuH2jejpE29ne1Ru3U7MzuNnegoIsysurVdiGWTTGcm/rpeu1/UVXWurqKPnd3dSvXUO/40+k/ymn\nRTukLkW0yAUwxowEzgR+AlRYa7/nRgDd4Lkit1Wo5+1GqgduMGLtxRuLlOPwC0eOe0sP3O7QWO6c\nG22GIp3jWChs26p5fxmbHp1D+ogRDLn+5m6/f3plHLe7qNTJp5JzWMeLSkVTd2Z7BxVm8d7/Nqqw\nDbNojeXe1EvXK/uLYPiamii9fxY7Vywn+/AjGPDzX8TEuiGRPFx5Ck5xmw48DTwDZFprrRsBdINn\ni9xWPTlvN5I9cIMRSy/eWKUch5/bOe6NPXCDobEcnA8+K+fx1z+lvqGZoycO7laboUjkOBYL27Y2\nPfowNe8vJf/kU8k/4aRu3dcL49itRaWirbPZXhW24RfNsdxbeul6YX8RDF9LC2Xz5lKz9D0yx09g\n0KWXe/LLsvZEsk9uMXARsAI4DXgKOBDo/nFXca67/XbVA1fE+9QDV0I1cVQhxQWZPLDgE5Z8sIG1\nZTWuthnqiXD1sY2WwrPOYdcXlq2vLiRz3PiIdSQI1dcWlTrsCNcXlYqktNQkRg3LY9QwJ/7W2d6m\nhETyM1NU2MYx9dL1li0vvUDN0vdIHzGSgZMmx0yB66ZgZnJHAJOA84Bc4DfAHGttedij25PnZ3Lb\n09F5u99vWYtv0UsR7YEbjFj5hiqWKcfh51aOe3MP3GBoLHdPT9oMuZnjeJix7UztyhWUzryH1KKB\nDJ12G4mpwT2XaIzjaC4qFQ3aV0SGF/Ic7710vZDjrlS+uZiK+c+RUlTE0OtvjvgitqEK++HKxphT\ngYuB/YFXgPnAXGvtcDceuAdisshttfu83WXr+can/+CQquXUpfSh8ScXsd+R+4Wl325PxMKLN9Yp\nx+HnRo57ew/cYGgsd5/P52PJhxuY/1ZwbYZCzXG8F7ZtlT/7NFVvLSH36O9TeOZZQd0nkuPYq4tK\nhZv2FZHhlTzHcy9dr+S4I9XLllI292GScnIZetNUUvL7RzukbovE4cov+v8daq39AsAYE9wqVfI1\nyUmJHDKqgG8sfZWaquXUZuTyZMF32b60ivyVS13vtysiPRfYA/fCE0b3yh64Eh4JCQl8f+IQhhdl\n8dAry5n/9ipWb9weUpuhtuLtUOTu6H/a6dSuXE7Vkr/Qd8L+ZIweE+2QgA4WlfrJTz27qJRIKBLT\n0hg0+bLdvXTX/+aOXtVLN1pqV66gbN5cEvv0YfCVU2KywHVTZzO544DzgbOAtcDzwBRr7ZCIRben\nmJ7Jba8HbnlDYlj67YbC699QxQPlOPxCybF64AZPYzk0wbQZCjbHvW3GtjN1a9ewfvodJGfnMOy2\nX5OUkdnp7cM9juNlUalQaF8RGV7Lczz20vVajlvVrV9Hyd3TobmJ4iunkDFqdLRD6rFIrq6cDByP\nU/AeB/wFeMha+5obAXRDzBa5XfXAdbPfbqi8+uKNJ8px+PUkx+qB230ay6Hrqs1QZzlWYduxra8u\nZOvCl8k6+BAGXjSp09uGaxx/bVGpQw+P6UWlQqF9RWR4Nc/x1EvXizluqCinZPodNNfUMHDSZLIm\nHhjtkEIS8T65AMaYQuBs4DxrbaRXSorJIrc7PXBD7bfrBi++eOONchx+3c2xeuD2jMayezpqM9Q2\nxypsg+NrbqbkrjupW/MlAy+eTNbEgzq8rdvjuLctKhUM7Ssiw8t5jpdeul7LcVN1NSV33Ulj+WYK\nf3Y2uTGa10BRKXKjLOaK3J72wO1Jv123eO3FG4+U4/DrTo7VA7fnNJbdtWlrLQ8s+IRNW3ey1+Ac\nLvnROPYZ0Z9PvyhXYdsDDWVlrLt9GgkpKQy/7U6Sc3PbvZ1b47i3LioVDO0rIsPreY6HXrpeynFL\nXR0lv7ub+rVr6Hf8ifQ/5bRoh+QKFbket0cP3J+f3+MeuIH9diNx3q6XXrzxoLGphcod9VRW17Gt\npp7KmnoyM9NITYR+WWnkZaeT1zeNlOTY2sl7XbDjWD1wQ6P9hfvathkqys/g8/VVgArbnqh6awnl\nzz5Nxrh9Kb7i6naLzVDHcbuLSp18qhaVCqB9RWTEQp4bKyrYMGsGjZvLyDr4kJjrpeuVHPuamii9\nfxY7Vywn+/AjGPDzX8TNl2kqcj2s6q0llD/3jKs9cCN13q5XXryxoG0Bu626jkp/Ibutup7Kmjqq\ndzYGta3sjBTystPpl5VGv6x08rLTyMtKUyHcQ8GMY/XADZ32F+GxR5shYPRQFbY95fP5KJ01g50r\nllN41rnkfveor90mlHGsRaWCo31FZMRKnmO5l64XcuxraaFs3lxqlr5H5vgJDLr08rj6Qk1Frgf5\nfD62LHiRykWvkZSVTfEVV5M+fLirjxHu83a98OL1go4KWKd47bqATUlOdArUrDT6Zafv8X9OTh/W\nllTuntndve2aehqbWjrcZmAhvMd2VQh/TVfjWD1w3aH9RXhV72ygf35fGnY1RDuUmNZUVcnaaVPx\nNTUy7NbbSR1QtMf1PRnHWlSqe7SviIxYynOs9tL1Qo4rXvgjlYsXkT5iJIOnXLfHYrbxQEWux/ia\nmij7wzxq3vsXKQMGUHzlFFILCsP3eGE6b9cLL95wc6uAbS0y2xac/bLTyUxP7rBo6ijHPp+P2rom\ntgUc2vxVbCqEu6OzcRzYA/f840apB24IesP+ItqUY3fUvL+MTY/OIX3ECIZcf/Mesx7dybEWleoZ\njePIiLU8+1padvfSTe6XHxO9dKOd48o3F1Mx/zlSiooYev3NJGXFXxcIt4rc2DkI3sPa64Eb7kGX\nkJDA6GF5jB6Wt8d5u8+/tYpX3l0T9X670dJVAbutpo6aIArY4oK+PSpgQ5GQkEDfPin07ZPC0AHt\nj59gCuGNW2pZV9bxDjg7I4W8rHT6Zfe+QnjPHrjj1QNXpJfIOuhgdnz0X2reX8q2Ra+Rf8JJ3bq/\nFpUScV9CYiKFZ51Dcl4eW19+iZK77oyLXrrhUr1sKRXznyMpJ5fBV10TlwWumzSTG6KueuBGkhvn\n7Ub7G6rONDa1UFnz1YxmdwvY1OTENocPp5GXFZkCNlC4c+zajHAMF8Jtc6weuOHh5f1FvFCO3dNc\nW8u6X02lqbqaoTfesvt0os5yrEWl3KFxHBmxnOdY6aUbrRzXrlxB6eyZJKamMuS6m0gbMiTiMUSK\nDlf2gO70wI2kUM7bjdaLd48CttopWN0oYAMP241EARsML7wJxXshHJhj9cANHy+M5XinHLurduUK\nSmfeQ2rRQIZOu43E1NQOc6xFpdyjcRwZsZ7nWOilG40c161fR8nd06G5ieIrp5AxanREHz/SdLhy\nlPW0B24kJCclcui4gRwytmiP83bnlC6PWL/dQO0VsNtq6qnsZgE72H8IsZcL2FgR6qHRrT9v3FrL\nus3ePTRaPXBFJFDmmLHkHnU0VW8tYcuCFyg886yv3eZri0oddoQWlRKJgMyx4xhy3Q2Uzp5JxbNP\n07RtW0z20nVTQ0U5pbNm4GuoZ+CkyXFf4LopbFWOMSYFmAcMA9KAO6y1rwZcfyJwC9AEzLPWPhau\nWNy2Rw/c8y/ocQ/ccIvEebsqYONXrBfC6oErIu3pf9rp1K5cTtWSv9B3wv5QcDCgRaVEvCB92HCG\n3ngLG2bNoPKN12mqrIy5XrpuaaqupvTeGTRXV1P4s7PJmnhgtEOKKWE7XNkYcx4w3lp7tTEmD/jI\nWjvMf10KsBKYCOwE/gmcYK0t72STnjhcORw9cCOpq/N29zzMs3mPvq+BBWzr4cRdFrB7rPSrAhZi\n/3Ci7mqvEK6sqfvqUHR/Udzg4qHRu5p93PLIv9QDN8x621iOBuU4POrWrmH99DtIzs5hvxl3seaV\n17WoVBhpHEdGPOXZq710I5Xjlro6Sn53N/Vr19Dv+BPpf8ppYX9Mr4iFw5VfAF70/5yIM2PbajSw\nylq7HcAY8y5wZMDtPScSPXAjoW+fFI4/ZDg/OGjo7vN2P/isnA8+K2fEoGwK8jLYtGVH0AXs4IK+\n/kJDBay0r7szwq3nA7cthDd1Y0b48w3bqd3VqB64ItKu9OHfIP+Ek9i68GU+vOgSfM3NzqJSP/mp\nFpUS8YCkrCwGX33t7l66G377m5jppRsqX1MTG+c8QP3aNWQf7pwuId0X9oWnjDFZwELgUWvt8/7L\nDgd+aa090//7bcB6a+3jnWwqaitktTQ2suqBOVS88zfSBw1k7K1TSS8q6vqOMcDn8/HJ6i0s/NuX\nvL+yDIDUlCQKctPJz+lD/1z/v5z0r37O7UPfPikqHCSifD4fNTsb2bp9F1uq/P+21331s//3hsZm\nkpMSuOyM/TlqYvyuPigiofE1N/PJzdOoXf0lg04+ieJTTiY5I/ozRSLyFV9zM1/OfZyyRYtJK+jP\nmFtvIWPI4GiHFTa+lha+mH0/Fe/8nbyJBzD6put745du3l9d2RgzBFgAPGitfSLg8n2Bu6y1x/t/\nnwm8a61d0MnmonK4ctseuIMuu5LkrOyIxxEJ1bUNFBZmsWtHnQrYMIqnw4m8pnVGuKDAGccSXhrL\n4acch1dLYyP98/qwbUdT1zeWHtM4jox4zbPP52Pb639m68svkZiRGdVeuuHOccULf6Ry8SLSR4xk\n8JTrotaWNJrcOlw5bMuVGWMGAG8C1wUWuH6fAXsbY/KMMak4hyq/F65YeqqpqooNv53Ozk9XkDlh\nPwZPuT5uC1yA7MxUsjJSVeBKzAo8NFpEpCuJKSmeOM9PRDqWkJBA/vEnMuD8C2mpr2PDjN9S8+EH\n0Q7LdZVvLqZy8SJSiooovuzKXlnguimc5+TeBOQA04wx0/yXzQUyrbVzjTFXA4txCu3HrbWbwhhL\nt+3RA/fI71B4ljd64IqIiIiI9DY5hx1Ocm4uGx96gE0PP0iTR3vp9kT1sqVUzH+OpJxcBl91DUlZ\n7a9hIsELW5Frrb0CuKKT6/8M/Dlcjx8KL/fAFRERERHpjeKxl27tyhWUzZtLYp8+DL5yCin5/aMd\nUlyI3RERJjX/+ZANM39Ly65dDDjvAvJPOEkFroiIiIiIB7T20k0ZUETlG69T9vhcfE2xeV593fp1\nbHzwfhISEhh06eWkDdGCmW5RkRug6q0lbJrzACQmUnzZleQcfkS0QxIRERERkQApBQUMveFm0kfu\nRc2y9yidPZPmXbuiHVa3NFSUUzprBr6GeoounETGqNHRDimuqMjFWbWt4qUXKH/2aZL6ZjHk2hvI\n3Hd8tMMSEREREZF2tPbSzdxvf3Z+upINv/0NTVWV0Q4rKE3V1ZTeO4Pm6moKf3oWWRMPjHZIcafX\nF7m+pibK5s2lctFrpAwYwJCbppI+/BvRDktERERERDqRmJbGoMmXkfOdo6gvKWH9b+6gfuPGaIfV\nqZa6Okrvu5fG8s30O/5EcuNk8Syv6dVFbvOuXZTOvpea9/5F+ogRDLnhZlILCqMdloiIiIiIBCEh\nMZHCs84h/5TTaNq2lZK77mTXF59HO6x2+Zqa2DjnAerXriH78CPIP/nUaIcUt3ptkdvbeuCKiIiI\niMSjWOil62tpoeyJx9m5YjmZ4ycw4JzztLhtGPXKIrdh00bWT/819SXryTnyOwyafJkaLouIiIiI\nxLCcww6n+PKrICmZTQ8/SOVbS6Id0m5bXnqBmqXvkT5iJAMnTSYhKSnaIcW1Xlfk7vriC9bfdSdN\nW7eSf/KpFJ7zcw0yEREREZE40NpLNykri4pnn6bixfn4WlqiGlPlm4upXLyIlKIiii+7UpNrEdCr\nilz1wBURERERiW9e6qVbvWwpFfOfIyknl8FXXUNSVlZU4uhtek2Rqx64IiIiIiK9gxd66dauXEHZ\nvLkk9unD4CunkJLfP6KP35vFfZGrHrgiIiIiIr1PNHvp1q1fx8YH7ychIYFBl15O2pAhEXlcccR1\nkaseuCIiIiIivVc0euk2VJRTOmsGvoZ6ii6cRMao0WF9PPm6uC1y1QNXREREREQi2Uu3qbqa0ntn\n0FxdTeFPzyJr4oFheRzpXFwWueqBKyIiIiIirdrvpftvVx+jpa6O0vvupbF8M/2OP5Hco452dfsS\nvLgrctUDV0RERERE2rNnL92HqPzrX1zZrq+piY1zHqB+7RqyDz+C/JNPdWW70jNxVeSqB66IiIiI\niHRmj166zz1DxQt/DKmXrq+lhbInHmfniuVkjp/AgHPOU5vSKIubIlc9cEVEREREJBh79NJdvIiy\nxx/tcS/dLS+9QM3S90gfMZKBkyZrks0D4qLIVQ9cERERERHpjj176S51eunu3NmtbVS+uZjKxYtI\nKSqi+LIrdZqkR8R0kaseuCIiIiIi0lNte+mW/HZ60L10q5ctpWL+cyTl5DL4qmtIysoKc7QSrJgt\nctUDV0REREREQhXYS7dhQ2sv3dJO71O7