{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Scoresheet handwriting quiz: plots and regressions\n", "==========================================\n", "\n", "_Chuan-Zheng Lee _\n", "\n", "This notebook accompanies [this Medium post summarizing some results](https://medium.com/@czlee/no-you-cant-read-a-debate-scoresheet-2b7c2239d091) from [this quiz](https://docs.google.com/forms/d/e/1FAIpQLSeohVm7cjg7zavMiYmI-RqpiWEuTQBNwpcIAKTHrCE2De-k5w/viewform?usp=sf_link) asking respondents to decipher some numbers that were on scoresheet at the 2018 United States Universities Debating Championships. There's also [this Google spreadsheet](https://docs.google.com/spreadsheets/d/1TUgPou6ZvyGr_xdj2Wpj5BZuJOs7buNwk_D5rcYkthU/edit?usp=sharing) with some similar statistics in a different format.\n", "\n", "If you want to run this notebook, you'll need the dataset \"quizresults.csv\", which isn't in this repository. To find it, go to [the Google spreadsheet](https://docs.google.com/spreadsheets/d/1TUgPou6ZvyGr_xdj2Wpj5BZuJOs7buNwk_D5rcYkthU/edit?usp=sharing), open the \"Export to quizresults.csv\" sheet, download it as a CSV file (_File_ > _Download as…_ > _Comma-separated values (.csv, current sheet)_), and save it as \"quizresults.csv\" in the same directory as this notebook.\n", "\n", "Many thanks to Emma Pierson for giving me a primer on how to do basic statistical regression using `statsmodels` in Python." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import statsmodels.api as sm\n", "import statsmodels.stats.api as sms\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from matplotlib.offsetbox import AnchoredOffsetbox, OffsetImage\n", "from patsy import Treatment\n", "from PIL import Image as PILImage\n", "from IPython.display import display" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('quizresults.csv')\n", "pd.set_option('precision', 3)\n", "mpl.rc('font', family='DejaVu Serif', size=14)\n", "questions = list('abcdefghij')\n", "answers = [4, 5, 9, 5, 9, 6, 9, 5, 5, 4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall score and answer key" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2121" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['score'].count()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.2437529467232435" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['score'].mean()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[7, 51, 207, 409, 510, 524, 275, 109, 27, 0, 2]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "counts = df['score'].value_counts().sort_index()\n", "x = range(0, 11)\n", "counts = [counts.get(i, 0) for i in x]\n", "fig = plt.figure(figsize=(8,4))\n", "plt.bar(x, counts, tick_label=x, width=0.94)\n", "plt.xlabel('score')\n", "plt.ylabel('number of respondents')\n", "fig.savefig('overall-hist.png')\n", "counts" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "correct_columns = ['%s_correct' % q for q in questions]\n", "means = df[correct_columns].mean()\n", "plt.figure(figsize=(8,6))\n", "means.plot(kind='barh', xlim=(0,1), width=0.8, color='C2')\n", "plt.xticks([i*0.1 for i in range(0,11,2)], ['%d%%' % (x*10) for x in range(0,11,2)])\n", "ax = plt.gca()\n", "ax.invert_yaxis()\n", "ax.set_yticklabels(['(%s)' % q for q in questions])\n", "for i, m in enumerate(means):\n", " ax.text(m+0.02, i, \"%.0f%%\" % (m*100), va='center')\n", "plt.title(\"Percentage answering question correctly\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Answer pie charts" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "SUBPLOT_WIDTH = 5.75" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def answer_pie(ax, df, question):\n", " \"\"\"Plots a pie chart of responses in the given dataframe `df`, for\n", " the given `question`, and superimposes the question image in the\n", " lower right corner.\"\"\"\n", " \n", " counts = df['%s_answer' % question].value_counts().sort_index()\n", " x = range(0, 11)\n", " counts = [counts.get(i, 0) for i in x]\n", " \n", " patches, texts, autotexts = ax.pie(counts, labels=x, startangle=90, \n", " counterclock=False, autopct='%.0f%%', pctdistance=0.7)\n", "\n", " ax.set_title('answers to (%s)' % question)\n", " ax.axis('square')\n", " \n", " # remove labels for negligible slices\n", " for text, autotext in zip(texts, autotexts):\n", " if autotext.get_text()[0] == '0':\n", " autotext.set_text('')\n", " text.set_text('')\n", " \n", " # mark the correct answer\n", " correct = answers[questions.index(question)]\n", " texts[correct].set_text(\"%d (√)\" % correct)\n", " \n", " # draw the question image\n", " im = PILImage.open('images/%s.jpg' % question)\n", " im.thumbnail((80,80), PILImage.LANCZOS)\n", " imbox = OffsetImage(im)\n", " oab = AnchoredOffsetbox('lower right', child=imbox, pad=0, frameon=False)\n", " ax.add_artist(oab)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Contentious questions\n", "fig, axs = plt.subplots(2, 2, figsize=(2*SUBPLOT_WIDTH, 2*SUBPLOT_WIDTH))\n", "for ax, q in zip(axs.flatten(), 'achj'):\n", " answer_pie(ax, df, q)\n", "fig.savefig('contentious.