cgVl8+aS2KcPg6+cQkp+/whFK8GIySJXPXBFRERERMQt\n7fXS3fm5bfe2devXsfHB+0lISGDQpZeTNmRIhKOVrsRckaseuCIiIiIi4rY9e+nWUzrznq/10m2o\nKKd01gx8DfUUXTiJjFGjoxStdCamilz1wBURERERkXDqqJduQ9V2Su+dQXN1NYU/PYusiQdGOVLp\nSHK0AwhW9aefsf6u39BSW0v+yafS7/gT1SJIRERERERc19pLt3T2TCqee4amLVvYuGYVjeWb6Xf8\nieQedXS0Q5ROxMxM7oppt6kHroiIiIiIRMQevXT/spgdq1aTffgR5J98arRDky7EzExun+JB5J50\nqloEiYiIiIhIRKQUFDD0xqmUzZtLRn4euWeeo8m2GBAzRe5+s2ZQUVET7TBERERERKQXSerbl+LL\nr6KgIEv1SIyImcOVRURERERERLqiIldERERERETihopcERERERERiRsqckVERERERCRuqMgVERER\nERGRuKEiV0REREREROKGilwRERERERGJGypyRUREREREJG4k+Hy+aMcgIiIiIiIi4grN5IqIiIiI\niEjcUJErIiIiIiIicUNFroiIiIiIiMQNFbkiIiIiIiISN1TkioiIiIiISNxQkSsiIiIiIiJxQ0Wu\niIiIiIiIxI3kaAdgjEkB5gHDgDTgDuBT4AmgBVgOXGqt9RljLgL+D2gC7rDWvmaMyQSeBXKBBuDn\n1tqNEX8iHhZqjgO2MwpYChRaaxsi+iQ8zoVxnABsAD73b/I9a+1NkX0W3uZCjpOAmcABQCowzVr7\nRsSfiMe5kOfrgWP9m8sDBlhrB0b2WXibCznOAJ7jq/e9s621myP+RDzMhRznAU/i5HgncJG1dn3E\nn4jHdSfP/tsXAP8ExllrG4wxfYCngQKgBucz3JZIPw+vCzXP/sv2AhZYa8dH/Al4nAvjOAdnHGfh\nfL642lq7NNLPw8tcyHG36z0vzOSeBVRYa4/E+WD0IDADuMl/WQLwI2NMEXAZcCjwA2C6MSYVuBD4\nt7X22zgD7LooPAevCzXHGGOy/fepi0L8sSCUHKcAI4EPrbXf9f9Tgft1oY7jc4Bka+3hwMnA6Cg8\nh1gQUp6ttXe3jmOgBCfvsqdQx/K5wKf+970/AtdG4Tl4Xag5vgn4p7X2COC3wH1ReA6xIKg8Axhj\nfgC8CRQG3P8S4GP/bZ8EpkYw9lgSUp6NMefgfDHWP8Jxx4pQx/FVwF+std8BzvPfX/YUao67Xe9F\nfSYXeAF40f9zItAIfNNa+3f/ZYuAY4BmnDecRqDRGLMKGG+tnW2MaS3WhwGVkQs9ZoSUY2PMh8Aj\nwI3AwohGHjtCyfEEnCK32BjzFrALuMpa+zkSKKRx7L9uuTHmzzg708siGXwMCTXPHwAYY04Ftllr\nl0Qy+BgRao53Afn+2+bgfKstewo1x2OAm/23/VfAtmRPweb5FZxcfw/4MOD+hwF3+39+A7gl3AHH\nqFDzvA34NrA6ItHGnlDzey9Q7/85BWcfLXsKKcc9qfeiXuRaa2sBjDFZOAmYCvwu4CY1OG/i2cD2\ndi7HWttijPkrMA4nQRLAhRzfCrxmrf2fMQacAkECuJDjjcBvrLUvGWMOw/mW6qAIhB4zXMhxf2Ck\ntfYEY8yRwO9x3vQlgBv7ZL8bgDPDGmyMCjHH2cDLwA3GmBU4h4QfGYGwY4oL4/gj4KSA/zPCH3Xs\nCSLPO/jqs9oS/20DNxGY/7b7EPELNc+tp561yb34uZDf7f7LioCngCsiEXcscWFf0e16zwuHK2OM\nGQK8BTxprX0O59jsVtlAFVCNc6x7qywCqnhr7fdw3uhfCnvAMSiEHFfhHGJwgTHmbaAIWByRoGNM\niOP4A+BPANbafwKDIhFzrAlxHG8FXgPwf3O4TyRijkWh7pONMWOAKmvtl5GJOPaEkOPtOB8MZlpr\nx+IcYqv3vXaEOI6nA8ONMX/DmTUoiUjQMaiLPLfufztSjfO3COa2vVqIeZYuhJpfY8y+wBLgRmvt\nP8IWaAxzYwx3p96LepFrjBmAc9z1ddbaJ/wX/9cY0zrD8kPg78D7wBHGmDT/Cd6jgRXGmBv95xoA\n1OIsHCEBQszxJ9bavQPOsStDs+VfE+o4BqYBV/q3NQHQAidthDqOgXeB4/zbmgCsi2D4MSPEPC/3\n3+Zo4PXIRR1bXMhxJk5xAFDBV0WC+LmQ428Dc/3nf60G9KG1Hd3Ic0f+iX+/HMRtey0X8iydCDW/\n/i92XwB+aq3VRFA7XMhxt+u9qB+ujLO4Qw4wzRgzzX/ZFcB9/sUfVgIvWmcFxPtw3mgScU5UrjfG\nPA78wRjzCyAJOD/yT8HzQslx23O9fJEKOsaEOo7vAp42xhyH88I9L+LPwPtCGsfGmLnAHGPMe/77\nXhzh+GOFG/uLfXDezKR9oe4vbgLmGmMuxXkfvzDyT8HzQt1ffIbz2SIB53xGfbZoX1B5bnOfwM8R\nc3Dy/A+ccxp/FuZ4Y1Woee7sMgk9v7/BWVX5Pv8htlXW2lPCG3LMCTXH3a73Enw+jXcRERERERGJ\nD1E/XFlERERERETELSpyRUREREREJG6oyBUREREREZG4oSJXRERERERE4oaKXBERERGKJOaRAAAg\nAElEQVQREYkbKnJFREREREQkbqjIFRERCTNjzAPGmBfaXHaMMWa1MSYzWnGJiIjEIxW5IiIi4Xc9\ncIAx5gQAf2H7EHC+tbY2qpGJiIjEmQSfzxftGEREROKeMeZ7wDxgNPBr/8XPAzOBDGALMMlau9YY\n823gDv/lecB11toXjTFPAPnASOA64DvA0UAzsNBae3vEnpCIiIhHaSZXREQkAqy1fwUWA0/gFKa3\nAY8BP7XWHoBT7M713/yXwAX+yy8EpgVsqsJaOwb4BDjWWrsfcCiwtzEmLRLPRURExMuSox2AiIhI\nLzIFWA/8CBgKjABeNca0Xp/l//9s4ERjzBnAt4DW83Z9wDL/zxuAXcaYd4E/A1OttfVhfwYiIiIe\np5lcERGRCLHW1gBVwFogCfjSWru/tXZ/4ADgSP9N3wUmAh8Ad7Ln+3Wdf1vNwMHALTiHML9njNk7\nAk9DRETE01TkioiIRMdnQD9jzOH+338BPGOMyQP2Bm611r4B/ACnIAZIaL2zMWYC8Dfg79baa4GV\nwD6RCl5ERMSrVOSKiIhEgf/Q4tOBGcaYj4FzgV9YaytxztVdYYz5J7ADSDPGZOAcruzz3/9j4D1g\nuTHmQ2ANsCjyz0RERMRbtLqyiIiIiIiIxA3N5IqIiIiIiEjcUJErIiIiIiIicUNFroiIiIiIiMQN\nFbkiIiIiIiISN1TkioiIiIiISNxQkSsiIiIiIiJxQ0WuiIiIiIiIxA0VuSIiIiIiIhI3VOSKiIiI\niIhI3FCRKyIiIiIiInFDRa6IiIiIiIjEDRW5IiIiIiIiEjdU5IqIiIiIiEjcUJErIiIiIiIicUNF\nroiIiIiIiMQNFbkiIiIiIiISN1TkioiIiIiISNxQkSsiIiIiIiJxQ0WuiIiIiIiIxA0VuSIiIiIi\nIhI3VOSKiIiIiIhI3FCRKyIiIiIiInFDRa6IiIiIiIjEDRW5IiIiIiIiEjdU5IqIiIiIiEjcUJEr\nIiIiIiIicUNFroiIiIiIiMQNFbkiIiIiIiISN1TkioiIiIiISNxQkSsiIiIiIiJxQ0WuiIiIiIiI\nxA0VuSIiIiIiIhI3VOSKiIiIiIhI3FCRKyIiIiIiInFDRa6IiIiIiIjEDRW5IiIiIiIiEjdU5IqI\niIiIiEjcUJErIiIiIiIicUNFroiIiIiIiMQNFbkiIiIiIiISN1TkioiIiIiISNxQkSsiIiIiIiJx\nQ0WuiIiIiIiIxA0VuSIiIiIiIhI3VOSKiIiIiIhI3FCRKyIiIiIiInEjOdoBiEh8MMbMBo70/zoW\n+BLYBfiAQ6y19S4/3kTgBWvtN4K8/SD/7Q/rxmN8B1gEfNbmqgpr7THt3P4B/3W3BfsYQcbxDeAe\na+2Pe/I8utj2McBcoAz4trW2rgfbOA+YjfM39wEJQC1wjbV2qRtxus0Y0wL0t9Zua3P5WqAOZ+wm\n4LxP/gm4xVrbHIY41gKnWmv/4/a2Q2WMORD4hbX2knauWwucYa19P4Tt7wt8DNxorb27p9vpZPvD\ngNuAQ4BGIAV4AfiVtbbJ7cfrRlzfAv4KHGat/Sjg8kuAy4EDrLU7IxTL2cA1OK/bncDl1toPjTFJ\nwEzgGJzXwO+stY/477M3MA/oB+wAzrXWWmNMAvBr4BT/5v8NXGKt3dXNmA4EZgEZQBJwt7X2Gf91\nv/DHmwws8cfbFHDfCcAia+2ggMvOAG72/7oFmGStXdWdmEQk9qjIFRFXWGuvaP3ZGLMG+JmXPrhb\nazcCPSkMV1lr9w/ytj7/P7cNAwyE9Dw6cibwqLX2zhC38zdr7UmtvxhjTgAWGGMGW2tbQtx2JPkI\nGLvGmAzgGeBenAIkHI/nVWOBwR1c1/plRiguwcntpcaY37n5JYIxphhYCky11p7nvywT+AMwA7ii\n43uHl7V2qTFmOvCUMeYAa22DMWYf4HbguxEscA3wW2B/a+1mY8wPgQU4+5tJwEicMZANvGeM+Y+1\n9t84f7OZ1trnjTHHAi8B43CK26OBCdbaJmPMfJw839WNmBKAF4HzrbVv+f+O/zHGLAX6AL8C9ge2\n+eO4CrjHX5RfDlyPUxy3bm8AMAcYb60tNcZcCjwAHNv9jIlILFGRKyJhZ4z5Fc5sShHwsbX2XGPM\nzcCpOKdNrAUmW2s3GWPeAf6FU8gNBf4B/Nxa6/PPdFwJbAdWBGx/FPA4kIbzwfsxa+2cNjEMBz6x\n1mb54xnuj2cYUAH8xFq7qZvPKxt4DBiPMxPa6N9W60zXadbaDwN+P9Va+x9/Afhr/3OvBS621v7P\nGHMT8CMgHcjEmbH4k/8xBhljFgEXAyustX2NMSk4sy1HAc3AMuAqa+0O/+P9HvieP49/tNZe3yb+\na/2Pt8v/XG7GKeY62t5S/3O90Vq7sE062hY8b+HkN9cYswO4G2emPwn4L84MTE2b7d4EDMT5gN2A\nM6M6yVr7qTFmLM6H0344BdYMa+1T/tn2O4HVOB+004BLrbXv+AuHB/25HAR8hPN3DvqoAmvtTmPM\nL4HVxpib/Lm4AKdASwS2Ar/E+fuvB/ax1m7253cpcKs/F79t7/kHPpYx5v+Ay3Byvxn4pbX2C2PM\nE/6b7AMUAm/6799kjKnDGQMn4BQj1wKnA/sCG4ET/c9hNM7sWL4/hvustb/vKH/AKpyiK9sY87i1\n9oJ20nOxMeZBnPE6w7+9uUC5tfZm/3M6C+d1cGqb55oFnAUcDOznj/l5/3UZwMP+66qATwGftfZ8\nf9FzP86YTgGet9ZObye2G3COeHi89QJrba3/b3ma/3HOAy7AKYqqrLXfM8bcgvPFTxPwuf9vsNm/\nX7rfWvuS/77v+HO4wH9UwG9xCrxM4CZr7cvtxBToTuD7wB3GmBuBJ3FeV8s7+Vsl4rw+DwaycF5z\nF1pr/+UfI/2AEcCrwGs4xXwSzutlurV2QZsY6oALWscr8CFQ5N+vnAI87P+CqsoY8zxwtjFmI2Cs\ntc/7c/qGMWaOMWZ/fy7+5B+X2ThjdUsXeWgrFWem/S3/9kuNMVuAITjvCQuttVsBjDGPAPcB9wAH\n4IzfH+McfYP//puNMYXW2mZjTDLOfr+7MYlIDNI5uSISKUNwZgzONcaci/OB5CD/LOkinEKu1Qhr\n7bdxPqgfBXzbGLMfTsFwhLX2IJzisHUW7FrgT9baicBxwJH+GYHOHA782Fo7GqjEKazaM9IY8982\n/270X3cbUGutHYXzwXnvgPu1ndX1we6ZhadwCvcJOB/Q7jLGDMUpSI/0Xz4VuN3/IfMCYLW19oc4\nH2xbtzsVp5AcD0zA2affE/B4mdbaI4FDgcv8h2/uZq29B6eInukvgG/pYnufWGvHtFPg7sGf+//z\n334bTsHRaK09wFq7H7CJr2Z3dm8X58P5vcAP/H/jR4HD/LM0fwJm+3PzQ+A3/sM+AQ7COZzymzhf\ndvzKf/mFwO+ttYcCewHfwBkf3WKtLQWqnadmvg2cizMOv+nPzwJr7XbgZeBsfw5GA0XW2sXAjZ08\n/9acHYUzjr/jv82zwCsBN5mAUxSN8f9rHa+pwEZr7XjgIZzX0RX+2+QAJ/k/3L8I3OB/jXwHuMYY\nc3BH+bPWbsAZD//ooMAFZ+xP9Md1lzFmDM4XEef5CzL8cc5p575nO6m1n+HMrl4ZcN0tQKK11uAU\njvvx1Zh/Cpjnf9yDge8bY05vZ/uHA4vbXmitLbPWPhhw0Ricw/S/Z4w5H2eGb6J/nC0HnvDfrt3X\nc4Ad/pjOAOYZY/q3E1NgHD5/Ds7Dyflqa+1jXfytDsIZU9+y1o7FKYxvCNhsurV2nLX2RpzXwEz/\nNn4BfLedGNZZaxfB7tfsTJwishFnBr8k4OYb/JcNxvnyhDbXFfu32eT/ImEdTpH+Ct1gra231v6+\n9Xf/Fz+ZOF+EDfY/VqtS/2VYa9/3j9PA61u32Wyc01s24OwTHuhOTCISmzSTKyKR4AOW2q8OWz0B\nOBD4wDlijiScQ9Fab/sqgH/WbBXODMUBwGJrbbn/do8Ax/t/XgA8aYw5iK/O0+rqMNC3rbU7/D//\n1/8Y7VltOz5c+Xv4D3u01m41xrzUxWOCMxux3Fr7P//9XsYpjjDG/Bw4xxgzEvgWzoc76Piw0GNx\nZo2a/fe/nz0/VP4/e+8d5tZ13uu+aIMBpvdCDmdY95CiWCRLpJpVKVmWaClRLDuO5SbLsnxyclLu\nk+SenOQ4Pj43ucm5uclNchQVOrLl2HKXLEtWsbpEkSIl9rJYp3F6bwAGZd8/NjDEDDEzmBlstPne\n58GDsoGNhR/WXsC3f+tb33Ph92jXNK0b4zM2z9K2ufb3ziyvvUHTtAMY358Tw327L7ztbqBI07Qd\n4fs5GE7llP2G/4z+BGNq5AsYjuUPgEbAqZR6Nvy8jrDWnwDeAJojemJ8l18K3/4z4PawY61huLn5\ns3yG2YjkLH4GI2DeHe67ACWaphVj5DY/iuGgfRkjbzGez28Jf5ZnIi6VUuq7mqb9U3gGgg58Vyk1\nBqBp2veAezFcajCmi4KRE31EhWckaEbaQCmGA7wKI/iKvGcuRvComFm/uU4UPRZua4emaS8Dtyql\n/jn8vndrmnYaqFFKvRrjtY9gnMQAY9rp32iatl0ZOdx3YkxDRRlu/3eBTWGH90YMvf9H+LV5GCcA\nfjJt/1PaHu4DnwvfrcYIbgEOR40Dn8AIoCM5pP8f8BdhZ3Mu/iXc3iOaph3BcO2nO6dTUEq1apr2\nZ8DfYEwNhlm+K6XUY5qm/aVmzGhZhREAD4efowPvRu3+x8C/apq2E2NM/AtmQDOmcT+FEahGpvFO\nN0EsGDMMZjJHJqeaK6X+BfiX8Hf003A7542maX+OMQX5DqWUN+rEScz3nQ2l1H4Ml/oO4AVN01aF\nT0wJgpClSJArCEKyGIu6bQX+Vl1cyCQH46x/hOiFSiK5fyGm/sGK/lP1gmYshrIDI/D875qmXauU\nOjdLe6IXWFpofqE+U5ti7DMnfO1nmgukadrG8PbnMAKkl4G3iO2ARWOd9h42jCmcEWLpuJj9jTIz\n7yilds6y3z8Iu5pompaP8cf9kv0qpR4IO4I7MILUB4n9B93Gxd+wmT7nM+Hn/Qhj+mYdC/ieww54\nPkYQaQWeVkr9eXibBahTSg0C72maZg+fbPldjCn68Xx+wu2a3jYLF/WP7ls2jOm0EaKnX/tjfAQr\nxnTcyZM1mqZVY0wF3s78+0mE6FxrK8YUczCC769gTPd9bPqLNE27HiPX8081TfuT8MMTGIHtZzA+\nW/RxFXkfW/j6GhVeIC3smMZa2Gg3RnD1AkzOWvj78GtCUZ8xuk9P7/9WjD4WmT0R3aYcphL9/ViZ\n+v3MxnmMxeoi46ONGb4rTdPuwpjG/L8wTj6dJDxzIMzkGKuUelzTtOcxFo76BPBNTdM2KaWGo55P\neAbJ8xjpHzeri1P5WzBOCkVYhuHstmCcJGDatjZN0zZhOPCRxbR2ESP3OTyl/WPhu48qpR6ftt2J\nEXQ3AtuVUi1RbaqZ/r7T9z9tXzUY+bgvAyilXtY0bRjjJMGB2V4rCEJmI9OVBUFIBtP/NL8MPKQZ\neXlgTK377izP14FXMVy5ZeHHvhTZqGnaDzByLX+EkU84zMwL5sTTvnh5CXhQ0zRL2Mm7N2pbD4Zb\nHVlNNfLn7ANgfTiQQ9O0ezGcrBuAfUqpf8RwNn+Li3/qA0wNNiO8jJEXaQ+7HP8Jw/2cL5HPn6j9\nxWrnf9Y0LSe833/DyEmcgqZp5ZqmtQD9Sql/wpi2ugnDbZzQNO23ws+rxcjnfpXZv7vbMaZ8R1y+\nbVzUdDYm9xn+Xv8ZIx/Th6HH74YDD4CHmKrRk+HnHwpP+Y3n8+vh53wmMs01PHW2FyM31gLcH359\nLsZ06efj+BwRFODVjPxYNE2rw1jVeK4F1Wbqd4Tb9KXw/lZgTCt+Lbztp+F9/zYX3exovgF8Tym1\nQim1UhkrpN8N/Ha4bS8AXw4fV24MBzakjBzmPcCfhN+3CONY+VSM9/ifGJo9EJ7ujqZpNs1YaVdn\naoAe4eXw+0YWLvoDjAXVJjCO54+F97Mao19G84XwtiswgrO3Yuw/Hmb6rq7A0Pj58MnBD5k6Rkx3\nrt/DSA/5LsaU8eLwJfo5peF2/lQp9Tk1NVf9OeArYc2KMU4+PBueun9W07TPhPdxBxBUSh3BcNT/\nXdO0yKycL3CxT1z8gEo9pJTaGr48Pn07hitfgLH6dEvU47/EmH5foV1MiZgr99kFPBP+ztA07WYM\nzU7M8TpBEDIcCXIFQUgG0/PZngR+BezRNO0oxp+jL057/hSUUkeBPwVe0zRtH8Y0xcjzvgX8nqZp\nBzH+BP9cKfX2DO2I1Z6ZVkXWiZ2TeyAcjHwTwzk7iRF0HI167Z8B/yU8hferwP7w5+jCWHDnu+Ft\nf4jxB/KHQHlYj9cxFkkqDk8lPAoENWMho+jP8W2MBY8OAscx/rwtZNXYxe5vrlWl/wfG4mIHMBwj\nK+FAJRqlVG+4Da9pmrYfYxrnV5VRIuReDD0PYQS3f62UigQS0987cv+/Ar/QNG038FcY03rXzPCa\naP4j/B3vx5gOvTfi3CqlXsFYROvVcFs+z8WSKWCcrNnM1BzzOT+/Uuo3GPnIr4f7wAPA3eFp9zqG\n4/gOcBh4Nypvcc5+HM6xvAf4arjNL2OURHp/Bi0i93cDjVrsafg64NQ07SOMoPT3VbgsS/j9fgq8\nry4t0VSBodffRz+ulHoDeB9jEa+/wZhpcQTju+7CmCoORsC7XdO0wxgLo/1QKfXDGJ/5AoZLfT3G\n6rwfYWh/D4Y7OBhDr10YU3s/0DTtOMZ07t8Lb/s2xkm2Ixj51NOD2G2apn2IEdR/JjIVNtyProih\nXzSTbQgH1LG+q90YJ0duDI8bL4a1aQgHfNM/y58C3wp/7tcx8qyjA0Ywpowvxzi5ED22lWDMIjmL\nEWB/gLGYXyRd4bMYJ8OOYPTtT4fb/jRGcLw/3HYNYyZG3Giadh3GCY/VGDMjIm3aEQ6kvxX+PCcw\nxt5Ypaei9TwXbsPPwrr9JcZibPMulSYIQmZh0fV0rl4gCIIgCEsbTdP+HTihlPq7VLclHsInZt7C\nqJG6bwGv/wwwrJT6ddj5/ilGPv4lU5/TgfD05+qo9QIEQRCEFGNaTm54etATGIso6BglMqJLfvwR\nxtm1nvBDDyulTpnVHkEQBEEQzCU8ffUHwK6FBLhhjgKPaZr2f2Hkvr7OVGc83RC3QBAEIc0wzcnV\nNO0ejCkhX9WMkgt/pJS6N2r70xjL20vivyAIgiAIgiAIgpAQTMvJVUYdxUgdvwaMOpTRXAn8V03T\n3tGMZeIFQRAEQRAEQRAEYVGYWkIoXPPwKYxFJn5n2uYfYpQZGMFYGOQupdQLM+1L13XdYlnoAqiC\nIAiCIAiCIAhCmpOQgC8pC09pmlaFsQri+kiRdU3TCiP12jSjsHmZUurbs+xG7+kZMb2tS52KigJE\nZ3MRjc1HNE4OorP5iMbmIxqbj2icHERn8xGNzaeioiAhQa6ZC089ACxXSv0NRqH2EOHFGcK17Q6H\n60SOA7dgLN0vCIIgCIIgCIIgCAvGzDq5PwW2aJr2FvASRq3F39I07aFw/bg/x6g/+DZwVCn1kolt\nEQRBEARBEARBEJYApjm54WnJn5ll+w8x8nIFQRAEQRAEQRAEISGY6eQKgiAIgiAIgiAIQlKRIFcQ\nBEEQBEEQBEHIGiTIFQRBEARBEARBELIGCXIFQRAEQRAEQRCErEGCXEEQBEEQBEEQBCFrkCBXEARB\nEARBEARByBokyBUEQRAEQRAEQRCyBglyBUEQBEEQBEEQhKxBglxBEARBEARBEAQha5AgVxAEQRAE\nQRAEQcgaJMgVBEEQBEEQBEEQsgYJcgVBEARBEARBEISsQYJcQRAEQRAEQRAEIWuQIFcQBEEQBEEQ\nBEHIGiTIFQRBEARBEARBELIGCXIFQRAEQRAEQRCErEGCXEEQBEEQBEEQBCFrkCBXEARBEARBEARB\nyBokyBUEQRAEQRAEQRCyBglyBUEQBEEQBEEQhKxBglxBEARBEARBEAQha7CbtWNN02zAE8A6QAe+\nrpQ6FrV9J/CXQAD4jlLqSbPaIgiCIAiCIAiCICwNzHRy7wZCSqnrgf8G/M/IBk3THMA/ADuAG4Gv\naZpWaWJbBEEQBEEQBEEQhCWAaUGuUuo54OHw3QZgIGrzeuCMUmpIKeUH3gU+blZbBEEQBEEQBEEQ\nhKWBadOVAZRSQU3TngJ+C/idqE2FwFDU/RGgyMy2CIIgCIIgCIIgCNmPRdd1099E07QqYC+wXinl\n0TTtcuBvlVJ3hbf/A/CuUurns+zG/IYKgiAIgiAIgiAIqcKSiJ2YufDUA8BypdTfAB4gxMVA9SSw\nVtO0EmAMY6ry38+1z56eEZNaK0SoqCgQnU1GNDYf0Tg5iM7mIxqbj2hsPqJxchCdzUc0Np+KioKE\n7MfMhad+CmzRNO0t4CXgvwC/pWnaQ+E83D8GXgZ2A7uUUh0mtkUQBEEQBEEQBEFYApjm5CqlPMBn\nZtn+K+BXZr2/IAiCIAiCIAiCsPQw08kVBEEQBEEQBEEQhKSSMUHugf/8hwzv2Z3qZgiCIAiCkAV4\nfAEe/+Ux/vD/fZP3jnQQCIZS3SRBEAQhQZhaQiiReLt7GH/yccaPH6fyc5/Hmpub6iYJgiAIgpCB\ndPWP888/P0J77xgAZ9uG+MU757jjqhV8fHMtzhxbilsoCIIgLIaMcXK3/OP/wlnfwPDud2n+9jfx\ntjSnukmCIAiCIGQYh8/28q3v7qe9d4zbrlzO4//nbdx25XJGPX5++Npp/o///R7PvnOOkfGJVDdV\nEARBWCC2b37zm6luQ1w4Cgq+ad9yNbrPx9jhQwy/9y5Wt5vchpVYLAkppyQAeXlOxuWH3VREY/MR\njZOD6Gw+onHi0HWdX73fzHd/fRId+PInG7nrmgaqKvJZXV3AjVtqybFbOd8xzNHz/bz+URvDYxPU\nlLtx5zpS3fyMRvpxchCdzUc0Np+8POdfJ2I/GTNdGcBit1Pxmd/FtX49Xd/ZRc8Pvs/48WNUf+lB\nbPn5qW6eIAiCIAhpiMcX4DsvnODDUz2UFjr5/d++nIbqwinPKXDncO8Nq7hzWz1vH2rn5X0t/ObD\nNl7/6ALbNlRy57Z6llfKfw1BEIRMIKOC3Aj5m7bg/O/fovPJxxg7eIDmb/0VNQ99HdfadalumiAI\ngiAIaUR0/q1WV8wj926kMC9nxuc7c2zsuKqOm69Yxt7jXby0t4X3j3Xx/rEuNq0u45Pb61lXV5zE\nTyAIgiDMl4wMcgEcJSUs/5M/pf/FX9H33C9o/bu/oexT91J6104s1oxJNRYEQRAEwSQOn+3lsV8e\nx+MLcNuVy7n/ljXYbfH9R7DbrFx3eQ3XbKzm8Nk+XtzTzOGzfRw+28eaZUV8cns9m9aUYZWUKSGF\ntHWP8tbBdg6c6UGrL+WWrbWsri1KdbMEIeVYdF1PdRviRe/pGYm5YfyUovOJxwgM9OPSGql56GHs\nxSVJbl52UFFRwEw6C4lBNDYf0Tg5iM7mIxovjEj+7bNvn8Nms/LFT2hcd3lNzOfOR+NTrYP8ek8z\nh872AVBbnsed21awbUNV3MHzUkT6cWLx+YPsO9HNW4cucPbCMABOhw2fPwhA44pi7txez8aVpbJu\nTYKRvmw+FRUFCem0WRHkAgRHR+l8ahdjBw9gyy+g6isPkr9pSxKblx3IwWs+orH5iMbJQXQ2H9F4\n/sSTfxvNQjRu6xnl13ta2Hu8i5CuU1rolPJDsyD9ODFEXNvdxzrx+AJYgMtWlXLTlmVsWl1Gz+gE\nP3zpJEfP9wNQV5nPndtXcFVjJTaZ5ZgQpC+bjwS5sZ6g6wy98Ro9P34GPRCgZMcdlN/3aSz2jJ2V\nnXTk4DUf0dh8ROPkIDqbj2g8P+abfwuL07h3yMMrH7Ty9uF2Jvwh8nLt3Hrlcm69cjkF7tnfdykh\n/XjhxHJti/JzuGFTLR/fVEN5sWvyuRGdmztH+PXeZvad7EbXobwol09sW8H1l9eQ45CTMItB+rL5\nSJA7C96WZjoefxR/ZyfO+gZqvvYIOVVVJjcvO5CD13xEY/MRjZOD6Gw+onH8LDT/NhEaj4xP8NqH\nbbz2YRtj3gA5Disf31TL7VfXUV7kmnsHWY704/kzl2sbq29P17l7YJyXP2jl3SMd+AMhCtwObvtY\nHbdcsYw8KYu1IKQvm48EuXMQ8nrp/sH3Gd79LhZnLlUPfIHC7dea2LzsQA5e8xGNzUc0Tg6is/mI\nxnMzn/zbWCRSY99EcLL8UP+wD6vFIuWHkH4cL/NxbWMxk85DYxP8Zn8rr390AY8vgDPHxk1barn9\nqhWUFDhN+SzZivRl85EgN06G9+ym6+nvofu8FF57PZWf+zzW3FwTmpcdyMFrPqKx+YjGyUF0Nh/R\neHbmm38bCzM0DgRDk+WHLvSOASzp8kPSj2dnIa5tLObS2eML8NbBdl7Z18Lg6AQ2q4VrNlZz57YV\n1JTlJejTZDfSl81Hgtx5MNHVRcfjj+JrbsJRXU3N1x4hd0V9gpuXHcjBaz6isfmIxslBdDYf0Xhm\nFpJ/GwszNQ7p+mT5oTNtQwBLsvyQ9ONLWaxrG4t4dfYHQrx/rJNf722hq38cC7B1XQV3bl8h5Yfm\nQPqy+UiQO98XBwL0/uwnDLz6Mha7nfL7P0vxzbfK0urTkIPXfERj8xGNk4PobD6icWwWU/92OsnS\neCmXH5J+fJG2nlHeOrB41zYW89U5FNI5cLqHF/e0cL7DCLSl/NDsSF82HwlyF8jo4YN0fWcXwdER\n8rZspfpLD2LLX7p5MtORg9d8RGPzEY2Tg+hsPqLxVBabfxuLZGu8FMsPLfV+7PMH2X+ymzcPJs61\njcVCddZ1nZMtxkkYKT80O0u9LycDCXIXgX9ggM4nH8OjTmIvLaXmoa/jWrsuITO0rO8AACAASURB\nVPvOdOTgNR/R2HxE4+QgOpuPaHyRROTfxiJVGi+l8kNLtR+b6drGIhE6S/mh2VmqfTmZSJC72J2F\nQvS/+Cv6nvsFAGWfupfSu3ZiWeJnq+TgNR/R2HxEY/MJBkNUVRXS2zua6qZkNdKXDRKVfzudUChE\nRUUhfX2p68dLofzQUurHyXJtY5FInaX8UGyWUl9OFRLkJojxU4rOJx4jMNCPS2uk5qGHsReXJPx9\nMgU5eM1HNDYf0dg8QqEQ+99t5sCeFuwOKwWFuRQWuygsNq4LinMpKnFRUJiLzb60TxomAunLi8+/\n9Xn9DA96GR70XHI9Ouwjx2nnsq21bLxyGe4EBM4LJZvLDy2Ffpxs1zYWZugs5YemshT6cqqRIDeB\nBEdH6XxqF2MHD2DLL6DqKw+Sv2mLKe+V7sjBaz6isfmIxuYwMuTlN8+foLNtiLz8HPILcunvG8M/\nEYz5/PxCJ4VFF4PggvB1UYmLXJdDFjWJg6Xcl+PNvw2FQowO+2YMZH3eQMz9u/IcFBa5GBnyMj42\ngc1uZf2majZfXUehiW7bXGRj+aFs7ccxXdu8HG7YXMPHN9Wa6trGwkydpfyQQbb25XQiaUGupmll\nwBVKqVc1TfuvwFbgvyuljieiAfPAtCAXjB/ToTdeo+fHz6AHApTsuIPy+z6NxW437T3TETl4zUc0\nNh/ROPGcP9XDGy8qfN4Aq7QKbrpzHcvrSunuHsbriXLKBqKCjCEvo8O+mPtz5NimBMARF7iw2EVh\nkbjAEZZqX56ef/vwXespdjpiBrEjQ15i/ZWx2SyTJ1YKi1wUlkT1tyIXjvAiT8VFLt55/TSH9rYy\nMuzDYoE16yvZsm0F5VWpc1CzqfxQtvXjmVzbGzcvY/Oa5Li2sUiGzku9/FC29eV0JJlB7ivA88AJ\n4O+AfwS+qpT6+ByvcwDfAeoBJ/BtpdTzUdv/CHgQ6Ak/9LBS6tQsuzQ1yI3gbWmm4/FH8Xd24qxv\noOZrj5BTVWX6+6YLcvCaj2hsPqJx4ggEgrz/+jmOfnQBm93K9betYf3mGiwWS1w6BwMhRoajgpJp\nQbC4wLOzVPpytBvbdmGIt/e34ff4KXLYcFmtTPhmcWOLXRRFnyQJX+fl58TVTyIaB4Mhzp7s4cCe\nFvp7DAd1xapStm5fQU1dUUr7XKaXH8qGfpxurm0skqnzUi0/lA19Od1JZpC7Tyl1laZp/wycUUr9\nk6Zp+5VSH5vjdV8CNiml/ljTtBLgoFKqPmr708A/KKUOxNnWpAS5ACGvl+4ffJ/h3e9iceZS9YUv\nUrjtmqS8d6qRg9d8RGPzEY0Tw0DfGK8+d5y+7jFKyt3suGcDZRUXna3F6qzr+lQXeDIIFhc4Qjb1\n5dlyY+NxYy8JZKPc2MUwXWNd12k518+BPS10tBoOalVtIVu319Gwtjylf94ztfxQJvfjdHVtY5EK\nnZda+aFM7suZQjKD3P3Aw8CzwE1AAfCUUmrWpFVN0/IAi1JqNDzl+QOl1Oqo7ceBY0A18IJS6m/n\naGvSgtwIw3t20/X099B9XgqvvZ7Kz30ea25uUtuQbOTgNR/R2HxE48Wh6zrqSCfvvHqagD/Ehi01\nXHvrGhzTykeYrXOiXeDCYhcud2a5wJnUl2fOjTVuz5obW+xixB/kTPcofouFW7bXce0Vy+N2YxfD\nbBp3XhjiwJ4Wmk4bDmpxmZut2+pYe1kVthQGN5lWfiiT+jFkhmsbi1TrvBTKD6Va46VAMoPcW4G/\nAH6plPpHTdN2A/9NKfV6PG+gaVoB8BzwuFLqmajH/xL4V2AE+AXwqFLqhVl2lfQgF2Ciq4uOxx/F\n19yEo7qamq89Qu6K+rlfmKHIwWs+orH5iMYLZ8IX4O2XT3H6eDc5Ths33amxurEy5nNTqXNMFziS\nE5xFLnC69eXFuLFF0/UOu7EBXTel/m28xKNxf+8YB/e2cvpYF6GQTl5BDpuvqmP95hpynKlbuyNT\nyg+lWz+eiUxybWORLjpnc/mhdNE4m0lmkPuUUupLC9m5pml1wM+Bf1VKPTVtW6FSajh8+xGgTCn1\n7Vl2l7JloEN+P81P/wftzz2PxeFg5Ze/QPUn78woN0AQBGEu2lsH+dnTHzLQN86yFcX89uevpKTM\nnepmLYhAIMjQgIeBvvHwZYyBvnEG+8YZ6B9jwhfDBbZAYVEuJWV5lJS6KS5zU1LmnrzvToKrmGpC\nwRBDg14G+sYY7B+/RD+vxx/zdfkFzot6leZRUnZRv4KCXCzW2Lq194zy7X//gNauETauLuPPHriK\n4jQuSzI04GHP2+f4aE8z/okguS4HV13XwNXXryQvhe32+gK8sreZX7x1lt5BD1arhY9vXcZ9N6+l\noSZ5JwwyEe9EgPcOtfPS+02cbB4AoKTAyY5t9dy+rZ6q0swcA9OBgREvz79zjhffO8+YN4DLaeOO\n7Q3ce+NqytLoJIyQdiR1uvLNSql5nbbQNK0KeBP4hlLqjWnbioDDwAZgHPgxsEsp9dIsu0yJkxvN\n6OGDdH1nF8HREfK2bKX6Sw9iy8/s2nXTkTNU5iMam49oPD90Xefwvjb2vHmOUEhn6/Y6rrph5ZzT\nMTNV50xygc3QeKFubMzPvYjc2MXWv00UC9HY6/Fz9KMLHNl/Aa/HL+WH5iAdx4pMd21jkY46Q3aV\nH0pXjbOJZDq5HwBrAQV4wg/rSqlb5njdPwGfDr8uwhNAnlLqCU3Tfhf4I8AH/EYp9ddztDXlQS6A\nf2CAzicfw6NOYi8tpeahr+Nauy7VzUoYcvCaj2hsPqJx/HjGJ3j9hZO0nO3H5XZw68711K0sjeu1\n2arzJbnAgx6GB+bOBc4rcE5OyU1ULvBCNF5obqw7Lyd2EDuPlYrjId76t8liMf3Y7w9y8nBHepYf\nOtPHi3vTo/xQuowVmZprGy/povNMZEP5oXTXOBtIZpB7U4yHdaXUW4lowDxIiyAXQA+F6H/xV/Q9\n9wsAyj51L6V37cSSBSvIycFrPqKx+YjG8XGheYDfPH+C8dEJljeUcOvdjbjz459yuRR1ntEFDl8n\n2gWeSeN0cWPny/T6t8nOv41FIvpxrPJDdatKuULKDwGpHyvaekZ562A77x/tZDxLXNtYpFrneMnk\n8kOZonEmk8wg90Zi5MMqpd5ORAPixTM+oY+Oxf7zkCrGTyk6n3iMwEA/Lq2Rmocexl5ckupmLQo5\neM1HNDYf0Xh2QqEQ+99t5sPdzVgssO3GVWzZVjevPxbDEyOsrKmmr2/MxJZmHjFd4MjK0AtwgfPc\nTlqb+xftxhYVu1KeU9zVP84///wI7b1jaHXFPHLvRgrzUr8ScCLHi1jlhyprC7hi+4olXX4oFWNy\nxLV962A7Zy4Y30U2ubaxyLTfvkwqPxTSQwz0trOioY6xsZQtE7QkSGaQ+yYXg1wHsAl4Ryl1VyIa\nEC/f+pPn9XUbq7j+tjU402hltuDoKJ1P7WLs4AFs+QVUfeVB8jfNWl0prcm0ATITEY3NRzSemZEh\nL795/gSdbUMUFDq57Z4NVC+Lf5pY68gFnjv7a070nyLP4WJt8Wq0krU0lq6hwpXaP/HpzkJd4Ghm\ncmOLil0UFOUmxY1dCOmSfxsLs8YLKT90kWSOyUvFtY1FJv/2pUP5IW/AS593gF5PH/09bXibmqCt\nHWdnP8U94+R7Qoy5rLTsvJpN2z5JQ+H8Tg4L8ZG0IHc6mqatBP5RKXVPIhoQL0/+49t6e+sQ7vwc\nbvzEOhrWlCfz7WdF13WG3niNnh8/gx4IULLjDsrv+zQWe+rKCiyUTB4gMwXR2HxE49icP9XDGy8q\nfN4AqxsruPET6+I+adg93suvzr3Mh92HAFhZuILR4Bg9Y32TzynNLaGxZA1a6Vq0kjUU5GTXwnxm\nc6kL7KWoyIUtx5o2bux8Sbf821iYPV5I+SHzNV6Krm0ssuG3z8zyQyE9xJBvmF5PH72efnq9/fR6\n+hjp68J6oZOC7lEq+/1U9gco8ISmvNbjduAtL6CotR+LDh9sdNO2fQ3XLd/OVdVbcdmXRh9LBikL\ncgE0TVNKKS0RDYiXUDCkv/rCcfa920QoqJOOrq63pZmOxx/F39mJs76Bmq89Qk5VVaqbNS+yYYBM\nd0Rj8xGNpxIIBHn/9XMc/egCNruV629bw/rNNXEFS0O+YX7d9Brvte8lpIdYUbCce1bfSWPpWioq\nCjjR0sSJ/tOo/tOogTOMBzyTr12eX4tWuobGkrWsKV5Jji31U1MzjUzuy+mYfxuLZGk8Ouzl0L42\njh9sJ+APkeO0c/mVy9h45TLcKZy27ZsI8vahdl7e10L/sA+rxcK2DZXcua2e5ZWJOVFllsZL2bWN\nRSaPF9MZGpvgN/tbef2jC3h8AZw5Nm7aUsvtV62gZJZyXdFubK+nP3zpo9fbR79ngJzxCSr7A+FL\n7IA2UOCG5TXk1jdQvFqjcNU67EXG6uQ5fRc48rd/h2VgiPYKB7++tpCJglyurNrCdbXbxN1NAMmc\nrvzv0c8H1gOtSqnfSUQD5oHe0zNCX88ob7yg6OkcSUtXN+T10v2D7zO8+10szlyqvvBFCrddk+pm\nxU02DZDpimhsPqLxRQb6xnj1ueP0dY9RUu5mxz0bKKuY+4+rJ+Dh1ea3eKP1HSZCfird5exc9Qm2\nVlw++QM+XeeQHqJtpJ2T/ac5OXCas0NNBEJG7qjdYmNVUQNaqTG1eUXBcqyWpfUHdCFkal9O1/zb\nWCRb41jlhxo3VbMli8sPJVJjcW1nJlPHi9m4tPwQXLmxgC2XudEd45NubCSYHfVfXCfC7QlOBrS1\ngyEq+wO4xqbW+rYUFeFuWEluw0qc9fXk1jdMBrSxqKgooLO5k67vPcXo/n0Ec3N457oKDlUZ+12W\nX8P1tdvE3V0EyQxyv8TFnFwd6MUo+TORiAbMg8nVlUOhEAf3tqa1qzu8ZzddT38P3eel8LobqPzc\n57E607fAfYRsHCDTDdHYfERjY5qoOtLJO6+eJuAPsWFLDdfeugbHHLlNE0E/b1/YzStNbzAWGKco\np5C7Vu5ge83HsFmnvnYunSeCfs4OnUf1n+HkwGnaRtrRwz8nLrsLrUTyeeciE/tyOuffxiJVGscq\nP7R6fSVbs7D8UCI0Ftd2bjJxvIhFLDe2Z7yPtqFuRoJDYAld8pp8r87qESfLh6yU90+Q3zWMfWR8\nynNsxcXkNqwkt74hroA2FhGNdV1n6O236HnmP9D9fkLXXsm7Wws4NHiSkB4ix+oQd3eBJHW6sqZp\nlwM3AXbgDaXUwUS8+Ty5pIRQuru6E11ddDz+KL7mJhzV1dR87RFyV9Snulmzki0DZDojGpvPUtd4\nwhfg7VdOcfpYNzlOGzfdqbG6sXLW1wRDQfZ2fsgL519l0DeEy+7ijvqbuXH5tTNOM56vzqMTY6iB\nM6iB05zsP02fd2Bym+TzxiaT+nIm5N/GItUaZ3v5oYmgnwnnGOPDftx2Ny577iUnzGZCXNv5keq+\nHC8z5cb2efrpmebGRpPncFOeW4Zr2AFnRsnrGKNqZJzl3hFcvsQHtLGYrrHvQhsdjz3KRPsFnHV1\n5H/5i+wPtfBe+wf0eY0Vo8XdnR/JdHIfAL4JPAdYgXuAbyuldiWiAfMgZp3cdHd19UCA3p/9hIFX\nX8Zit1N+/2cpvvnWtD2jkykDZCYjGpvPUta4p3OEV587ztCAh8raAnZ8asOsUyB1XedQz1F+ee5l\nusa7cVgd3Fx3PTtW3Ijb4Z71vRarc894HycHJJ93NjKlL2dK/m0s0kXjmcoPbd22gpXrMqf8UEgP\n0TpyIZy2cIZzUWkLEXJtTlx2F26HC7fdhdvhJs/uwuVw4ba7mfBaOd/m4VTTGF6PFUvAgba8gpsu\nX8nWtRXi2s5AuvRlAG/AR9+UqcT99Hr7jJWLPQME9EvLqVktVspySyh3lYUvpZT7nRT3jJPb1U+w\n9QLepvMEBwenvG7E5qIzt4zx0hpWXXkZG6/bjLPEnJKesTQO+Xz0/OiHDL39Jhank8rPPUD+Nddw\nauAs77bv5XDvMXF350Eyg9xDwC1Kqb7w/XLgLaXUZYlowDyIGeRGSHdXd/TwQbq+s4vg6Ah5W7ZS\n/aUHseWnn1ORTgNktiIam89S1FjXdQ7va2PPm+cIhXS2bq/jqhtWzlqq5NTAGZ49+2uah1uxWqxc\nW3MVd668jWJnfCWFEqlz5I9xZGqz5PMaZEJfzqT821iko8aZVH7oliuWsXWjm1ZPEyf7z3Bq2gmr\nuvxa1letYWTcw3jAw7h/PHztYTwwji84v+y36AA5z+6eDJQjAbJ7SvAcvp6ng5ypJLMvz+bG9nr6\nGfGPxnxdxI0td5VeDGRdpZTlllHgg4mWZnzNzXibm2IGtLEc2gseW9LKD82m8cj+D+j67r8T8ngo\n2HYNVQ98AWuuiyHfCHs69om7GyfJDHKPKKUun/bYYaXUpkQ0YB7MGuRC+ru6/oEBOp98DI86ib20\nlJqHvo5r7bpUN2sK6fhjn22Ixuaz1DT2jE/w+gsnaTnbj8vt4Nad66lbWTrj86Nr3QJcUbmJu1fd\nQZW7Yl7va6bOks9rkO59OdPyb2ORzhrHKj+06WN1bNiS2vJDnUMDPHtwH0e6FaH8XqzOi0GtkXpg\nHJvrwqkHs2nc3D3EG4ea2HfqAt6QF6vdz/IaJ6vr3JSWWPEGvUZQnKAA2e0IB8JRQXC2BMiJ7ssz\nubF9nn76PP3xu7G5pZS5yih3lUwGdIGhQbzNTfMOaGebcmxm+aEIc2ns7+mh44lH8Z47h6OyykhV\nbGgAjBMDqv+MuLtzkMwg9z+AHmAXxurKDwKlSqkHEtGAeTBnkBshnV1dPRSi/8Vf0ffcLwAo+9S9\nlN61E4s1Pf4UpPOPfbYgGpvPUtL4QvMAv3n+BOOjEyxvKOHWuxtx58de5G56rdvGkrV8avUnqC+s\nW9B7J1PnpZrPm659OVPzb2ORrhpHE6v80MYra7n8yuVJKT8UOel0MlwurHW0fXKbAyfB4VK8fSXo\nI+VcvbqBT25rmFJ+6JI8xgTl2gZDwagA2Lj2RALhqMcSEyDnRgW+cQbI4YA6WTNP5tuXzXBjS3KL\nLvm8ZgS0s7HQ8kPxEI/GeiBA77M/Z+ClF8Fmo+K++ynecfuUAFbc3ZlJZpDrxsjJvRkjJ/d14FtK\nqWT/IsQd5EL6u7rjpxSdTzxGYKAfl9ZIzUMPYy82J39gPmTCj32mIxqbz1LQOBQKsf/dZj7c3YzF\nAttuXMWWbbHPAs9W63YxpFLnpZLPm459OZPzb2ORjhrPRLLKD82WV2u32FhVvJLGkjU0lq6lrmAZ\noRCzlh+KaJxOKySna4Cc53BPyVeeT4Acqy+b6cbGItkB7WxcWn7IwjUbq7lz2wpqyvIWtM/5jBdj\nx47S+eTjBEeGydu0maovP4i9YOpYKe7upSR1deU0YV5BboR0dnWDo6N0PrWLsYMHsOUXUPWVB8nf\ntCWlbcqkH/tMQ9d1OvvHqa4qxBK49EdFSBzZ3o9Hhrz85vkTdLYNUVCUy22fWk/1skvzaOOpdbsQ\ngqEQbd1jbNQqGRnyzP0Ck8nmfN5068uZnn8bTdDjIdDbQ3GRizFXMVZHepwEj4dElx/SdZ1eTz8n\nB07NmFerla6lsWQtq4sbZjxxNFP5oY9fsZy3P2rLmhWS0zFAzrU5wRngfE+7KW5sLKYEtE3n8TY3\npSygnQ1/IMT7xzr59d4WuvrHsQBb11Vw5/YVrK6Nbw0KgOFBDw67HY93gtxcO85cBzb77DoFhgbp\n3PUE48ePYSsupuarD+NuXB/zueLuGpge5Gqadj7qro4xVXnyvlJqVSIaMA8WFORCeru6uq4z9MZr\n9Pz4GfRAgJIdd1B+36ex2FOTa5Nuf6gyncFRH8eb+jneNMDxpn4GR40ft8tWlnLj5lq2rC3PuPy1\nTCCb+/H5Uz288aLC5w2wurGCGz+x7pKxbD61budD35CXtw+1887hdgZHJ3Dm2Ni0qoyrGiu5fHUZ\nzgQv8LFQpufzto5cmNyWafm86dSXMy3/Vg+FCAz04+/pwd/TbVz39oTv9xAcjdLVZsO5bDm5DQ04\n6xvIrW8gZ9nytA98F1N+KJICcLL/NGogVgrA1Lza+TK9/JDUtTVIVoC8GDc2FpkS0M5GKKRz4HQP\nL+5p4XzHMACNK4q5c3s9G1eWzni8dHcMc2BPC+dU7yXb7HYrzlw7OeGg15lrj7qE7ztt+I8fYvy9\nN3EEvFTcciPVO+/G7ow9vix1dzcZQW5D1N0XgE8SFegqpZoS0YB5sOAgN0I6u7relmY6Hn8Uf2cn\nzvoGar72CDlVVUlvRzr9ocpEPL4AqnWQ4039nGgamJy2BVDgdrC+voQxX5Bj54wf/cK8HG7YVMMN\nm2upzMCz2elKNvbjQCDI+6+f4+hHF7DZrVx/2xrWb66Z8kO3kFq3cxEMhTh8po+3DrVz5GwfOuBy\n2ti8upzm7lE6wn08x2Fl8+rytAt4IbPzedOhL6dz/m3Q44kRwHYbt3t7IXjprBmL3Y69rBxHRQWO\nigpcTjuD6gy+1hb0QFSpmwwKfOMpPzRbXq3b7mJdyRoaS9eglaylwlWWsD/RbT2jdAx6WVmRl5Gu\nbToxW4DsCXipLSvHGXDPy42NRTYEtLOh6zonW4yTMEfPG45pXWU+d25fwVWNldisVnRdp61pgAN7\nWrjQbHz2iuoC1q6vZHBgHJ83EL74o24HZnvbS7DZLOS6HLMGyCFbgHPj5zg2fJyBUB9Bm5+q4nKu\nX3511rq7SZ2urGnaAaXU1kS84SJYdJAL6e3qhrxeun/wfYZ3v4vFmUvVF75I4bZrktqGdPhDlUkE\ngiGaOkY41tTP8aZ+zrUPEwwZx1SO3cq6FcVsqC9lQ0MJyyvzsVosVFQUcPBEJ28fbGf30Q7GwoOi\nuLuJI9v68UDfGK8+d5y+7jFKyt3suGcDZRUXg7FLa93auWn59dxef9OctW5nYrprC7C6tpCPb6nl\n6sYqnDk2ysvz+ehYB/tOdrPvZDfdA8b0xnQOeC9Oy8yMfN5U9+VU59/Oy42NwlZQEA5iK43r8srJ\noNZeXDJlsceIxnoggK/9Ar7mJrzNzfiamzIy8J1efshRqONZ0cUZ9xEC+IHYebVmTuNPdT9eKixE\n52wPaOeiuXNkavmhQifXNpQy0TlKX7dxEnd5Qwlbt69gWX0xlZWFM2qs6zoTvsCUoHdqEOzHM+pl\nWJ3BOzSG356LXlSGX7fNO0AOWYOEbH5ycu0U5eVTmJ93qYMcvuROuT/3FOtUI0HuIklnV3d4z266\nnv4eus9L4XU3UPm5z2N1Lm41uHiRH6LZ0XWdjr7xySnIJ1sG8E4YToHFAitrCtnQUMKG+lJWLyvC\nEWMgidZ4wh/kQ9XDmwcvcDqcvyTu7uLJln6s6zrqSCfvvHqagD/Ehi01XHvrGhxRQeP0WrfX1FzF\nJ+dR6zaamVzbay6r5uOba1lRVTDl+dE667pOa/doRgW8kP75vKnsy8nKv128G1tJTjiANYLZcqy5\n8Y+ds2mcSYHv9Lza8xfayW9bRnFfLRbdSsg5QZGms3lrPVrlqqSewMmWMTndmUvnpR7QzkZHzyi/\nfuUUw63DODHyNN0Vbm7ZsZYVKy4uDJuIvqzrOkNvv0XPM/+B7vdTfMutlP3O/QRC1lkD5MjtsXEv\n/SPDjHt84LdiCzqwEH9cGNcU60uC4+QFyBLkJoB0dnUnurroePxRfM1NOKqrqX34GzjrVpj+vvJD\ndCmDoz5ONA1MurURVwugqsTFhpWlbKgvpbG+OK46bDNpfKF3TNzdBJEN/XjCF+DtV05x+lg3OU4b\nN92psbqxcnL79Fq3Wys3sXMBtW4hPtc2FjPpnKkBL8BEcIKzQ01G0Nt/asqUzlTk86aqLycy/zYZ\nbuximK/G6RT4GlPxT3Oy/8yMebUrc1bhO+vizJGelJQfguwYkzOBaJ0loI0Pn9fPsQPtHN7fhmfM\nj9VmIafczeGBcYYmgpeUH0pkX/ZdaKPjsUeZaL+As66Omoe/QU51/Kkgkdzddy7s5ViXwhKwkRty\n0VjQiJa/jkJLcdhZ9s8SPM/PQU5GgJyMnNw3ou5+DNgfdV9XSt2SiAbEy8meM7rLX7DgqXezka6u\nrh4I0PuznzDw6stY7HbK7/8sxTffauqfKvkhMqbnnWod5NgsebWXNZSyvqGE8qL5O61zaSzu7uLJ\n9H7c0znCq88dZ2jAQ2VtATs+tWGyPEiiat3O17WNRVz1AjM44IXU5/Mmuy8vNP92cW6sEbwuxo1d\nDAlxZpIU+E4E/ZwdPD853X4+ebXJKj8Ui0wfk9OZ0MQE/t5e/N1d2Po66T+uJKCNg7ERH4f3t3Hs\nQDv+iSA5ThuXbV3Gpo8tw53vnLH80MevWM7IsDdxDfFPkPP6L3Ec2ovucDBx228R2PgxY3rgPBgP\njnJq7Chq7DAjQeO/Y6mjgsa8zaxxbyDHGntGqK7rBP0hAv4gwYkgAX/4MmFcgv6QcdsfJBh53B8k\nMBEi6J9fpRCrzYLNYcOeY8PuMC62HKtxO8c2ue33fvcK04Pcm2Z5na6UeisRDYiX+3/0iG7BwoqC\n5Wila1hfupaVRQ04rIlZhTidXd3Rwwfp+s4ugqMj5G3ZSvWXHsSWb87iKEvxhyiSV3u8qZ9jsfJq\n64rZ0DA1r3YxzEdjcXcXRqb2Y13XObyvjT1vniMU0tm6vY6rbliJzWaNUet2Gfes/uS8a90u1LWN\nxbwdsAwPeFORz5vMvjxb/u3i3NiLDqxZbuxiMEvjRAS+861XG890+kSXH4qHTB2T0wFd1wkOD009\n9sLH30RP9yXBLEhAOxuD/eMc3NuKOtpJKKjjzsth09XLuWxLLTnOS2OK6eWHzEIbbeLO7vfJDfk5\nmr+SVyq3M2FdSAyiYy3sw17ZirW4G4tVRw/aCPZXE+iuQx8rgnlMbZ4Lo2cAKwAAIABJREFUW/hi\nj3FtxzLjNhvMOMX6r/6fnUurTu7Pjr2o7289yvnhZkJ6CACH1cGa4pVoJWtoLF3HsvzqRedLpaur\n6x8YoPPJx/Cok9hLS6l56Ou41q5L+PsshR+iufJqG6oLuWzl7Hm1i2EhGou7Oz8ysR97xid444WT\nNJ/tx+V2cOvO9dStLL201q2rnJ2r51frNhGubSwWo3OmB7yQnHzeZPXlrv5x/u3HH+Lp6uKyohC3\nrXZjHerPGDd2MSRzvIg38PVXltBTlsPZfC9tRTp9xXaCNkvc9WrjYTHlh+ZLJo7JyWTSje3txt/d\nY1xHBbP6RIzSQRYL9rIyHOUV4WOvkorL1uErrpSANgbTywAVlbjYsq2OdRursNvn/p0JhXQOn+1j\nzB9ibDSBTm4U9uEBKl7/Cc7uNvyFpfTcej8TFbUL3p83NEZL4ATN/uOM60bJpEJrGQ2OjSy3r8Nh\nSc56P7HQdZ1QIDR5CfpDhAJBQv4Qj3ztmqUV5BLOyfUGfJwZPBc+k36G9rHOySfkO/LQStaEz6Sv\no8xVMsvuZiZdXV09FKL/xV/R99wvACj71L2U3rUzoWfCs/WHaM682oZSNjTEn1e7GBarsbi7c5Np\n/fhC8wCvPX+CsdEJljeUcOvdjdhd1ktq3X5y5W1cU3NV3LVuE+naxiJROmdDwAvm5PMmsi/P5MYO\ntbbj6+7GFfTFfJ2toPCiE5umbuxiSPV4MeIZ5szJPXSfPspESwtFPaOUDwSwhy4+R7dZcdQuI2/l\nqoTn+MZTfmixpFrjVLMQNxbA6nJFzYSI5KaHb5eWYrFPdR6Xus7TmakM0NbtRt+2Wufft83WWA8E\n6H325wy89CLYbFTcdz/FO25f1HGYaXV3k7rw1ELQNM0BfAeoB5zAt5VSz0dt3wn8JRAAvqOUenKO\nXcZceGrINzxZzPxk/2mGJoYnt1W4ytBK17K+ZC3rSlbPO583XV3d8VOKziceIzDQj0trpOahh7EX\nLyygn062DJBm59UuhkRpLO7uzGRKPw6FQux/t5kPdzdjtVq4+uMrufyqWj7o+mhKrdvb62/ipuXX\nxeXamOXaxsIMnbMl4IXE5PPOV+MZc2N7evD3xXZjA1gZzsknv7aaipV1GenGLoZkjxdx5dUWrWS1\ntwB35yC+luQtbjW9/FBxmZstVxtul20RJ1AzZUxeDIlyY6ODWWte3ryCj6WgczyEQiHOqV4O7Gmh\nt2sUmFoGaDEBXbI0Hjt2lM4nHyc4Mkzeps1UfflB7AWLL9825BthT8c+3mv/gD6vUSN4WX4N19du\nS5u6u8leXXklsAF4BViulDofx2u+BGxSSv2xpmklwEGlVH14mwM4jrGg1TjwHnC3Uqp7ll3Oubqy\nrut0jfeEc1dOc3rgLN7wmemF5vOmq6sbHB2l86ldjB08gC2/gKqvPEj+pi2L3m+mDpDJzqtdDGZo\nLO7uVDKhH48Oe3n1lyfobBuioCiX23aupzOnZcG1bs12bWNh+hntLAp4o/N5T/af5lSc+bzTNZ4t\nN3aip5vQ6GjM95/uxurFZbx6epy9nUEcpSX8/n2bklr/Np0wux8nKq9WDwSY6GgPr5RrbuDb3zvG\nwb2tnD7WRSikk1eQw6aP1bFhS03MvMW5yIQxeS6murFTj7+43djyChyVlbO6sYshG3ReDAF/EHW0\nk4N7Wxke9GKxwCqtgq3bV1BRnZgTvMnUODA0SOeuJxg/fgxbcTE1X30Yd+P6hOw7nd3dpAW5mqZ9\nFvgLwA1cBxwA/lQp9fQcr8sDLEqpUU3TyoAPlFKrw9s2Af+3UurO8P1/AHYrpX460/4+ON6pBycC\nVBS7KHQ74hI+GArSPNIadnnPLCqfNx1dXV3XGXrjNXp+/Ax6IEDJjjsov+/TixowM2WATHVe7WIw\nU2Nxdw3SvR+fP9XLGy+exOcNsLqxgmXbHbzQ9vK8a90m07WNRVJzGbMo4IWp+bwnBk5zbvA8Ad0Y\nw+xY2WCvZb23iFq/jVDnANaBYegbINQ/MHNubHn55FTinGlTi625uZPPja5/27iimK/fu5FCd/Jq\npqYbie7Huq7T4+mbLO0z/YRGIvNqzQ58R4e9HNrXxvGD7YsqP5TuY3KEKW5sjKnFyXBjF0Om6Jxo\nJssA7WvDM+7HZrOgXV7Nlm11FJUktipL0le8D4UYePklep/9GYRClN61k7Kd92CxJe63Lt3c3WQG\nuQeAG4G3lFJbNU2rAV5TSm2I5w00TSsAngMeV0o9E37seuD3lVKfDd//a6BFKbVrpv3s/JPnJhua\n47BSUeyioshFZYnLuF2cS0Wxi/KiXBwzJJAvNp83XV1db0szHY8/ir+zE2d9AzVfe4ScqqoF7Sud\nB8h0yqtdDMnSeCm7u+najwOBIO+/fo6jH13AZrey4fpyDjp3c2JgfrVuU+HaxiJVOmdTwKvrOoGB\nAcbOn6Hz1CHGms7iaO8l13Np7cLxXAtDeTaGC+yMF+biK3YTKC4gVFKEraQIt8ON2+7C5XDhtrtx\nO1y47eFL+LZqGuHx508Y9W8/tpz7b154/dtsIRH9OJ56tY2la1hnUqmpaMwIfBdbfihdxuSEubGT\nObKJd2MXQ7ronCzmKgNkBqnS2HP2DB1P/BuB3l5ca9dR/dDDOErLEvoe6eLuJjPI3a+U+pimaQeU\nUlvDjx1RSl0+1841TasDfg78q1LqqajHLwf+Vil1V/j+PwDvKqV+PtO+Xt7TrF/oGaWzb4yuvnE6\n+sbw+GIXMC4ryqW6LI/qMrdxXWpcV5W5Kc53Tn5BA54hjnSd5EjXSQ53nWDAMzS5j+r8Ci6vamRT\n9Xouq1xHfk7e5LbujmF++aODtLcOkV/o5O5Pb2bdhoUFlYki6PFw7vFddL/+BtbcXNZ84+tU3HhD\nStu0WMa9fo6d6+PgqR4Onu6hpfPioFKUn8PmNRVsWVfB5rUVVJYmvn5ytuDzB9l9uJ2X3m/i+Hnj\nDF1xgZMdV6/g9m31VJflzb4DISH0do3ws+9/RFf7MCUVLia2tLF3aC8Al1c18rlN97K6tH7G1weD\nIfad6OLlPc18eLILXQd3rp2br6zjju31rKyd3fXNVnRd53z7MO8eusC7h9rpCOffO3NsXLW+ius3\nL+PK9ZXk5qT+T6iu60z09TN69iyjZ84ydvYco2fO4h8amvI8Z0U5zoZ6RqryGSl1MVaYw1C+jRGL\nn7GJMUYnxhkLX0b94wRD8dcq1EMWCDoodudTWVBIXo578pKf4ybPkXfxdo6bPMfF27l2Z1otTpJK\nJgITnOg9Y/yH6DzJ+cHWyW15OW42VmrGf4iqRqryK1KuWygQwNPaxuiZM4yePcfomXOMNTWh+/2T\nz7HY7bjrV5C/ehX5q1eTt3oVeQ31UwJf/0SAAx+08v6bZxka8GCxWrhscy3X3rKa6jQZg4I+H77u\nHrxdXXg7u/B2duLt7MIXvh+K5cZarTjLy8mtriK3qorc6iqc4evc6irs+fkp/w6Fi/T1jLL7jbMc\n3t9GMBgiv8DJ9htXceU19Sk3nswkMDrGmf/9KH3vvY89P581f/CfKNt2tSnvNegZ4o3z7/PauXfp\nHjNy9OuLlnHb6hu4of5q3DmmurtJC3K/C+wHvg78HvANwKWUemCO11UBbwLfUEq9MW2bAzgGbAPG\ngN3ATqVUxyy7nJKTq+s6Y94A3QMeeganX7z0j3iJ9dEiLnBlccQBNlzg8qJcQjkjnBk6F1c+rw1r\nWrq6w3t20/X099B9Xgqvu4HKz30eqzP+s1mpPAuYSXm1iyGVGi8Vdzedzmbruo460sk7r542pvs1\n+DhU/hZBayCuWrfp4trGIp10hvRyeCMOrVEqpsm4bmoiODI85Xn20jKjlmVDw2RNy+jFRebSWNd1\nJkJ+xv3jjAc8jPs9xnXAgyf82LBvjKPNXfSPj2J3BigpsuLXfYwHPAT1+ANkq8Ua5Qq7pzjEcznI\nTlv6Bsjx9GMz6tWmmknHN9w35+P46lZbzPJDW7fVUbvi0oV9ErpK+HQ3trcHf3d31rixiyHdxuRE\ns9gyQIkg1Rrrus7Q22/R88x/oPv9FN9yK+Wf/gxWhzkpJxfd3T0c7j2eFHc3mU5uPvDfgNsAK/A6\n8NdKqVm/YU3T/gn4NKCiHn4CyFNKPaFp2t3AX4X3uUsp9egcbZ1z4aloAsEQfUPeKYFv5Hb3oGcy\nf3M6JQVOY9pzcQ6OwhG8OZ30hdro8F6Imc9bq9dz4s0+ejpH0yZXd6Kri47HH8XX3ISjuprah7+B\ns25FXK9Ndo5dpubVLoZUD5CQ/bm76aAxwIQvwNuvnOL0sW4sdp0LKw/TX3Jhzlq3qc61jZd00TkW\nyQx4ExXQxmKxGs+WfxtPgDzl8cnr8awKkGNpnMy82nRivoFvzooGenOqOHbOS0eb0d9jlR+abz++\nNDd26tTiuHNjo4LZZObGpop0HpMXSqQM0Efvt9DekpgyQIshXTT2XWij47FHmWi/gLOuzkhVrFl4\nTd14GPINs6djv+m5u2lfQsgE5hXkzrojXWfU458S+M7pAlsD5JQM4i4fhPxefLaLZwrd1jzWDGxB\nP12EHiItXF09EKD3Zz9h4NWXsdjtVNz/WYpuvnXOAd7sgzeSV3u8qZ/jzQMMjFysy5hJebWLIV0G\nyAjZ6O6mg8Y9nSO88uwxhge9ePOHaV79Ie4Cx6y1btPZtY1FOugcD4kMeM0MaGOxGI0Pn+3lsV8e\nNyX/dsEBcmAcj98zuchWPJgdIEc0Tqe82nQi3sB3fPkGmgoa6fAaKTDFpS62bFvBuo1VVFcXMX02\nnrixiSdTxuR4MLMM0GJIJ41DPh89P/ohQ2+/iSUnh8rfe4DCa683XRuz3d1kOrmtwDIgMuIUh2+f\nBR5SSh1MREPiIGFB7lzE5QI7vNgK+7EW9mIr6sOS48M5ns+y85twjxUTcgQovCyHrRvWUVdWGveK\n0Ilm9PBBur6zi+DoCHlbr6D6i1/Blj/zj3OiD95Ivdrj4cA2Vr3ayBTkZNerTRXpNEBGk03ubio1\n1nWdgx+0svetc+gh6Kk5y3B9K7evvDFmrdtMcW1jka59eTbmE/AmO6CNxUI01nWdX73fzLNvn8Nu\nt/LFT2hcu7EmIe1JBLqu4w/5GUuTADlon+BA27HY9WrDi1GWu0qz3gWcD7MFvqOOIlpKNtJZsBrd\nYiXXGuDyOislgR6cAx0EesWNNYtMHJOnk4wyQIshHTUe2f8BXd/9d0IeDwXbrqHqgS8krb65Ge5u\nMoPc7wM/VUo9G75/J3A/8M/Avyilrk1EQ+IgaUHurI2I4QJ3D47TMdJNT6gVr6OLqvFCKjtWY9Vt\nDJS10V7eRshTQpFeS3XucqqK8+NeEToR+AcG6HzyMTzqJPbSUmoe+jqutetiPnexB290Xu3xpn7O\nZmle7WJIxwFyOpnu7qZK4/ExH889u5/BVj8Bu4+ONUe5euP6mLVuM821jUUm9OXZmBLwnujC09tH\ntbePZYEB1liHKR3twTo+te6smQFtLOarsccX4DsvnODDUz2UFjr5/d++PKvq30YC5PGAxwiSExQg\nZ2pebToxPfAdbO7gzGghFwrWELQaM7Ny/aOUTnRT6fRQXWIlv7L0ohtbXoGjrGzJu7GLIZPH5GSW\nAVoM6aqxv6eHjicexXvuHI7KKmq+9gi5DQ1Je/9EurvJDHIPKaU2T3vsI6XUFZHrRDQkDtIiyJ2L\nQDBEz+AYH50+TfP+fiyjdvwOL+0NRxkp6UYPWgmNlhAaKic4XIY+XoAFC8XhXOBI4Bt9SYQLrIdC\n9L/4K/qe+wUAZZ+6l9K7dmKxTv0Rn+/BG09e7YaGEi5ryK682sWQrgNkLDLV3U2FxnuPHWX/Kx1Y\nfQ5GC3upudbK3etvnVLrNpNd21hkUl+OJl6HdsieR7erDEvtCmo2amjbLsddWpzUts5HY6l/OzvR\nAXIk+B3zj1NZWkQZlVmTV5tO6IEAI02ttJ3tp6knQGfPBD7fxRMN5ZX5LGsoYXlDCTV1RTgyoOxX\nOpOJY3IqygAthnTWWA8E6H325wy89CLYbFTcdz/FO25P+uyHxbq7yQxy3wJ+CDwN2IDPAfcBfwD8\nUCm1JRENiYOMCHKjmV5X17liggvLj9MZuDglyq47yfFWERgsZaSrkNDEpWernA5bjOB3YS7w+ClF\n5xOPERjox6U1UvPQw9iLL9YEjufgjS+vtoTG+pKszatdDOk8QM5GJrm7ydS4aaiVF17Zh+VsCVh0\nbNow9+y4luq8ysnnZINrG4tM6MsLmXLsXFFPX145+1s9KV+lOV6Nzcy/zXYyoR9nOhGNQyGd3q4R\n2poGaGsaoKNtiFDQ+B9qtVmoXlbE8nDQW1FdkPRFhTKdTOrLA33jHNzbwqljXYSCOu68HDZdvZzL\nttSS40xfNz8TNB47dpTOJx8nODJM3qbNVH35QVNnHM3EQt3dZAa5y4F/wlhdOQi8Cvwh8DvAaaXU\nS4loSBxkXJAboa9nlDdeUPR0juDOz+GqW+sYLekxShH0n2Zo4uKfrdKcUqqdKygM1mIdr2BgMDSZ\nC+yLsSK0BebtAgdHR+l8ahdjBw9gyy+g6isPkr/JOFcR6+CVvNrEkgkD5GxkgrubDI27x3t5/thv\nGNibQ95oKbrLz7V3NrBlnVEOKNtc21ikW1+OGdA2NxEcXngObarLEsVTQiid828zgXTrx9nITBr7\n/UE624Ymg97IAkMAOU47y+qLJ4PeohKX5OPOQSb05e6OYT56v4Xzp1JXBmgxZILGAIGhQTp3PcH4\n8WPYioup+erDuBvXp6w983F3U7q6sqZpLqWUZ+5nJpSMDXLhUlc3sgJzjtNO13g44J2lPq9WsobK\nnFoGh4NTFsHqDd/uH/YR65ucyQUuL8rFefB9+n/6I/RAgJIdd1B+36eprCmho3NI8mpNJFMGyHhI\nV3fXTI2HfMO82PQbDh9tovbcRuzBHCpWudj5qStw5jqy1rWNRaoX+Ep0QBvPeyY74J1N42zPv00W\n2TQmpyvxauwZn+BC86AR9J7vZ2T44kyxgkLn5NTm5Q0luGQq/iWka19OtzJAiyFdNY6FHgox8PJL\n9D77MwiFKL1rJ2U778FiS93/kHjc3crKwqQ5ub+DUc82D6OmrQ1wKqWqEtGAeZDRQW6E6a7u9Lq6\n/397dx4fVXn2f/wzk31PSELYF1luFkUWKwiiKFJbqxW1tdbt0dZ9VxSrtVVbqcVabeuvUkWxVVt9\nrLbWRyxu1aooIogoIDcCgmggCWRfyWTm98dMYiAJJJk5k5nJ9/168UoyM+fMfS7OnJlrrnOfq8nb\nxPaqHYEq72Y+r9zebn/eMX1GMTC9f8uFMdq7InRxq2S4oyrwiLhqTtzxBhm1ZdTl9ufzoZP5pBSK\nSKU2LhmX26V5tSEWTQfIzoq06q4TMa5trOPVL97kze3vkrttBLnFw3DFwdEnjGLMhH58sqU0pqu2\n7QnXvtwTCW1nxhSOhLejGGv+bejE4jE50nT3KuGV5fWBKm8pX20vp6H+67ZFms/bVqTty5HaBigY\nkRbjzqjbspmdi/+EZ/duUkaNpt/Fl5LQJ7enh9