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# All questions\n", "fig, axs = plt.subplots(5, 2, figsize=(2*SUBPLOT_WIDTH, 5*SUBPLOT_WIDTH))\n", "for ax, q in zip(axs.flatten(), questions):\n", " answer_pie(ax, df, q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Responses to particular questions by region" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def answer_pie_for_query(ax, query, question, title):\n", " \"\"\"Plots a pie chart for responses to the given `question`, among those\n", " responses satisfying the given `query`, and adds the given `title` to\n", " the plot title.\"\"\"\n", " sub_df = df[query]\n", " answer_pie(ax, sub_df, question)\n", " n = sub_df.count()[0]\n", " ax.set_title(\"answers to (%s)\\n%s (n = %d)\" % (question, title, n))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Image (c), for continental Europe" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(2*SUBPLOT_WIDTH, 2*SUBPLOT_WIDTH))\n", "regions = ['US & Canada', 'Western Europe', 'Southeast Asia', 'Eastern Europe']\n", "for ax, region in zip(axs.flatten(), regions):\n", " answer_pie_for_query(ax, df.region == region, 'c', region)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a bit more succinct just to compare \"continental Europe\" to \"everyone else\"." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['europe'] = df.region.isin(['Western Europe', 'Eastern Europe'])\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(2*SUBPLOT_WIDTH, SUBPLOT_WIDTH), squeeze=True)\n", "answer_pie_for_query(axs[0], df.europe, 'c', 'Continental Europe')\n", "answer_pie_for_query(axs[1], ~df.europe, 'c', 'All other regions')\n", "fig.savefig('c-europe.png', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I didn't cite significance measures in the post, because for this one it's pretty obvious. But for what it's worth, under logistic regression on the answer being correct, we're looking at a $p$-value of less than $10^{-44}$." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.516812\n", " Iterations 5\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: c_correct No. Observations: 2119
Model: Logit Df Residuals: 2117
Method: MLE Df Model: 1
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.08369
Time: 16:58:08 Log-Likelihood: -1095.1
converged: True LL-Null: -1195.1
LLR p-value: 2.043e-45
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept 1.4273 0.059 24.049 0.000 1.311 1.544
europe[T.True] -1.8467 0.132 -13.980 0.000 -2.106 -1.588
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: c_correct No. Observations: 2119\n", "Model: Logit Df Residuals: 2117\n", "Method: MLE Df Model: 1\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.08369\n", "Time: 16:58:08 Log-Likelihood: -1095.1\n", "converged: True LL-Null: -1195.1\n", " LLR p-value: 2.043e-45\n", "==================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "----------------------------------------------------------------------------------\n", "Intercept 1.4273 0.059 24.049 0.000 1.311 1.544\n", "europe[T.True] -1.8467 0.132 -13.980 0.000 -2.106 -1.588\n", "==================================================================================\n", "\"\"\"" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = sm.Logit.from_formula('c_correct ~ europe', data=df).fit()\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Image (h), for East Asia" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['east_asia'] = df.region == 'East Asia'\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(2*SUBPLOT_WIDTH, SUBPLOT_WIDTH), squeeze=True)\n", "answer_pie_for_query(axs[0], df.east_asia, 'h', 'East Asia')\n", "answer_pie_for_query(axs[1], ~df.east_asia, 'h', 'All other regions')\n", "fig.savefig('h-eastasia.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.635436\n", " Iterations 5\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: h_correct No. Observations: 2117
Model: Logit Df Residuals: 2115
Method: MLE Df Model: 1
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.02501
Time: 16:58:09 Log-Likelihood: -1345.2
converged: True LL-Null: -1379.7
LLR p-value: 9.755e-17
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept 0.6674 0.047 14.242 0.000 0.576 0.759
east_asia[T.True] -1.9817 0.270 -7.351 0.000 -2.510 -1.453
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: h_correct No. Observations: 2117\n", "Model: Logit Df Residuals: 2115\n", "Method: MLE Df Model: 1\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.02501\n", "Time: 16:58:09 Log-Likelihood: -1345.2\n", "converged: True LL-Null: -1379.7\n", " LLR p-value: 9.755e-17\n", "=====================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------------\n", "Intercept 0.6674 0.047 14.242 0.000 0.576 0.759\n", "east_asia[T.True] -1.9817 0.270 -7.351 0.000 -2.510 -1.453\n", "=====================================================================================\n", "\"\"\"" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = sm.Logit.from_formula('h_correct ~ east_asia', data=df).fit()\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Image (a), for US & Canada, and Oceania" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(2*SUBPLOT_WIDTH, SUBPLOT_WIDTH), squeeze=True)\n", "answer_pie_for_query(axs[0], df.region == 'US & Canada', 'a', 'US & Canada')\n", "answer_pie_for_query(axs[1], df.region == 'Oceania', 'a', 'Oceania')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.642342\n", " Iterations 5\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: a_correct No. Observations: 830
Model: Logit Df Residuals: 828
Method: MLE Df Model: 1
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.03736
Time: 16:58:09 Log-Likelihood: -533.14
converged: True LL-Null: -553.83
LLR p-value: 1.252e-10
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept -1.1350 0.135 -8.378 0.000 -1.401 -0.869
region[T.US & Canada] 0.9999 0.161 6.216 0.000 0.685 1.315
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: a_correct No. Observations: 830\n", "Model: Logit Df Residuals: 828\n", "Method: MLE Df Model: 1\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.03736\n", "Time: 16:58:09 Log-Likelihood: -533.14\n", "converged: True LL-Null: -553.83\n", " LLR p-value: 1.252e-10\n", "=========================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------\n", "Intercept -1.1350 0.135 -8.378 0.000 -1.401 -0.869\n", "region[T.US & Canada] 0.9999 0.161 6.216 0.000 0.685 1.315\n", "=========================================================================================\n", "\"\"\"" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_uscanada_oceania = df[df.region.isin(['US & Canada', 'Oceania'])]\n", "model = sm.Logit.from_formula('a_correct ~ region', data=df_uscanada_oceania).fit()\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Image (d), for Germany and the Netherlands" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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Cp0WeH4q9/HZqF+PtBbyMHcN8SDjtQGzSZYBZkWWvB54HeofP+wGPAld38J6dkLqtzsbZzrYvxo4d3+Ejk89Xms97uphrsLWGd6aZ95Vwvbnh86+Fz89MWa5vOH1dmm1cE342e3Um5mJ8AF8Evhr+f3x4TL6aZjmT+jlL9/1oYx9TgO3Af7Orz/NLw/cw+l0aQwF9/9t4LZdgf78+Gpn2JSJlM7vKu78S/h6HsbYAX8jguN4AvJEyLXlsVgAHhdMOD4/hZzJ9X9j1e/X58PkAYAPh70Q4/4bOHk/gk9jax3Hh80rs73K7nw92fZevbmO+Ad4Cjguf743NC67J8HOXUdkETOnEdyb5XrQV8zZgeZrpdeF6X0yZfhd75lFjUpZJlmMnAjcCy4FXsTnEuDbieARYkunryvUjkwO7HXivUxvdVTB8K2X6v4XTj4lMSx7cGZFpA4GBKfOPiMw/M5x2eWTakHDaZyPTqogksJHpq4GvpUxL7mdKZNrUcNoJafZ9SmTaaGyCKR0cF49I8hdOOznc3tCU6W8Az6dM+xXwbspx2gHclrLcPuE2b8jgvbog3Ye7nWNyZJpjcgP2x3nvlPV94NUMPzMmzTH+Z8pnamHKOhntl8x+xL4amSbAVuA/0xync1PWvwpbWO6TEpcBRkSmDWPXSdrCNK9lQprY/k5KQtWJeC8Jlzs9Zf0r2TOJfR64P2W5mdj27+29Z8nv84FdPa75ftB+EjsinPe3NPM+G877RPj82PD5D1OWOy6c3pxmG18I5x3k6vXn8TgvJizDI5+xF9Msly7Z2uP70cY+FmKTupqU6c9h2+4lE9uC+v6niaEvNum9Pc28l5LbDrfbDHgpy9yOrbSInvSnO6430HYSm5qIrwD+kun7gv29einNtisi82/o7PEEfoFNLmsjy4wgJWlPE8/ocPufb2O+AepTpt0FLHL4nUm+F1e3Mf8hbD6WmkP4pORb2KZOK9h1snM16ZPYZDOGteE6gs2lHsBWouyfJo6bgTWujlPqI9PeCdLezSsiC8Kq+ZViL6cnGwEnG/E/mrLKs+HfOWk293zyH2PMBrPnMG8vRf5PNhB/JTItWe09IrKdFmAvEflXeHkmCC+LDALGpntNKftZG/6NXsK/PZx+YWTaBcCfTPgOt2MDcEF4uWV5GMsvwnnp4nkp5fnalFimAz2BJ6ILGWPewn7xsyXaLiZ5nKNxnIQtHFMvwT4LjJVOdi9kjLkF+DFwuoh8tZ1Fs7nfna8xfB/Xs+drhPSf6QrsTSxR640x70e2+aExZms7+28Skd+KbSrzbPjZOJEMPqdtxDsr/LvbZ4M9L38DPAjMDS/LnikivY0xjxpj7mknXoDh4d+GdpbpKM6iZIx5BPujd4nY9rGIyCjs53Yr9uQyVXJa/7wE6YiIHAm8kFKG/xKYICLHZGkfvbAnWoGxTTWiFmNP5Cd2YpMuv/9HYRPZ1O8qxpgJYXmejOFNY8zqlMUWY6/qHd3G9jPR0W9NJl6IPjHGvGHCtptpZHo8H8ReGXpSRC4REc8Y874x5he0r1NlU6grrzmfrsTWRP9CRPqISKXY+0eOCOfvAAibn/wE+JLpuKlCsnnn7caYO4y1FlsJMpD0TRF2UEBlWFUGy6wCxolItTGmOTrDGBMHCNveXIU9wLCr3d1vRKQpskol9nJB79SdGGO2tBeE2b0dSDJZ3BaZb0QkuQ/CuOYA9wHfBc5KvqFhu6Cd7YxS9hMtaJJfwMrI/GYR+TNwqYgMwSZ157NnIZbOddjLPycaY54KY5mFPZNKF09qoZdg93bMg8O/6e763JhBPBlJOfZ7HBPs+90YJl5RfbDv9xBszUhnfAN72eaHIrKkjWWyud/UdkYJ9nyNALeHn7OkHuG+UrsdaffzHCW2nfPjwFLsJcyN4fQb2JWMpkr32YjG29ZnI93n4nLsD9DnsGfZ28W2n/2aMaa9k6FkAdlel1UdxVlI1mPjS9eFTHLamsi0M4CvAz8TkZ7YKzzXYH9s0vWnmDxObf2wl4oLgZkp38sq7Ofls8BjWdjHQGxZmK7sS55op3Z11h5n3//Itju6e38Itilbqq683lTZ+J525TW3ezyNMbeKyAnY5jzXAr8Ukfuwl8lTk9CoUiubMMY8JiIzsYllgI3/YeDz2Mv/yZOd+diTyPsz2GzyPVsWnWiMeVVENrOr7X+UUEBlWCZJbD3wH9h+xh7JcLvJGsxPGWOe7kpgWfIZbPX79zKoJe2MP2Dvuv0UtmZrZeRsOa3wR+5c4LpkApsFycJrcJp5+ewyay2w1qT0+9gdxphWEfk49q7KBdhEK+f7bUfyMz3HpDR2z4JTsTUH30smsFkQ/WxEu77a43MR1pZcD1wvIuOx7VEvwyZi7TXgT9YIZb0DbLE3SLZ5k2RUtt5/Y0yjiLwIpOvzen/syfNz0eWxSes10QVF5I/Yk4FUyZP3vHY1lE9hDemhxpjxaeYtAM4WkcuMMZu7uasN2B/SQWnmJcvDNWnmdVUuv//Jbad7LanLZfp6E+yZwOX9pqV2ZHw8jTEPAA+ElUafwt5xf5+IjGmnpjeXZdMU4HcZLv7ZLP7eY4x5Atjtpjax/e8msBUhYNugj0o5iUzWMN8VViz+xBhzI7bJAaS/yb+F9CcBvSmgMiyT5gQ/wX7grujEdpOXIfe4wzy8A3Jm6vQc6QEkogmsiFRi2yd1mbHdTzyFTZI/Q0rPDG2owp7lpX7pRnYjlCXYyyW7dcQuIvuQeXV/snZdwnVnhpdFO+MeYD9J6QRZRMaJyN9EJJOTpT0YYz4EzsKetafr3zPT/aa+xonSwZ33bewLUj7T4SWdv4TJX1clu0bJ5mdjYfg3tZP+PTrcF5Hfh8kHxpiXje0E/s50y6ZInriNaHepLjDG/MbYPgs7fGR51wuA8Wm+A3OBh8LPJAAicqKkDM4RXi4fRPq+FEdgb1JZld2QC8o52CtL6dyGTSo+0d2dGGO2Yy9FT5I9