Vhdff+7/w8bEnuVuAi4AZgAXAiUG2tvTcUA+iC\nmEhyoeOqbnt9des9DWwu38rGss+wpZsprNnVcl96QhomZySmz0jG5IwiN6VPu8/X/hWhv64CV5VX\nc0LJSiZUbdl3uYQEEvL6klTQd5++dIn5+cTn5eFO0Aeq7ojGA2RXREJ1N5Qx3tvUyFtfvcvL2/6D\np8rNsK1TSKxJJycvlSOPH8naL8t7RdW2PU7sy5GY0HZmzE4lvO3FWPNvQyvWj8mRIBQx1nzeg4uU\nfTnS2wAFI1Ji3FVNtTUUPf5nqld9gDs1jX4X/pj0SeG6dvCB7V/dffrMP4YtyV1trZ1ijLkNWGWt\nXWaMWW6tnRGKAXRBzCS5zQ5W1W1PRUMltmxzu/N581NyMX1GMSZnFCZnRJuWJR1p9Hgpraxnz/pP\n6e+txFNUFGjOXsze4hJ8DfXtLhefk/P1Zf/z8/dpAxCXmRmV39CFQ7QeILuqJ6u7oYhxk7eJ93et\nZunnr1JeX0HfsuEUbBuDz+Oi77Acdrh8fPJ5aa+p2rYn2DhHY0J7MKFOeFvHWPNvndFbjsk9yYkY\nd3Y+7+DhOWRm9475vD29LzfUN7Luw0I+WRXZbYCC0dMxDobP56Pirf9S8vRf8TU2kn38bPK+/4OI\nKlpVNFQxctCAsCW5bwM/BiYARwC3A+uttSNDMYAuiLkkF7pW1d2fz+fr1HzeMTmjOCRrKAlxB1/n\n/i9en8+Ht7qavYGkt7GkhMaS5p8leMpKoZ19yJWY+HX1V1XgfUTzAbK7wl3dDSbGPp+PtSXreGHr\nyxTVFpPoS2JC0bHUfxGPK85FYYKLLwPb0Juqtu3pSpxjMaE9mFAkvM0x1vxb5/TGY3K4hSPGms/b\nc/tyTVUDaz/4kg0fRUcboGDEwvGi4asv2fnQIvYWfkXS4MH0v+RyEvsP6OlhtQjn1ZWPBa4CzgXe\nAUYBj1hrbwzFALogJpPcZt2p6u6vu/N5W+tyn1yPh8Y9u1uS3sbdxTQWqwp8ILFwgOyucFV3uxvj\nTWWbeX7Lv9leuQO3y803kqfSuCqfvTUeqvGxBR9xvbRq256O4twbE9qD6W7Cm5+fwTpbpPm3DurN\nx+RwCXeMOzufd/DwHPoNip35vOGOc7S2AQpGrBwvvA0NlPzvU1S89SauxET6nnMemdOPjojP3+FM\nci+31i5q9Xcfa21pKJ68i2I6yYXgqrrt6c583lC+eFUFbl+sHCCD5WR1t6sx/qLqS17YsoxPSzf5\nx5E9nmQ7mvrtDbiAnfhI6p/OMZMG9tqqbXvy8zMoLq5UQttFXUl4t++u5Z4nVmn+rYN0THZeT8e4\ns/N5Bw/PIa8geufzhivO0d4GKBg9vS+HWtWqlRT95TG8dXVkTD2KgvPOx53cs60gw5nkrrfWjg/F\nkwUp5pPcZqGo6rbnoPN5c0YyLH8gvgY3qfEppCakkBKf2vJ7clxSSL/habcK3CoR9tbHZhU41g6Q\nwXKiutvZGBfX7ubFrS+zungtAAOShhD/1Ti8W11k48IDZIzsw/Ezh/f6qm0zn89Hw/btVK9dg69w\nB5WfbVZCG4QDJbyjBmaxYXsZ8XGaf+skHZOdF2kxjtX5vE7GOZbaAAUj0vblUGgsKWHn4kVUb9nC\nX8r2UJmTg8ft5n/+58cMGzacBQvuwO12M3z4CObNu7nN6+Hzz7dyzz0LABg8eAg333wbcYE2RV6v\nl5tuuo6ZM49l7twzOjWecCa5y4BE4H2gOevwWWt/EYoBdEGvSXIh9FXd/R1oPm9H3K5A8hufQkpC\nSsvvqQlfJ8Jf3xZcgtx+FfjrBDiaq8CxeIAMlVBVdw8W4+Zet+8WrsTr85JBPvXbR+IryuIQXCTi\nIi0vlVPOOIycnJ79RjMSNCe2VatWUr36AxpLSlruU0IbOu0lvHnZKVwxd7zm3zpIx2TnRXqMY2U+\nrxNx9nq9bNlYwkfv74iZNkDBCNe+/Mx/NvPBxuKQrvMbY/py5vHtX1LJ5/HwzII7satWctaAQaSc\ndArX/mUxo0cbzjrrXCZOnMy9997NkUcexTHHzNpn2VtuuZGzzjqXww+fyK9+dSdHH31sy2MeeuiP\nfPjhKk466RROPfX0To0zVEluZ06YXxH42ZxR9K69uYe43W4mHzWUoSNzeWOpZdO6Ir7cVhayqq7L\n5aJfWl/6pfVl1uAZNHmb+LK6EJIb2bmnlNrGWmo9df5/jfv99NRSWl+Gx9e2926H29PNBDltyAAy\nhg9vcxDtuArsT4T3fvVlu+OI9ipwrBuYl8YPTxjFGcce0lLdXf95Kes/Lw3J3N3mXrdv7HiHRm8j\nCU0Z1G8dQXFZAUPj4ugLuFww9dhDmDh1cK/eHzpKbF1JyWQcOY30KUcw+KjJlO/VqbOh4nK5GFKQ\nwZCCDE4/5hBKyusYMSyXqoq6nh6aSExLSU1k5Ni+jBzbt935vBs/3sXGj/1TvmJ1Pu/+2msDNGJM\nbLQBkrZc8fF8d/6t1GxYT8WTj1Py/LO4amqwGz9l4kR/q6Fp06azcuWKNknuggX34Ha7aWxsZM+e\nPaSnpwPwxhuv4Xa7mTr1KA5WVHXCQSu5AMaYdGAE8AmQaq2tPsgiTuhVldzWnK7qttbZb6h8Ph+N\n3sb9kuDafX92kCDXNdY5miAnx6WQ0uAlsbwaV2kFjbubE+ESGouLe7wKHOnfaEea7lR3949xc6/b\nZZ//h7qmOmhMYu+XI2naPZBRfTMZsNdHbVkdGVnJnPDdsfQbmBW27YskB0ps0w+fSPoR3yDt0MNw\nJ/pfC9qXnacYO08xdl40xzia5vOGIs69oQ1QMKJ5X+6syp2F3HTFRcxISOSZkmKeWfQoqWPGsnr1\nB7z00gv87Ge/bLPMrl27uO66y8nIyOC3v32A3btLePTRh7jrrntYsuRhcnPzIvJ05dnAQ/irvjOA\ntcA51tqXQzGALui1SW4zp+bqthaOF+8BE+R9kmVnEuQ0VxLZdZBZ5SGtai/JFXUkltcQX1YJe8qh\nof3TtkNVBe4NB0gndGXubnOMm7xNvLdzFS9sfoWapip8nng8Ow8hoewQjho3kNHZqax7dzsN9R5G\njMnn2G+NduTLo0jW1cS2Ne3LzlOMnacYOy+WYhzJ83mDiXNvagMUjFjal9tTVLSLn/50Pqed9j2O\ncsfzPwt/yW9HjaHPd05hQ042qz9cxaRJU3juuWcAuOqq6zFmTMvyL774PGvXfkROTh8++uhDkpKS\n2LVrJ/Hx8Vx//XyOPHLaQccQziR3JXAq8JK1dpIxZjzwlLV2QigG0AW9PskF56u6kf7idTxB9vlI\nbvCRVd1Edo2XvFo3OTU+MqubSK/aS3J1A672XjIJCbjy+pCQn0+VDD8wAAAgAElEQVRSfgHJffuR\nkN+33SpwpMc4GhysutuvIJN/rnqLF7Yuo5ZyfF43nl1DGew7nFmHD2PyyHw+fGcb6z78irh4N0ef\nMJKxh/fvNacnB5PYtqZ92XmKsfMUY+fFcowjaT5vd+LcG9sABSOW9+XS0j1cffWlzJv3EyZPPgKA\nG6+6lOObmhjZ6OGvdTUc/YOzmfPd0/ZZ7uabr+fqq29g0KDBvP76K6xcuYJbbvl5y/3NldxInJPr\nttbuNMYAYK1db4wJ/4nVAjg/VzfSuVwuEuMSSYxLJDupa6eUHjxB9ifDrRPkzfslyO4mH5k1TWRW\nN5FV00RWtZes6sDfJcX4dhaxl3Xsf/irT0ukITsVT04GvoF5lA3MoyEv0z8BVLolaSgcM9hHUWkt\nO0qqsVUbsash6eM4ErLLaYjfg8/nwlU6hClZ05kzZxRDCjIo21PL0qc/Yk9xDTl5qcw5dRy5+ek9\nvTmOO+gc204mtiIi8rVonc9bVFjJmhW9sw2QtO/xxx+jurqaxx5bzGOPLQbg2utu5Hf3LaR2dxEF\njR6Gvfoq1YOHkD5pSsty5513IQsW3EFCQgLJySn85Ce39dQm7KMzldzngUeBXwDHAVcC06y1pzg/\nvH2okrsfJ6q6sfwNVTA6lSA31rC3qhL2lOEuqySxvJqkijrSKhvIrPaQXuvF3erlVpPsZkdBAl/0\nT2RHv0SqU/WmEkrJtYM4fsDxnHDoWJIS4/D5fNh1Rbz9yiY8jV7GTezP9NkjY/aiIRC6im1HdLxw\nnmLsPMXYeb01xuGez3uwOKsNUPB6677s8/moeOu/lDz9V3yNjWQfP5u87//Aka4l4TxduQD4PXAC\n4Ab+A1xtrd0ZigF0gZLcDoRyrm5vffE6qTlBrqmvoqaokITiQqo+2oB301ao/DrWrr55uEaNwG1G\n4B4xHFdKcg+OOno1erzkZGSTm/B1pX9vg4e3X/mMTeuLSEyKY9a3DSPG9O3BUTrH6cS2NR0vnKcY\nO08xdp5i7Of0fN6O4qw2QKHT2/flhq++ZOdDi9hb+BVJgwfT/5LLSew/IKTPEc4kdy7++bh7Q/GE\nQVCSewChqur29hdvODTH2OfzsbewkNpP11O7YT211uJrCLSidrlIHn4IqePGkzpuPCmHjMAVr7kx\nndV6Py7ZVcWr/9pARVkdfQdkMOe748jsZguiSBXOxLY1HS+cpxg7TzF2nmLcvlDP590/zu21ATrE\nqA1QMLQvg7ehgZL/fYqKt97ElZhI33POI3P60SH7siScSe6zwFHA/wFPWmvf6coTGGOmAr+21h63\n3+3XAz8GSgI3XWqt3XSAVSnJ7YRgq7p68Tqvoxj7PB7qP99KzYb11H66gfqtW8DrBfztjVJGjyFt\n3HhSx40jceAgffN6APn5GRQXV/LxB1+y4s2teL0+Jk0bwjdmDiOunZZD0ainEtvWdLxwnmLsPMXY\neYrxwbU3n7chcGFF6Nx83uY4qw2Qc7Qvf61q1UqK/vIY3ro6MqYeRcF55+NODr6IELYkF8AYkwGc\nBpwJjASetdYedFaxMWY+cC5Qba2dvt99TwD3WWvXdHKsSnI7KZiqrl68zutsjJvq6qizG6n9dAO1\nn65nb2Fhy31xmZmkjh3nr/SOHU9Cnz5ODjnqpKYk8uzjq9i+pZSU1ARmnzKWwcOjP0aRkNi2puOF\n8xRj5ynGzlOMu64783mTExP4z7KNagPkIO3L+2osKWHn4kXUb91KQt8C+l9yOcnDhgW1zrAmuQDG\nmBHAWcAPgBJr7exOLHM68DHwhLX2qP3u2wCsB/oBS621vz7I6pTkdlF3qrp68TqvuzFuLCuj7tMN\n1Hy6ntoNG2iqKG+5L6FfP1LHjidt3HhSzBjiUnvfN7UN9Y2U7KqmZFcV6z8spKqynkHDcph98pio\nfnOPtMS2NR0vnKcYO08xdp5iHLyDzefN75fOri8raWryqg2Qg7Qvt+XzeNj9/D8oW/YSxMWRf8aZ\nZM/5ZrfPOAzn6crz8Ce3ycCTwF+BNGut7cwTGGOG4e+ru3+S+zPgj0AV8E9gkbV26QFWpbZF3eBt\n8vLum1v478ubaGryMuGIQZx46njHe7WJs3w+H3U7dlC+9mPK135MxSfr8dYH5vO63WSMGknW4RPI\nnjiBjNGjcSeEpo9ypKir3cvOLyta/SunbE9ty/0ut4vjvz2G6bNG4IrCq0X6fD5qtmxl9/J32fPu\ne9TvKgLAnZxMnyOPIG/6dLInTyQuKXqTdxER6b6a6ga2bd7D1k0lbN1UQkVZHX3y0ph+3AgmTBlE\nfAx3DpDIVLbmIz67/w80VlSQc8QURl1zJQlZXWv3GRC2JPc+4HH8VdczgEuBb1hrO9VY8gBJbqa1\ntjLw++VArrX2rgOsSpXcIHS2qqtvqJznRIxjeT5v6wpt87/K8vp9HpOUHE9+vwzy+2eQX5DB+AkD\nqN/b2EMj7p5Irth2RMcL5ynGzlOMnacYO8vn81FX28jgIX3Ys6f64AtIt8XyvtzU1MTChXexY8cX\nuFwubrzxFjyeRubPv57Bg4cAMHfu95g9e067y7/yyjKee+Zv/GzcYdRuWM+rdTV84POSnJnFGWec\nyZw53+rUOEJVye3MOQz/D39iewGQDfwK/ynL3WaMyQI+NsaMA2qB4/H34hWH5Oanc/r5k1rm6v77\n2XUh6asrkcEVH0/KqNGkjBoNp57WZj5v7bqPqV33MRDZ83k7m9AOGpbTktDm90snIyt5n8Q9IyuZ\n+pLIT3IPlNhmHDktIhNbERGJLC6Xi9S0RPW5jSH/2Pwia4o/Cek6J/U9jNNHntzh/e+++zZut5tF\nix5lzZrVLF78IDNmzOSss87hrLPOPeC6N23ayNKlL+CKj2fgdfP46Im/8M4Tj/KzYSPIOeFbzH98\nCVOmfIM+fXJDuk0H0mGSG5hPexkwCXge/wWkFltr7+zG8/gC6/whkG6tXWyM+QnwBtAAvGatXdaN\n9UoXuN1uJh81lKEjc3ljqWXTuiK+3FYWVF9diUxxKSmkT5xE+sRJQNv5vFXvr6Dq/RVAz83nDVVC\nG22U2IqIiEikmTlzFtOnzwRg166dpKdnsHHjRnbs2M4777zFoEGDueaaeaTu9zmxoqKchx9+kGuv\nvYGFCxfgcrspHTSII445juTaOqqWvUS/hr2sXfEux510Sti2p8PTlY0xXuBZ4KfW2s8Ct31urR0e\nttHtS6crh1BHV2AeNLhPzJ6GESl6+lSXzvXnHUfquEND1p+3O6ccB5PQ9nSM9xeNpyJ3RqTFORYp\nxs5TjJ2nGIeH4uy83hDjBQvu4O233+SXv/w1JSUljBw5itGjx/D440uoqqriyiuvbXlsU1MTt902\nn8suu5rExETuuOOnPPTQY2zfvo077/wpv//N7yh88nFu+ueznDloCHPnzSd90pQDPr/jF54yxhwK\nXAicA2wDngbmWWsHh+KJu0FJrgP2n6s7YcogEpLiyMxOJjM7hYzMZOLiY6OvaKSItANk5+bz+k9v\n7sx83nAntO2JhBjHamLbWiTEOdYpxs5TjJ2nGIeH4uy83hLj0tI9XHLJBfzpT0vIy8sHYNu2z7n/\n/t9w2mln8Nxzz+Byubjssqu4++5fkJ2dw969e9m2bSsnn3wqV199Ay+++C+WLn2BgoJ+1O3ayVHV\nNYxLTiH7+Nnkff8HuBPa//wTzqsrxwPfwZ/wngS8Cjx4kCshO0FJrkP2r+ruLz0zicysZDJzUsjM\nTmlJgDOzk0lOSYjqU0d7QqQfIDvVn3es/yJW3tTMHk9o29NTMe4NiW1rkb4vxwLF2HmKsfMU4/BQ\nnJ0XyzFetmwpJSXFnHfehdTUVHPBBeeQk5PD9dffxNix43n22acpKSnh8suvbnf5Xbt2cvvtt/LQ\nQ49RXl7OK6+8xJlnnk11dTWXXfYjHrhjARWP/5m9hV+RNHgw/S+5nMT+A9qsJ+x9cgGMMX3xz829\nwFo7IRQD6AIluQ5rqG8Er4vtn++hqryOyvJ6KsvrqKyop7qyod1lEhLj/AlwdgqZOcn7JMGqArcv\n2g6QzfN5y9Z/StGWXVR4kqlMyqUqKZe6xMx9HtsTCW17whnj3pbYthZt+3I0Uoydpxg7TzEOD8XZ\nebEc44aGehYsuJPS0j14PB7OPfcCCgr6cd99C4mPjyc3N4/583/aZk5us507C7nzztv405+WAHDv\nvXdj7ae4XG4uuOAipk8/Gm9DAyX/+xQVb72JKzGRvuecR+b0o/f5nNgjSW4PU5IbBh29eJs8Xqoq\n66koq6OqOfkN/Kwor8PT6G13faoCtxUNB8jOnHKcgIeM+t1k1BaT2bCHjL17yB5cEDi1OXTzebvD\n6Rj35sS2tWjYl6OdYuw8xdh5inF4KM7OU4xDo2rVSor+8hjeujoyph5FwXnn405OAcLbQkiEuHg3\n2X1Sye7T9tsbn89HfV0jFWX+xHf/KnDhjgoKd1S0WU5V4MgQzFWOaWpqM5+3YesWSl/8v27N541k\nuiqyiIiISPAyjjiS5KHD2bl4EVXvv0f951vpf8nlJA8bFrLnUCVX9uHEN1RNHi+VFf6kt8tV4P2q\nv7FQBe7JbwGdvihUV+bzJjjYKy1UMVbF9sD0jbbzFGPnKcbOU4zDQ3F2nmIcWj6Ph93P/4OyZS9B\nXBz5Z5zJ6HO+p0quRIe4eDc5uank5HajCvxFOYVftF1nSxU4p20SrCqwX0/0oe1ef95xpJixYevP\nezCq2IqIiIg4zxUfT/73ziR17Dh2PfIwJc88xehzvheSdSvJlR7lcrlISU0kJTWRfgOz2tzv8TRR\nVdHQYRV4T0lNu+uN1SpwR3oioe2MhJwcEqbPIHP6jHb781a88ToVb7zuWH/ezlJiKyIiItIz0sYf\nytA7fsGux5aEbJ1KciWixcfHHbAKXFfb2JL49pYqcKQmtAfjcrlIGjiQpIEDyTnhm+32560P43xe\nJbYiIiIikSE+K5tB190QuvWFbE0iYeZyuUhNSyQ1LXarwNGa0HaGKz6elFGjSRk1Gk49rc183tp1\nH1O77mMgdPN5ldiKiIiIxD4luRKzulsFrig/SBW4neQ3FFXgWE5oO6P783nHEJea1uF6ldiKiIiI\nHNyPfnQOaWnpAAwYMJDzzruQBQvuwO12M3z4CObNu7nNZ86yslIWLryL6upqfD4ft912J/37DwDA\n6/Vy003XMXPmscyde0ZYt0VJrvRKQVWBy+rYUxxcFbi3J7Sd0a35vGPHkzJipP+CZtu2KbEVERGR\nqFPy96epWvVBSNeZccQ3yP/+WR3e39DQAMADDzzUctvNN1/PpZdeycSJk7n33rt5++3/cswxs/ZZ\n7sEH/8CJJ57EccedwIcfrmLr1i0tSe7ixYuorq7qkc+uSnJF2uFkFdjb5KNsT+0+9/X2hPZgOprP\nW71hHXWfb6Ch7CsaNxdRWfwOro+T+CIxgcY1JXi/rFdiKyIiInIQmzd/Rn19PTfccBVNTU1cfPEV\nbNpkmThxMgDTpk1n5coVbZLcTz75mJEjR3HddVfQv/8Arr32RgDeeOM13G43U6ceRU+0rFWSK9JF\n3a0CVwSqwAkJcUpou8DbtBfP3jI8DWWBn+X+n41leIaWwxAvSfRvs1zikAHE+bLIGnIcabmH4nJF\n9gXFRERERADyv3/WAauuTkhJSebss8/j5JPnsmPHF8ybd/V+96dSU1PdZrlduwrJzMzid797kD//\n+RH++te/cNxxs3nttZe56657WLLk4XBtwj6U5IqE2MGqwH37ZqqReCs+n4+mxspAElveKpn1/+31\ntH9quDsuhcSUAuITc4hPyg789P/LTPOx3b5KXcVGSnc8T2XxW2T2nU5anwm43DrsiYiIiLQ2ePBQ\nBg4cHPh9CFlZWWzaZFvur62tIT09gzfffJ3nnnsGl8vFlVdeR1ZWFjNmHAPAjBkzefjhB2loaKCk\npIRrrrmMXbt2Eh8fz4ABAznyyGlh2x592hMJo95are2wGhtIZPE1tbOUm/ikbH8im5TzdRIbSGrd\ncckdPl9adgb5h5xJY/1uKovfo6Z0LaU7XqRi55tk9J1Get4U3HFJzm2wiIiISBRZuvQFtmzZzLx5\nN7N7dwm1tbUceeQ01qxZzaRJU1ix4l2mTDmSWbNmM2vW7JblDjtsIu+99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"text": [ - "" + "" ] } ], - "prompt_number": 727 + "prompt_number": 1246 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "Trends are similar throughout the years. Nothing significant is noticed." + ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ - "Trends by how many hours people work\n" + "Trends by Number of Hours Worked - Years 2003 - 2013" ] }, { "cell_type": "code", "collapsed": false, "input": [ + "ax1, ax2 = prepare_plot_area()\n", "tsum_data = tall_data[['year','TRCODEP','TEHRUSL1','TUFNWGTP','weighted_minutes']]\n", - "tsum_data['bin']= pd.cut(tsum_data['TEHRUSL1'],[20,40,60,80,100],retbins=True)[0]\n", - "tsum_data = tsum_data.groupby(['year','TRCODEP','bin']).sum()\n", - "tsum_data.rename(columns={'TUFNWGTP': 'weight_sum','weighted_minutes':'weight_min_sum'},inplace=True)\n", - "tsum_data['weighted_avg'] = (tsum_data['weight_min_sum'] / tsum_data['weight_sum']/60).round(decimals=1)\n", - "tsum_data.weighted_avg.unstack(level=(1,2)).plot(kind='line')\n", + "tsum_data['bin']= pd.cut(tsum_data['TEHRUSL1'],[20,35,50,65,80,95],retbins=True)[0]\n", + "tsum_data.tail(50)\n", + "del tsum_data['TEHRUSL1']\n", + "data1, data2 = prepare_multi_year_data(tsum_data,'bin')\n", + "legend_labels=['20-39', '40-59', '60-79','80-99']\n", "\n", - "#style=['r','g','b','r'], sharex=True" + "plot_lines(data1,\n", + " ax1,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education towards a degree by Hours Worked. Years 2003 - 2013')\n", + "plot_lines(data2,\n", + " ax2,\n", + " legend_labels,\n", + " \"Years\",\n", + " \"Average Hours\",\n", + " 'Trends in Education for Personal Development by Hours Worked. Years 2003 - 2013')" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 747, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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FUllZAdQujzJ79nSio2fy4Ye7APjDH97giSciyM+/SEZGOnv37m7yes0hxaUQ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\nB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JvbPDw00EGHY/9uAydteecopTgfT3NiIcLpSBIFuCwmPvPg7RJc7hW1XjBK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\nHqJcLfbzQC+l9Wof0nU93KjzF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sYsmSpW2mKyk5wMyZswCYOXM2TzzxKHl5I5g3r4jExERn2RMmsnnzJk48se20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PceGWBfWz/7jg4SjSUnfZzP66TWnwm2Pje1fg9Bnzv9sz99m4RdUYly2ep/AzgX+LXW+pBS6h3A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\nve0MsW9XN/t2dY96z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"text": [ - "" + "" ] } ], - "prompt_number": 747 + "prompt_number": 1253 + }, + { + "cell_type": "heading", + "level": 6, + "metadata": {}, + "source": [ + "During the financial crisis people that worked less than 39 hours also allocated a significant amount of time to education towards personal development\n" + ] }, { "cell_type": "code", @@ -1605,8 +1768,7 @@ "input": [], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 728 + "outputs": [] } ], "metadata": {} From 7f3b7fde744453c027781cef7cbe0409e277798b Mon Sep 17 00:00:00 2001 From: Ana Maria Echeverri Date: Sun, 8 Feb 2015 20:12:07 -0500 Subject: [PATCH 3/3] Updated --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 88b27af..5c92f87 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,5 @@ +Open ipython notebook education.ipynb + # American Time Use Analysis ## Description