uxaajr0Ck2wiUOjf/8exNWKp5XiFiDwgdqAOsL2AjBbb7WXUdGytXLSG+wP2THgndCNGsMcxeQx7i8hHu7GtjI6n2F6KpgEYY9YaY34KfB97I1Z7FTUfYm9Iz0XZ9FSmZVM2E1ixvc1MSTPrY9j7Yt4L45sbNkOJlpHJgYvmhdNuDJ/XY5PV3brMCpuGDsJeHUw1AnvTcEHoMIk1xnyAvQQ+JeyCYmebERGpEtsN0NnYwjnZr+LD2B+Db0U+jCIilwHzaL/Psmz6F9BPRL6cjAHb7CEbHY7/Adux+Vxs4dyusJnCg8AnRGRcGM8QoL02nx1tcwO267NTROSUcJs12HZ57bUFino9/DsqTPr+QvqaqPZchb0cd224f0RkEPaL81YG7XLaZIxZgq31TtdWKdP9foCtkU8mJldiP9Od8Vfsj8R/iciIcF/VwA+xx+uVdtbtyL3Y9+vrkddxIvaMuqv+FMZ0lYgMDrd5IPZmrFRzgC+G3w/EdiN1ELZxf3uWYGt8D+pGnIXmZ9i7c38qu7oYuhz72Un9rl4L/EfkuO2HTV6/a4xJbeICtrx4NLVZVon5LG2Xh3dhE6Fs9Rn7NWyt0DWR9+Bi7HH+UqTyoqC//2FTuq8D85KJYfh6rsDWsiY/S1dj73WoS56gi0gM2zH9N1Jqtx8CTkqe4IvIJ7FNMLrjdew9JgIcg/2udFWmx3MScEXyZDE8YTkaWGaMabM2MCz776G0yqZjgH+FCWbyJOer2H6tL+vKBsN22z/A9v06M9xuDfa93YjtF3ansBJwIjaXKQwm8zvnhmFfUIC9pPYstkbBx7ZfHJmyfBXwLeyH8aVwvT8RuZMce5PUauxlugD4Tco2UufPxhZcK8NpK8Pns8P5Jlz+9sg2LsP+KL2KrZ26Ant5dT2wtI39zMTWAK5gV1ccv0yJbQC2gfPPO3kM/4ztiuQJ7Jcsebf4yvB4TQpjaApj9MN1b0yJ8aRwumDbyLwdvsalYexvhOsHQN8O4vpNuPwLydfZ2WOCLXj+Hh7bADvU5nw67rEh+ZlK7iftnevYO2sXppme0X6xCUcjtsZiIzZxuzLls3Q59g7R6PFfGtlGb+wJwuvYGxGfxd7dGb0L+6lwvaZwO1dG5h3IrrZMW8P/9w/nzQ0/E+9gP6fXYWtDk9s5pAvxjgJuCac/iz2pOz+y/k/D5S7A/ugtx7aNeh7bdVuPDD7TvwYeTpnWqTjz8cAmTkH4uU3GFRDp0iiy7Ajs9/QV7Od9ITAtzXLfw35nVmJPzB/FjlyWbv8DsLVtn8jn687j8U0mWyb8rJ2UMn98OL8xXGYVtvxMltl+e9+PdvZ7BLYcfTPc5mNEek6JLHdhOP857OhIQ7rwferW9z+DY3h2uP7KMM4b2bMngrHY7ivfjnzuPp5mWyOxtWzvYEd5+hK2DE3GNTP8TkTL8x9jrwqlvgeDI/teiq3hXo5NnlN/rwJsbV8yjmlp5td24ngei+1S8wVs2fQCNo/YK4PjGccm/dFeG+axe67wl3B68m78neVtHr87yWO4IhJXQEp3X9ja0nvC9+rZ8PHr1M9Iyjrnh9tK/paviL6nkeUuDY/tK9hc4B/AAWm2Nxd7IrpPd193th7JLkhUF4jI89guQp7tcGHlTHg57mFgqjFmRVh78SdsV0epd/qqThCRvbA/QHFjzH2u4ylUIvIjbE3KsabtdnxKqSwRO2jCImxFUJsd/qvMhMfzUWylRcEcz0y72FIpROQgoEET2KLwDeBes2t40HrsJcZLnUZVAowx72JvTPt1G+21yp6I/Du2S6EzNYFVKj/C79rp2GYa5TTcc67chK2l/Y7jOHajSWwniMjHReQb4dP52L4PVeGbi71MF/UkdsSpohDWeHa0zGdE5Lbwpou89U5hjHkMe9kv63cCl4gPgaOMvb9AKZUn4ZW2GdjvoOqeemPMucaYVteBRGkS2znbgMtFZDm2ze+NHSyvHAtv9OoPvJ8yazWdv4GtO3FcIHZs8IUpjw57kRCRedgusDryaWy7OgFuEdvpfF4YY941dgAAlcIY8y9jTLrBD5RSOWaM2WGM+ZfrOIqdMeZvrmNIp0tdH5UrY8wddLN7LpV3yb45U0f1aST/NYc/Msbc0JkVRGRf7M0OkztYbjLwnDGmCTv610XAvSIyxbQ/YIFSSilVlLQmVpW65Eg8qSOi1WC73Sl03wduyiARPR97sxoAxpjXsf1PfiWHsSmllFLOaBKrSpqxfQluZM9+Zj3gtfxHlLmwv75TsV0CtbdcFXC4saO5RN2PbV6glFJKlRxNYlU5eABIvXN+Ch135p9tMRF5SEQeE5GbM2izejB2qMiVyQkiMk1EFojIlZHlTmTXCDhRK4GJYbtgpZRSqqRoEqvKwY+wo9dMhJ03So0gv71LfIBNKucZY44BbgUWi8j0dtZJDi8ZHZnmNezIRxcmRykCzsV2f5JqQ8p2lFJKqZKhgx2oshAO5/gd7ChBlcCXjTFPOo7pUWCdMeZjbcz/JHYY4AoT+aKKSG9sUvwR7Cg2fzbG7DGMZjgM6mvY7p0W5+AlKKWUUs5o7wSqLBhjbscOpVtIXmPPZg5RyZrUauxwiAAYY7aJyK3AecD+2GEo06kO/7Y5xrhSSilVrLQ5gVJ5ICI/FJHULr32wo6D3ZbkkLiD08y7CTgLOz74P9tYP9kWVjvZV0opVXI0iVUqP2YAFyafiMhxwPHAr9pZ53lszwrj0sx7ENs04n1jzLY08wEOAJYbYzZ2KWKllFKqgGlzAqXy40fAF0XkbOzJYxUQN8bUt7WCMaZZRG4DTgIeSZnXKiJ/wd7k1ZYTgX90O3KllFKqAOmNXUoVMBEZBTwMTDPGrO3EehOwPSAcaYzZmqv4lFJKKVe0OYFSBcwY8w62GcKNma4jIv2Aa4GzNYFVSilVqrQmVqkiICKDjTHrMly2FvvdLoZhdZVSSqku0SRWKaWUUkoVHW1OoJRSSimlio72TqAKjucHNdihUr3wb+r/g4Ee2M/vzkfVS5teqnpz60SgFWgGGrHdUG2rTjStu/jN328D1qV5rAHenr+gPpG3F6mUUkXA84MewEBsv9N9seVtJVA5bGOLueAfP8ckNgjQgi2mJeV5AAAgAElEQVR7G7BdA24ENmm5qnJJk1jlhOcH+wCTgMOAA4GR7EpW+3dpoxVsAg5KN6sm0fRBuP22NNTFY68CL6Y8Xpm/oL6hS/EopVSB8vxgMHbEv/2B/YAxwBBssjqQXYlr6iAtO23qVfGCSWypAsa3sUiiLh7bgh19cGP4dw3wRuSxCnhDy1nVFZrEqpzy/KAnNrE8LPI4FFtA5k1NorGtAQGSegKHhI+oRF08too9k9sX5y+o35T1QJVSKks8P6jEVhIcgU009488ulZZsCdpZ15FuJ+O9mXq4rEPsQntK8CzwDIgmL+gfkO7a6qypkmsyirPDw4GTgCmYBPW8RTA56y2dceOLq5awa5CPxadURePrcD24boQeHj+gnod3lUp5YTnBwKMBY4MH1OAw4HeLuPKkLCrudj06Iy6eOwtwoQ2fCyZv6B+9R5bUGXJeXKhipvnBwOxSetJ4WMvtxGlV9vakItLVQeGj0sA6uKxl7EJ7YPAA1qDoJTKFc8PKrDJ6knAsdja1gEOQmmvJjYb9gkfpyUn1MVjL2HLWh9YOH9B/Yc5jkEVKE1iVadECs6TsYXnVGwj/4JW27qjOQ+7GR8+Pge01sVjS4F7gLuBp+cvqNf+7JRSXeb5wSh2VRjMwbZZLUcTwsfFsPOqmB8+7pu/oH6Lw9hUHmkSqzoU3gBwKjZxPYEiLDhrE3lJYqMqgaPCxzXAmrp47G7gz8CDeseuUqojnh9UAbOBU7CJ64FuI0rH5LomNhPJq2KXAo118diD2GG3b5u/oH6N08hUTulgByqtsJurGPApYB5Q7TaijlW9smlR1aqtR6ebN2vtww8fsmXFcfmOqQ1vY4eRvWH+gvqVroNRShWOsG3rUcAngLOBYW4jaltNU+KFy/7w3Z7Qur/rWNrQCiwC/gncOn9B/VuO41FZpkms2o3nB0cD52MLz7z2INBd7SWxp3xw78Kx21+fleeQMrEI+CPwD70EplT58vzgEOCTwMex3V0VvCJIYlM9gS1v/zp/Qf1m18Go7tPmBArPDwYB/wZcBEx0HE5O9Ew0FMIlr3SODh/X1sVj/8QWsL62n1Wq9Hl+4AGfxiavBzsOpxxMDR91dfHYzcDv5y+of8RxTKobNIktY54fHAf8O3AmUOM4nJyqSTQW+s1nvYDzwsebdfHYn4A/zV9Q/7rbsJRS2eb5wXTgi9grXgXfVKsDhVpB0J5e2CuO54eD3PwBW96+7zYs1VnanKDMhO2tzgS+je3HtWS015zg/Lf/vKR/y5bp6eYVMIPt2eAH8xfUL3IdjFKq68LhW8/BJq9THYeTFWFzgl7Quq/rWLKgBbgF+O/5C+qfcR2MyozWxJaJcOSWOPAtCvIO19yqTrT0cB1DFwj2prp5dfHYo9hk9h7HMSmlOiFsMnAJtuu99oa+Vm5VYX8j43Xx2EPYZPZexzGpDmgSW+LCLlrOA74JjHMcjjNVpqWn6xi6aSZwd1089gzwI+BmbTerVOHy/GAf7BWvCyj+JgPtKMli6Hjg+Lp47Dngx8Df5y+ob3Eck0qjwnUAKjc8P6j2/OAi7DjUf6SME1iAStPay3UMWTL53eH7XPPji7//nOcHZ7gORim1O88PRnp+8EvgVezNsiWcwALF2SY2U4cCNwGv18VjX6iLx4rxil5J0yS2xHh+UOP5weeBlcD1QCm0Veo2IVEM44dnpH7O2ZuwdzLf4vnB054fzHMdk1LlzvOD4Z4f/BR4Dfg8UC4JTyknsUl7A/8LvFIXj326Lh4r9BuFy4YmsSXC8wPx/OAC4HXgl9ixplVIoK/rGLLhveF7v7y574DoTSGTgTs9P1jk+cGxruJSqlx5fjDY84P/wpa9XwaKvemSattobE8Gz9fFYx9zHYzSJLYkhJ1kP4JtNjDScTgFp8K0NkmJ/LDUzzl7AyLpaj6OAh72/OBGzw8KdoQfpUpFeNXrCmAV8B/YbpvKUTnUxKaaANxaF489WhePFVuvNyVFk9gi5vlBX88P6oBngGNcx1OoahKNJTES1vvD9nplU9+B0zpY7FPAS54ffC7sTk0plWWeH5wKPA/8kBK5yqO65BhgcV089re6eGyE62DKkSaxRcrzgzjwEvAVtJeJdtW0Nm51HUM23DHnnPVt1MKmGgj8Bljk+UFJ9QWslEueH4z1/OBu4HZgrOt4CoSeLNuhgl8Mb/7SvCqP9GAXGc8PDvD84D7g72jTgYzUJhq2u46hu94futerm/oN6qgWNtUM4GnPD37i+UGfXMSlVDkImw5cBSwHTnYdT4HRJNbqj735a2ldPDbZdTDlQpPYIuH5Qa3nB9/HFqInuI6nmNS27mhwHUN31c89Z12GtbCpKoHLgRe1Sy6lOs/zg+OB54CrKZG29dlVkv3EdscU4Im6eOzaunisn+tgSp0msUXA84O5wArsaFvl0m1L1tS2NjS5jqE7Vg8Z+erGztfCphqF7ZLrDs8PxmQhLKVKWlhx8L/AA8ABruMpYFoTu6dK7PDCL9bFY6e6DqaUaRJbwDw/qPL84AfAfcAYx+EUrdrEjqIeaaV+7jlru1gLm04MWO75wblZ2p5SJcfzgyOAp4EvoEma6rqRwO118dh1dfFYufZekVOaxBaocMjChcA30EK0W2pbizeJ/WDwiNc29B/c3VrYVH2AP3t+8DvPD2qzvG2lipbnB5WeH3wbWAxMdB1PkdDfp479O7CsLh470nUgpUaT2ALk+cFpQAAc7TqWUlDb2lC0jbbq557zASK5+p5eCCz1/GB8jravVNHw/GAs8CjwPUp/qNhs0iQ2MwcAj9fFY9/WEb+yR5PYAuL5QQ/PD34O/AvbTZLKgp6JHUVZyH442Htt/YAhue5I+xDgKc8PzsvxfpQqWJ4fXIStOJjhOhZV0qqwJ0kL6+KxMY5jKQmaxBaIsBbgceAy17GUmp6tjUX5Ob9jbjyXtbBRfYCbPD/4vTYvUOXE84Oenh/8Cbge6O06niJVlJUEjh0DBHXxWMx1IMWuKH/cS43nB5/Ajrp1hOtYSlGPRFPRXbr5cNDw1/NQC5vqM8ATnh9MyPN+lco7zw/2Bh4DzncdiypL/bE3fX2nLh7TE4Eu0iTWobAD7d8Cf0WHLsyZHqa56Lolq58bfz9PtbCpDsY2L/iUg30rlReeHxyH7X1AKw66TxOwrhPgGuCWunhMc4Au0CTWEc8PBmP7H/ys61hKXZVpqXEdQ2esHThs1bqBQ/NdCxvVG7jR84NrPT/QMkKVFM8PLsOWvUNdx1IiNIntvtOxI31pf8SdpD9QDoTtXxdj28WoHKs0rUXVP98dJ8TfQ6QQmkB8Efi75wdFdRKgVDph+9cbgJ9jb7BR2aFJbHZMxI709RHXgRQTTWLzzPODo7AJ7DjXsZSLCpMomiR27cChb6wdOMxlLWyqs4G7PT/Q4RNV0fL8YCjwMPBvrmNRqh3JdrJfdB1IsdAkNo88PzgbeBAY4jqWYmeam9ly/c/5YO4UWle/t9u8rcsf5P0bvsT7f/oyW1/wEUyf5LwPN2/lv+5eSEtra95jzsQdc+PvFEgtbNRs4GHPDzzXgSjVWZ4fjAYWAVNdx1KairYb7kJVAVxbF4/9wHUgxUCT2Dzx/OAS4O9AT9exFLvW1e+x4fILSaxfC4ndk9GWLWtZ/+D1DDvnGoadeRXr7/8Nm3Y07Exibw9WMO+Q8VRVFlqeCOsGDH1z7aDhhdpP5STgcc8P9AqCKhqeHxyETWD1c5s72pwgN75RF4/9XgdGaJ8msXng+cFVwK/Q450VZsd2+n3j+9SefNoe85ref4XqQSOp7NWfyj4D6TFgeOs76zcKwIvvf0hzIsEho0bkPeZM3DH3nLcLsBY2al9gkecHOnSiKnieH8wAHgH2ch1LidMkNnc+A9xaF49p/91t0MbtOeT5gWBvItD2LVlUte9YAJrWfLjnzIpKSCR2PW9tTlSIVLYmEtQ/+yLnTj+8ze2u37adO597ia2NTWxrbKKyQjj1sImMHTaEJ994h8deXYUgzDxgDEeMHrVzvQ83b+WPi55i/okzu1zDu27AkDfXDPYKqS1sW4YCvucHZ66ePele18EolY7nBycDtwBF0x6+iGkSm1unAg/UxWOx+QvqN7gOptBozWCOeH5QCfwZTWDzqmavibRsXE3z+nftY/OaytGDB7Lo1TfYb+ggRg5If3/StsYmrlu4lBn7j+aSWdOZf+JMBvfuxepNW9m0vYHblr3ARTOn8pljpnDrMy+waUfDznWz0USh3tbCFstJZW/gDh2qVhUizw8+CdyOJrCqdBwFPFoXjw13HUih0SQ2B8Ia2N8Dn3QdS7mprO3HkNO+zrp7f8G6e3/B+DnnvQnw6Mo3OPng8byyeg2/XriEX/uLeWX1mp3r+S+9xj6DBzB22GAARIRTDzuQA0cO4631Gxnatzd9etbQr7YnQ/v25u31G4HsNFFY33/wWx8OHlEMtbBR1di+ZC92HYhSSZ4fXIStPKh2HUsZ0ZrY/DgIeLAuHtMbwyM0ic2Nn6FduThTu+9kvE/8EO8TP2SffSeuvXv5y8wcty8ANy1+hrOOOIQzjziEmxY/w7bGJgCWv7OafYcM2m07A3vXMqh3LyoqhERi1x24iYShQoRkE4XTJh3YrXjr557zZhHVwkYJ8CvPD3TYTuWc5wfnAr9Bk6p80+OdPwdhmxYM6nDJMqFJbJZ5fnA1cJnrOJS1/d2Xq1etXc/RY0fzxroNDOrTi6F9ezOsXx8G9e7Fm+s20NjSwrpt2zHG8Jcly/jFg49z3cNLefbt9wEYM3gg67dtZ82WrazZso1127aTSROFTGzoN+idD4aMLLZa2CgB/uD5wZmuA1Hly/OD04Eb0N80FzSJza/DgPvr4rEBrgMpBPqFzyLPD74MXOU6DrXLC4vu2PfUwyZSWVGxswY1qaJCSBhDQ1MLAPc8/zLHjd+PL8w5ilMOHs/fngh45s136V3Tg/NmTObmp5Zz81PPcV54c1hHTRQyccfc+CpEiv3SZyXwN88P5rkORJUfzw9OwnZfWIxXM0qBJrH5Nxm4ty4eK/tBaDSJzRLPDz4N/MR1HGqXbS8vorpSWiaMGAbAPoMGsGbLNrY2NLK1oZE1W7ax98ABJPPaiSOHM2pgf7vs4AEcspfHI6+sAmC8N5RLZs/gktkzmDBiGJk0UejIxn4D3/lgaFHXwkZVA7d4fnCc60BU+fD84FjgVqCH61jKmI524MZU4O66eKxPh0uWME1is8DzgzOA36JnpHlhmptZf/ln2fLLHwOw6XtXsPHK+bsv09LMxkdu5Lgjj16ZnNa/V09OO/wgfvfok/z20Sc47fCD6N+rJ31qaqiqqGBA7e7jUAzsVcv6bdv32P97GzfTUROFTJRILWxUT+A2zw8OcR2IKn2eH0wF6gHtQ9Mt/d1z5yjgX3XxWEH/johIh301i8hnROQ2EektIhk3ldDLL93k+cEJwN+wl1RVHkh1NYN++rs9Z7yyadcyVdXsddF1jHrv1kYadyWiR44ZxZFjRu22WkWFMGbIQDY3NO42fUtDIwN67fn7eNuyF+ioiUJHNvYd+O7qoXuVSi1sVH/gHs8PZqyePekt18Go0hSeKN0D9HUdi9Ik1rE5wPXAp3O1AxG5ALgCWJ0y6zRjzKY919ht3XnApcBHOtjNp7GvpQdwi4hcYYx5sqPYtCa2G8IRYfRSVgGrSTRmdHIxe8L+vPDuatZttQnv+m3bef7d1Rwzbsxuyz33zvtUV1XSUROFjtTPPef1EquFjRqJTWT1DlqVdZ4fDMfWwA50HYsCNIktBBfUxWPfyfE+fmSMmZXy6CiB3Rf4XzroblREJgPPGWOajDFbgYuAv4pI/46C0iS2izw/GA/cie34XRWoHonmjBLF8d5QTp98MDc+/jS/eOhx/rx4GbHDJjJ13713LtPS2srdy1/mo4ft6lKrrSYK7dnUd8B77w8bNa2LL6lYTARu9/xAL/WqrPH8oAZbcbCP61jUTprEFoZr6uKxc10HkeL7wE0dJbvA+cCfkk+MMa8DjwNf6WgH2pygCzw/6A38E60JKHjVprkm02Unj96LyaPbbrpTVVnJ10+Ztcf0dE0U2lM/55yViIzMeIXidTTwO6DQClZVvH4LzHAdhFIF6g918dg78xfUP+w6EBGpwQ6Ze0oHy1UBhxtjvpwy637gm3TQ45PWxHbN74Hu9XCv8qLStLZfLZpnm/oMeP+94XuXYlvYtnzS84NLXAehip/nB18HPuU6DrUHrYktHD2AW+visQk52HZMRB4SkcdE5GYRObKD5Q/GtlnfeXO1iEwTkQUicmVkuROx7dtTrQQmiki7zdI0ie0kzw++BMRdx6EyU2FaC6q5x51zzn4VkXJrQ/0zzw86KvCUapPnBx8FfuA6DpWWJrGFZSBQXxePddietBM+wCaV84wxx2Cb9CwWkfYqZIaHf9dHpr0G3AVcKLLzjuhzgZvSrJ/s5md4mnk7aRLbCZ4fHAP82HUcKnMVmIJJYjf36f/+u94+pd4WNp0ewP/pjV6qKzw/OBT4C/p7Vag0iS08+wN/zNbGjDF3G2OuMMY0hM//AizG9ljQluQdzi2R7awFbgYGA8eKSD+grzHmnTTrN6dsJy0tFDLk+YEH/APbqbsqHgXTBU/9nLNfwbYTKkejgZs8P9AfPJUxzw8GA7cDZd2he4HT73RhOr0uHuvwxqhueA0Y2878ZE3qbjmTMWYbtib3POAs4P/aWD+53vo25gOaxGbE84MqYAEwwnUsKnNVieZtUiA3L27u3W/1u97ocmoLm848bEN9pTL1e+wJkFKq8/6rLh47qrsbEZEfikivlMl7Ae31BZ7sU3Zwmnk3YRPYOPYm+XSSV+4+aC82TWIz8yPgWNdBqM7pmWjc6jqGpDvnnP1yGdfCRl3j+cEc10GowhfeEHia6zhUh7QmtnBVAQvq4rGh3dzODODC5BMROQ44HvhVO+s8D2wExqWZ9yCwA3g/rJlN5wBguTFmY3uBaRLbAc8PzgLmd7igKjg1ica2vhx5taV3vw/eGTGmHNvCplMB/NXzg3LoYkx1kecHBwF1ruNQGdEktrCNAv5SF491J9/7EXCyiDwiIo8B/wXEjTH1ba1gjGkGbgNOSjOvFdvO/U+p8yJOxDbhbJcmse0IBzT4g+s4VNfUtu7Y4ToGgDuPP+tlRAqqqy/HhgH/CJvpKLUbzw96An8HdKCM4qBJbOE7Afh2V1c2xtxjjPmIMeZYY8wxxpjpxpibM1j128DHRWRImm1+zRjjp1tJRCYAk4GfdbQDTWLb4PlBBXAjBXRjkOqc2taGBtcxbOnV98O3R+471XUcBehotMskld7/YPuYVMVBk9ji8J26eCyvXR2GvQ5ciM2lMhL2WHAtcHY4BG27NIlt25cATT6KWG3rjibXMdx1/Fkvai1sm+Zr/7EqKuwP9lLXcShVgqqAG+visbz+HhljFtK5QUqagY8ZY57PZGFNYtPw/GAM8D3XcajuqU3saHW5/629+qx5a6/99ESobRXA9dqsQAF4fjACbb5VjLQmtnhMwLZvzStjzLpOLLvDGLM90+U1iU3vN0DBdJKvuqa21W0Se9fss1Ygou362jcJyGVfhqp4/C/pu+NRhU2T2OJyWV08dozrILJFk9gUnh98ijR306niU9vaYFzte1ttnzVvjtpfL5Vn5irPD/ZzHYRyx/ODGHCm6zhUl2gSW1wE+ENdPFYSFSyaxEZ4fjAU+KnrOFR29Ew0OCtc7zr+zBXs2Tm0Sq8X8GvXQSg3PD/oDfzCdRxKlZFxwDWug8gGTWJ39zP0clbJqEk0VrrY77ba3mvfGDVWa2E750TPD85zHYRy4rvoqFzFSetgi9lX6uKxya6D6C5NYkOeH8wDPuk6DpU9PRJNTm4Yunv2mc9rLWyX/MTzAz2JLCOeH0zC9gSjipABZ022VLdVYLuyKmqaxAKeH/RBL2eWnOpES49873N7z97rVu09Tmthu2Yoto9QVQbCvrivw3b9o5TKv6Pr4rFzXQfRHZrEWv8J7OM6CJVdVaYl7/2z3j37jOcR0Z4tuu4Czw9muw5C5cXn0b64lXLtv+visT6ug+iqsk9iPT84GPiC6zhU9lWa1rxe0t/es9f61/c54Ih87rNEXe/5QY3rIFTuhDfR/qfrOFT3iNFWsSVgJPBN10F0VdknscAP0eNQkoREXmtE75l1xnOIFO0ZbQEZC1zkOgiVU1cB/VwHobrHiLaJLRFfqYvH9ncdRFeUdfLm+cFMIOY6DpUbAn3zta8dNbUbXhs9Xmths+ebnh+URD+GaneeH4wD/t11HEqpnWoo0u5FyzqJBf7LdQAqNypMa5NA3trE3jPr9GcRyVvSXAZGAJe4DkLlxI+AatdBKKV2c2pdPFZ09yOUbRLr+cHpwAzXcajcqEk0bs7XvnbU1G5YOWZi0fe3V4CuCDvCVyXC84NpwBmu41BKpVV0AyCUZRIbdu3yfddxqNzp2dq4PV/7CmthtX1f9g0FLnMdhMoqvZmrlGiL2FJzTF08doLrIDqjLJNYIA4c6DoIlTs9Ew3b8rGfHTW1G7UWNqe+6vmBniCUAM8PjgfmuI5DZZH2TVCKvus6gM4ouyQ2rIX9jus4VG7Vtu5oyMd+7jvutEBrYXNqEHC56yBUVmgtbMnRqtgSNKMuHjvZdRCZKseRUuLARNdBqNyqbW1oyvU+Gnr03PTKvgcdnuv9KC73/ODa1bMnbXAdiOoazw9OAKa7jkOpbHltzToefWUV25uaMcawo7mFafvuzcwD9t25TEtrgntfeIWHX36dK+bNYlDv3bsuf/KNd3js1VUIwswDxnDE6FE75324eSt/XPQU80+cSVVlZd5eV+i7wD353mlXlFVNrNbClo/axI6WXO/jvuM+FiDSP9f7UfQHvuo6CNUt810HoFQ2LXvzPUYO6M/nZ8/g0uOP4pPTJnH7sytY8d4HAKzftp1fL1zM5h0NJMyeNdabtjdw27IXuGjmVD5zzBRufeYFNkUuIN4erGDeIeNdJLAAU+visXkudtxZZZXEAmejtbBlobY1t0lsQ4+em17e76BJudyH2s1lnh8McR2E6rxwVMSTXMehVDYdM24Mx0ZqXUcO6EdtdTVrt9p7ihtbWvnE1Ekcue/eadd/a/1GhvbtTZ+eNfSr7cnQvr15e/1GAF58/0OaEwkOGTUi9y+kbVe63Hmmyi2J1Tudy0Rta0NOG2vdf+xHl2ktbF71QWvzipW+b6rkeP370rPatshMGMOS196iqqKCw8LEc0T/vgzp23YPgRUVQiKx62cqkTBUiNCaSFD/7IucNsn5vefT6uKxgm8CVDZJrOcHhwJHuY5D5UfPxI6c3Tfb2KNm80v7H6K1sPl3kecHeRvAQnWf5wcjgE+6jkOpXHlgxat8744HeeTVVVw480j698qsiBozeCDrt21nzZatrNmyjXXbtjN68EAWvfoG+w0dxMgBBXG/cMFX/JVNEouO/lNWerY25uyzff/Mjz6DyIBcbV+1aTD2xkxVPL4A9HAdhFK5MvfAcVx56hzmThzLrxcu4Y216zNar3dND86bMZmbn1rOzU89x3nT7T3Cj658g5MPHs8rq9fw64VL+LW/mFdWr8nlS2jPWXXx2EhXO89EWSSxnh/0Ac51HYfKnx6Jppy0hm/sUbP5xbGHHpaLbauMXOo6AJUZzw96ARe7jkOpXBMRJo/ei32HDOLO517OeL3x3lAumT2DS2bPYMKIYdy9/GVmjrPtbG9a/AxnHXEIZx5xCDctfoZtjTnvcCedagq8ArAskljgPEDHtS8jPUxzTmp/7j/m1GcQGZiLbauMHOn5wVTXQaiMfBrbz68qVWXcTWxLa2KPacP79eGDzVu6tL33Nm5m1dr1HD12NG+s28CgPr0Y2rc3w/r1YVDvXry5zlkPg5+ri8dqXO28I+WSxBb0mYTKvirTkvUvXWN1zZYXxx2mtbDuaW1scfii6wCUypWfPfAYJqXrrM0NjfSv7Vqz/duWvcCph02ksqJi501eSRUVkrabrjwZSgG3ay/5JNbzgxnAoa7jUPlVaVp7dbxU5zx4TOxprYUtCOd4fqBtkguY5wfTgfGu41AqVxqbW1i08o2dz99Zv4nn3nmfqW10qdWe5955n+qqSiaMGAbAPoMGsGbLNrY2NLK1oZE1W7ax90CnRV7BnpCWw4hdWgtbhipMou2+TbqgqbrH1hcOmKQnQ4WhJ7Zm4FeuA1Ft+jfXAah8KN/2BKccMp6lq95m2VvvISI0t7Zy6mETOWr/0YBtbnD9I0tpaLZdlv958TL61dZwwdFTdttOS2srdy9/mU9Hpvfv1ZPTDj+I3z36JAbDaYcflHGvBzlyeF08dtj8BfXPugwinZJOYj0/GIwd4ECVGcFkNYl94OjY04gcl81tqm75DJrEFiTPD2rQXiRUiZs8ei8mj96rzflVlRV8fvaMDrdTVVnJ10+Ztcf0I8eM4sgxo/ZcwZ1PAQWXxJZ6c4ILsLU2qpwYk8B2jp8VTVXV214Yf/jB2dqeyoojwr6fVeH5KKDNbpQqLZ+oi8cKLmcsuICy7HOuA1D5V5No2iKQtcEOHjo69iQig7O1PZU1F7oOQKWlTQmUKj0jgTmug0hVskms5weTgXGu41D5V5No2JqtbTVVVW9bPkFrYQvUuZ4flHSTqGLj+cFw4CTXcSilcuI81wGkKtkkFntJS5WhnonG7dna1kNHf+QppGJItransmowMNN1EGo351Li91ooVcbOqIvHst7zT3eUchJ7musAlBu1rTt2ZGM7zVXV25dPmHxgNralcibmOgC1m0+5DkAplTN9gI+5DiKqJJNYzw/2Bia5jkO5Udva0JiN7Tx01LwnkYqh2diWyplTXQegLM8P9kHLXaVK3cddBxBVksP/sR8AACAASURBVEks2pSgrNW27uj2INPNlVU7lk88QmthC984zw+0U/3CoLXiSpW+OXXxWMH0+lSqSaw2JShjtYkdew5q3UkLjzrlCaO1sMVCk6fC8BHXASilcq4XMMt1EEkll8R6ftAP0E7py1ht647W7qzfXFm149mJR07MVjwq57RJgWOeH/QCjncdh8q38h2xq8wVzAlrySWxwMlAD9dBKHdqWxu6tf7CGSc/YSoqhmUpHJV7R3t+oJ3ruzUHHVhGqXKhSWwOaVOCMtcz0djlz3VLZVXDswdOnZDNeFTOVWFPXpU72qRDqfKxb108VhD3jJRUEht2fH6K6ziUWz0SjV3up/Lh6SctNRUVw7MZj8oLbVLgVsHUzCil8qIgvvMllcRiOz7Xy4plrkeiuUtJbEtFZeOyg6bpne7F6WQdvcsNzw8mAXu5jkMplVeaxOaADneoqDbNNV1Z7xFbC+tlOx6VFwOBo10HUaYKbjx1pVTOzSiErrZKLYmd5joA5V6lae30F6ulorLxmYOnj8tFPCpv9O54N45yHYBSKu96AFNcB1EySaznBxXAEa7jUO5VmNbenV3n0WknLjUVFSNyEY/KG+cFapma4ToApZQTzk9gSyaJBSYAfV0HodyrwHQqiW2tqGx6+pAZWgtb/PQkNs88PxgD6MmfUuXJeROuUkpip7oOQBWMTp3MPDp17hKthS0Jwz0/2Nt1EGVGa2GVKl/Ov/+axKqSUpVo3ia239CMtFZUNj116NFjcxmTyittUpBfzi8nKpd0xK4yN7QuHjvAZQCllMQe6ToA5V7PROOWziz/2JFzlpiKipG5ikflnSax+eW8JkYp5ZTTE9mSSGI9P6gBDnUdh3KvZ2vD9kyXba2obHrysKP3z2U8Ku80ic0Tzw96AYe5jkMp5ZQmsVlwGLa7B1XmeiYadmS67KIpxy81FZXaSXtp0Zu78ucIOtF0RylVkpyeyJZKEqvtYRUAta0NDZks11pR0fzEpGP2zXU8Ku8Gh3fMq9w72HUASinnJrrcuSaxqqTUtu5oymS5x484fompqByV63iUE9qkID8muA5AKeVc37p4zFmvMKWSxOpNXQqA2sSO1o6Waa2oaH7i8JlaC1u6NInNj/GuA1BKFYSDXO246JNYzw+qAaddPKjCUdvacRK7ePLsJQmthS1lmsTmh9bEKqUADnS146JPYoHRlMbrUFlQ29rQbseFCaloWXr4sWPyFI5yQ/v9zTHPD2qBfVzHoZQqCJrEdsN+rgNQhaNnokHam7948nFLEpWVOqpTaRvp+UG7nwPVbQcAeoyVUqBJbLdo20a1U02isbKteQmpaFkyeZYmsKWvGhjuOogSp00JlFJJmsR2g9bEqp16JJra7LdyyeRjlyQqK0fnMx7ljLZ5zi29qUspldS/Lh7r72LHpZDEak2s2qk60ZJ20IuESOtirYUtJ5rE5pa2O1ZAu7cgqPLi5Pe1FJJYvblA7VRlWnqmm7500rGLE5VVWgtbPjSJzS3PdQBKqYKiSWwXjXAdgCoclaa1V+q0hEjr41Nma1JTXvT9zq1hrgNQShUUTWI7K7wDWWsE1E4VJPqkTnti0swlicqqMQ7CUe5oEptbmsQqpaKcVCgWdRILDAHStoFUZWu3JNbWwh4/0lUwyhlNYnMkrDwY4joOpVRBcdIjTLEnsdqUQO1UQaJVYLc2sU8edsyS1soqvfmv/GgSmzsDsd2YKaVUkpOr4prEqpJRbZqbo88Nklg0ZY5+RsrTXq4DKGHalEAplUprYrtggOsAVOHoYZpbo8+fOvSoJa1VVdqPcHnq6fnBYNdBlChNYpVSqfq62GmxJ7HaHlbtVB1JYg2SeHTqXB21qbz1cx1AidIkVimVqreLnWoSq0pGj0RTIvn/U4fOWNJaVb2/y3iUc2n7DFbdplfAVEgHO1A77dG9ZT4UexJb4zoAVTh6mGYDyVrYE7QWVtW6DqBE6U1dKklcB6AKhtbEdoHWxKqdeiSaBOCZQ6Yv1VpYhdbE5oomsSpJq2JVktbEdoEmsWqn6kRzhQHzyLQTtQ9LBVoTmyuaxCqlUlXWxWN5vzquSawqGdWJ5oplB09f2lJVPc51LKogaE1sbmgSq5RKJ++1scWexGqbWLVTlWmpfHj6SdqtkkqqdB1AiapyHYAqGNomVkXl/epXsSexWhOrdlpxwKQ+WgurIvQHNje0JlZZ2iJW7S7vnwhNYlXJ2Nq3/zTXMShVBjSJVQA09ag54Pfxyxa9vvfYZ13HogpCc8eLZFexXxbSJFZFac2bitLPQ24U+++GyhaR6vUDhx19y0cuoKql6eXDn1/6/oynH5pU09ysfQmXJ01iO0mTWKVUWzSJzY1Ex4uoctNS1WP8k5Nmjn/ysGM2j/zw7YVzFt0x1Pvw/YNcx6XyqinfOyz2JLbRdQBKqYKlSWxu7HAdgCpgIv3eG77PrJvOuJSejduXzQgWbpr03OIjq1qNk87wVV5pTWwnbXAdgFKqYG12HUCJ0iRWZaShptfh/rR5LJx68gf7v/Py4uMX3bl3/40bx7uOS+XG/AX1LfnepyaxSqlStd51ACVqu+sAVHExUjF85d4Th6+MT2jpt33T4mOfua9p/AvPTqtAtC/n0pH3WljQJFYpVbrWuQ6gRG1zHYAqUiJVm3sPmFE/8xzuPvqM1w9eFbx67JJ7x/XcsmM/16Gpbst7e1jQJFYpVbo0ic0Nbaahuq21omq/Z/efst+z+x2xfdjm1f7xT9xZPeq1VdME0S7cipOTfEyTWKVUKWpaPXvSVtdBlKhNrgNQJUSk14f9R8z++wmfpcfxjc9PeXnxO1OfXHhQ9Y6WvV2HpjplrYudFnsSq23elFLpaC1s7mx0HYAqTU2VNQc/fuCsgx+feNz60etW3Td3aX3fgW9/OE2Kf2CmcrDGxU6LPYnVmlilVDp6gps7msSq3BIZ9OaQ/U78/bwvmt7NW588+oWF6w955slJFc0Jz3Voqk2axHaBJrFKqXS0JjZ3PnAdgCoTIrKtR9+p9x1+Kg9MmvfO+NUv3nX8kruG1n6weYpoP9CFRpPYzlo9e9I2zw+a0bG8lVK70yQ2R1bPnrTF84ONgA4tqvImIZWjXhxx8KgXP3ZQ06CGdY/Meu7+hv2XvziFlsRg17EpQNvEdtkGYJjrIJRSBUWT2Nx6C01ilQsiPdbXDjnun9M+QdWRzS9Pevvpxcc88eCo6nU7JrkOrcxpTWwXrUeTWKXU7jSJza23gENdB6HKW0tF9finRk8f/9Q+0zaP3Pbu/Scsu5OhL74zVRKmv+vYypAmsV30FjDBdRBKqYKiSWxuveU6AKV2Eun3Xp9RJ/xp5ueoPWr7sumvL3r7iCcX7y+bmw5yHVoZed3FTkshiX0RONF1EEqpgrLSdQAlTpNYVZB2VPY63B93wuELx875YP+NK+864ek7a3q/tmG6mERv17GVOCdlbqkksUopFbXCdQAl7k3XASjVHiMVw1cOPGDeyjnjWvsft2npsa/4a8c/HUyU7a3jXMdWglbPX1DvZHCZUkhiX3IdgFKqoDSiNbG5pjWxqjiIVG6qHnDUHQedzl0Hnrrq4LXL7zjuyfv69Xh763QxpsZ1eCXi/9k78/jIqjrtf885typLJ70vARoaBAEBoUAUlbVAFBRQUGdcR1TGlVEZ3JVhFpfXGddRGRdERZRVEAQFBaLsi0rY96Wh6b69L1mr6p5z3j/OvVUVaJCGJLeS/L5+yiSV1K3nBnhyzvltD+b1xlNhESsnsYIgNPNAXC7ZvEVMceQkVph0WBXtcPuCvXe4/cjS0KLqyusPu+eKga1vf3QvNZIsyVvbJCe3Q4NJP8otLpdWIdN5BEFoIKkE40xcLj0JbMxbhyA8L5TqXNnWc+iv9n7PMd/9p8/233DM637jtu64zkOSt7RJipzEvkDuA16dtwhBEFoCWcRODHcAB+YtQhBeCBXdvsf1Wx+4x/VH779uh6GlVx1+92W17jvX7K1ryTZ5a5tE5HYSO1UWsfcii1hBEAJ35y1gmtCHLGKFqYLScx+dscPrfvTyj/rul/Xfuv8T197y0r/+dSu/uvoKNQWi1uPMA3m98VRaxAqCIICcxE4UfXkLEIQxRynVb2a+4vLt38AflhyxbNf++373mjt/rwv3Duyrk0QGKz2dEXL03KmyiJUOBYIgANTIMT9rmiGLWGFK45RZfM/M3Rff8+rdqvP3W3Nz+dGrrt/+bw9u59dX9lGg8tbXItx+8rmX1vJ686myiJWTWEEQAB6MyyUpzpgY7iYUwkyVvyOCsHmUKq6JFhx4/ovfRmGn6v37rP/bbw+4vbddPTTycmXtnLzl5cyteb75VDGfx4BhoCNnHYIg5Ivkw04QcblU6entuw/YI28tgjBR1FRxl5vnvnKXmw/Zb9N2+z9+y+EPXTEw57ZVL1L9I3vmrS0n/pLnm0+JZOW4XHLkvBsQBKEluDNvAdMMSSkQpidKzXy8uOQ1P9ntA2/6v3d8wv3tuEMuUjt0XOW12ZS3tAlGTmLHiGuBg/IWIQhCrlyTt4Bpxl+Bd+UtQhDyZFB1la5a+JrS1a89dNXOIw9c/9r7L68W7xjYWQ+NvCRvbePMADnXJE2lRex1eQsQBCFXhoAb8xYxzfhz3gIEoVXwSi+8v2PXI+/faxc7d891txy04pqLdrnt7tn2yep+yrvOvPWNA387+dxLXZ4CptIi9gbAMUVSJARB2GKui8ulat4iphl9hImJc/MWIggtg1JmnZr3qt9scyzR1kc9utfg7Vcfev+V3t6R7GoqIy/OW94YcnPeAqbMgi8ulzYBt+etQxCE3LgqbwHTjbhc8shprCA8I4kq7PDXrn2P+p99PnPYue8+/slVR+50oeqZca1HTYUN95V5C5hKJ7EQ8uH2zluEIAi5cHXeAqYpVwPH5i1CEFoapTqfjBYf8vMlx9O+3fDd+2265fJX3X2tqd3n99DVypK85T0PKoRapFxR3vu8NYwZPb19RwOX5K1DEIQJZz0wP+1UIkwgPb19uyGtzQRhy/F+/U7JQ3953dIrBjpuG+hh7cDL1eQ5XLzq5HMvfU3eIibLL+u58iek+bYgTEf+JAvYfIjLpXt6evtioCdvLYIwqVBqzkOFFx/+0I47+Zk7bvzrQeuuvWzPu/qKlYf8XrpW3TpveX+HP+QtAKZQTixAXC71AzflrUMQhAlH8mHzpTdvAYIwaVFKbVKz97103tFv/H8Hff6lV73r6Nv9IbMutnO6b/GhYL0V+WPeAmBqnlj+ETggbxGCIEwokg+bL1cDb89bhCBMdpwyi/va9l7ct0upumjn+JbDVl99yZI7l3ZWH6vtrZPagrz1paymRQadTKmcWICe3r5XEdptCYIwPVgel0vb5C1iOtPT27cN8ASg8tYiCFONoq888IrhWx44+OFr3PAd0WLT379PzpLOOfncS1ti0zql0glSbgHW5i1CEIQJQ05hcyYul55EUrkEYVyoqradr+s88Kgv7/H5Qy5621s29B+z+GK1ZOZVXpsNOUm6LKf3fRpTLp0gLpdsT2/f+cCH8tYiCMKE8Lu8BQgAnA+8Km8RgjBlUWrmo2bHQ3+w9Y7M2Kr/9gMHrrvm5Q/eqgbuKu4QDQ3sMUEqRoCLJ+i9/i5TLp0AoKe370BkhrogTAeGgIVxuTSYt5DpTk9v37bAUiSlQBAmDOXdqt2Tu/pet/yPw+p2P5N4077Kue5xfMuLTz730jeN4/W3iKm6iFXAY8B2OUsRBGF8OT8ul/4hbxFCoKe37yZgv7x1CMK0w3s7jzW3Hrbx6lW73PeAGbw/2skMD+4yDu/0zpPPvfRX43Dd58VUzInNRiGenbcOQRDGnXPyFiCM4vy8BQjCtEQps1YteOV5s//xmK/u99ndbnzbwY8UD++8xC6ae41XaniM3mWYFhsoNSVPYgF6evteCtyRtw5BEMaNfkIqwUjeQoRAT2/fEkIUTBCEvPF+eLF//NYj1/1xw4J71xRGHrI7m8rwji/giheefO6lbx4zfWPAlF3EAvT09t0JTFSysyAIE8tZcbn07rxFCKPp6e27BXh53joAbLyc/h99B7dhPX7jeogKdH/oJIp7vxw3PMTgT0+jds8deOdR7e3M/JfPEO2wU/31g7/6CSPXhuYXXe//F9r2fWX9e9W/3cLAT09j7nd/NtG3JQhbTLsfuufAkeseffXSG93Gu7rnRmvWv1zhi1t4mbedfO6l546LwOfJlEwnaOKXeQsQBGHcODNvAcJmaYkUD7dxPetP/iCdx7yVud/8EXNPPw+z1TYkjz0MwKb//ndqDz3AnG+ezrzTfkH7Ia9l/Sc/hBvoB6B2390MXXIBc7/9E2ae/G9s/Mrn8ZVw6O+tpf//vkH3iZ/K7f4EYUsYUZ27/bHjtW/4j13+7YDLjz1ixB479wq98+wrXLHt8ed4iSHg0vHU+HyY6ovYs4Gpe9QsCNOXJ5BRs63Kz4FK3iIGz/k5hZfsQbG0LwBKKbo//K+0veog7Lq1VP78RzqPeSuqGA6jOt5wHL4ywvBlFwFQvfM2Ci95KaqtncJOoT4meWIpAMOX/proxS+hsMvuOdyZILwAlJpzn9ntsG8t/MRRPyi/f95j//iSO7oOKPy2OnveTR7ss7zy/JPPvbTlusBM6UVsXC4tBa7PW4cgCGPOmXG51Kozxac1cbm0Frggbx2Va66isOfowUZm0VaYnq1xq2IA9Jy59e8pY9Bz5lK9/a/1r7FNf9OtRRmDG+hn6Lwz6TrhxPG/CUEYL5RSG9WcfX894y1H/cfuX9z7hre8emPx6M7L/Q7z/uCi4orNvOLHE67xOTDlhh1shl8BB+QtQhCEMeVneQsQnpUfAO/M68398DB2xTJwjo1f/jw2Xo5qb6fjDW+m/ZDDMT1bAWDTxSyAtwlu/TpURycAxZftx8BZP8ZtXE/yyEOojk7M4iX0//BbdBz1Zszc+bncmyCMNU6ZxbdG+y2+detXVHu2XnHrEf1X/HXJQ0+qjfd1Loo2rXuZgntPPvfSljwQnA6L2POAbwNbmsAsCEJrcm1cLj2UtwjhmYnLpet6evvuIqfC2iyvdeCM7zPn6z+ksPNLqN17F+tOOgFvEzoOO5L2w45k6IJf0rbfAeiZsxg65+f4agVcOOCPlryI7o98kg2nfhJVKDL7P76OXf4E1VtvZN7p5zF85e8YvuxCVFSg658/RmHnl+Rxq4IwdihVjNl6/5/NfC/FvSsP7r/HtQ8dHF//u8HbOy/MW9ozMaW7E2T09PadAbw3bx2CIIwJx8fl0s/zFiE8Oz29fR8FvpfHe9t1a1jzlsNpf80bmPX5L9Wf3/ilz5EsW8q8H/wKX60weNbpVG+7FYyh+LJXkjz8AG7jeuZ+6/TNXnf9Zz9Kx1FvIVq8HetP/gDzzriA2sMPsOm//535Z12CigoTdYuCMDF4v/IT/Pcunz307I15S9kc0+EkFuDrwPHIOERBmOwsQwaZTBZ+AXwNmDHRb6xnzYFCEb1g4ejnF22F/cuNAKhiG13v++io76876YRRLbaaqdx4DSQJ7QeUGbrwbAp7lNCz5tC2z3744SHsE0uf8bWCMGlR6uLPlltzAQtTvLArIy6X7gEuy1uHIAgvmG/F5VI1bxHC3yculzaR04ZDGUNxjxJu3ZpRz7v16zALewCo3nNHvWUWgB8ZJrn/HtoPPvxp1/NJjf4ffZvuj4aWWt5a0KbxA8aE5wRh6vHdvAU8G9NiEZvyP3kLEAThBbEe+FHeIoQt4rS83rjzbcdTuf5P2BVPAmHwQeW6q+k89u0ADJ51OiNXXwGA956Bn55G8RX7U9zrZU+71tCFZ1Msvbx+0lp86d7U7r0TX62QPPoQeE+07ZIJujNBmDD+FJdLd+Ut4tmYFjmxGT29fTcB++WtQxCE58WX4nLplLxFCFtGT2/f5cDr8njv4at+z9C5Z6La28Fa2l//JjrfcBwAg+eeyfClF4TUA60p7FGi6/gPoYpto67hNqxj7Ufezbz/+yV61uz68/VpXt7T9b6P0vaK/Sf03gRhAnhjXC5dkreIZ2O6LWLfTAv0LxQEYYsZBpbE5dLqvIUIW0ZPb9/+wHV56xAEYYvoA/aJy6WWXiROp3QCgIuAB/MWIQjCFnOGLGAnJ3G5dD3wp7x1CIKwRfxnqy9gYZotYtMJP9/IW4cgCFtEQugwIkxe/itvAYIgPGfuAH6Tt4jnwrRaxKb8HFiVtwhBEJ4z58Xl0mN5ixCeP3G5dDVwQ946BEF4TkyKU1iYhovYuFwaocVbRgiCMIqv5S1AGBPkNFYQWp87gZad0PVUpt0iNuU0oD9vEYIg/F1+H5dLd+QtQnjhxOXS5cCteesQBOFZ+a/JcgoL03QRG5dL64Av561DEIS/i5zeTS3+M28BgiA8I3czyTo4TctFbMq3gUfyFiEIwjPyq7hcujFvEcLYEZdLlwJX561DEITN8m+T6RQWpvEiNi6XKsAn89YhCMJmGQQ+nbcIYVz4BCAzWgWhteiNy6VJkwubMW0XsQBxuXQR0Ju3DkEQnsZX43LpybxFCGNPXC7dCfw4bx2CINSxwMfzFvF8mNaL2BQ5FRCE1uIRpC/sVOcUYEPeIgRBAOAH6eZy0jHtF7Fp5fPpeesQBKHOyWm6jzBFiculNUiRlyC0AmuBf8tbxPNl2i9iU76InAoIQitwZVwuTYpJMcIL5nvA/XmLEIRpzilpx6ZJiSxikVMBQWgREiZpXpaw5cTlUg3417x1CMI05g7gR3mLeCHIIraBnAoIQr6cFpdL9+QtQpg44nLpd8Bv89YhCNOUj8Xl0qSuCZJFbEp6KnBy3joEYZqyBjg1bxFCLnwE2JS3CEGYZpwRl0t/zlvEC0UWsU3E5dJlTLJpFYIwRfh8XC5JXvo0JC6XlgGfyluHIEwjHgdOylvEWCCL2KfzYWBV3iIEYRrx+7hckr6h05sfIz27BWEi8MD743JpSkQ/ZBH7FNIirw/krUMQpgmrgPfmLULIl3TU5fuBgby1CMIU5wdxuXRl3iLGClnEboa4XLoYODNvHYIwDXhfXC6tzFuE8MJQShWUUl9USt2slLpRKXWTUuqgLblGXC49inQrEITx5BGmWOqOLGKfmY8BT+QtQhCmMKeleejC5OfLwDuA13rvXwX8O/B7pdSOW3KRNK3kd2MvTxCmPQ44Pi6XBvMWMpbIIvYZiMuljcB7CP/gBUEYW+4BPpm3COGFo5TSwEeBn3rvNwJ47y8HHuP5FY+8n9CtQhCEseM7cbl0bd4ixhpZxD4LcbnUC/y/vHUIwhSjArwjLpeG8xYijAnzgE7gqWkhy4GDt/RicbkUA+9CDhAEYay4A/hC3iLGA1nE/n1OBW7KW4QgTCE+H5dLt+ctQhgz1hAKsrZ7yvOL08cWE5dLVwD/9QJ1CYIAG4DjpuqhgSxi/w5xuZQQcr2mRDsKQciZPwLfyluEMHZ47z3wv8AJSqntAJRS7wR2BMwLuPR/Ale8cIWCMG3xwD/F5dLDeQsZL1TwH+Hv0dPb9zbg7Lx1CMIkZi3w0rhcWpG3EGFsSfNiPwG8CVDALUABOMZ7v/3zvW5Pb9884G88/ZRXEIS/z1ficmlKphFkyCJ2C+jp7fsfpBhFEJ4PHnhjXC79Nm8hwsSglPoZMM97f/QLuU5Pb98rgGuB4ljoEoRpwh+BI+JyaUrnlks6wZbxGeA3eYsQhEnIF2UBO3VRSu2plJrX9LUCDgTOf6HXjsulW5giIzIFYYJ4nFA8O6UXsCAnsVtMT29fJ+FUYJ+8tbQKPqkxePbPqNx4DUor8ND1gY9T3OtlAIxc38vwby+AWoKvVfEjI3T+4z/RcdiR9WsMX3EJQxeeAwo63/xOOg5/Q/17yeOPseGUk5j343NRRTmMmYScFZdL785bhDB+KKW+B6z13p+afv0x4O3AAd57Oxbv0dPb9wtC1wJBEJ6ZCnBgXC7dmreQiSDKW8BkIy6Xhnp6+44m5Hxtk7eeVmDgJ9+nctM1zP3uz9Fd3VRuuZ71nzuReT8+j2ibbRm+5ALaDzuCjteGqGLlhj+z4ZSTiLbfkcKOO2NXr6L/e//D/F9cjHeOte85luLeL8fMXwhA/2lfp+v9J8oCdnJyE3BC3iKEcedm4HNKqSMJf0TvBo4cqwVsygmE3NgtmgQmCNOMD06XBSxIOsHzIi6XlgNHA1Nq8sXzwTvH0MXn0vG6N6K7ugFoe8X+mEVbM3TBLwHoev9HaW86dS2U9gXvsSueBKB2312YxUvQs+di5s7HLF5C7b67AajcfB2+WqX9oMMm+M6EMeBx4E1xuVTJW4gwvnjvf+G93817/wrv/YHe+w957zeM5Xuk/x69iTAoQxCEp/OFuFz6ed4iJhI5iX2exOXSbT29fe8ALmIabwb8pg0wMoKeO3fU82b+Amp3/BWAws67NX4+qTF03pmYJS+i+LL9AFDGgG06sLEWZQw+qdH/w28z6wtfGf8bmWQs71qEApy1uMSC9zhrMSi0CV2NnHM4a8FoPKCNRhmD0hrvPT6xeCxKKbTWeKdQCvDhtSGtEZRSNKcdKaXq38twztU/Kq1RGrx321lr4+q1j2GMRmuD8wne+fAzPuhyPgE8xhhs4vHeo7VGm3A97z1aReF+nQtava9rsM6Bcg1tGLx1OB/uQUcGtCZxlgIaZy3RAUtG34AwKYjLpfU9vX1HAjcCW+etR5heTALf/XLt+ke/bK1Fq2ha+O60XXyNBXG5dAnw6bx15ImaNQfV0YldGY963q5ehV09eoDPpu98ldXHHUb1Lzcx56vfRXd0AlDYfS9s/CTJE0tJli3FrlhGYbeXMnTRuRRfujeFHXeesPuZLDjnSGq1YHLe181Oaf00o/NQN8xmFE/3E6V0/RqZQZKZbfYe6fee6MthjQAAIABJREFUKZ/ee49PX6u1xhiD1hHOOay1oGh67WiT1rrxXrZmw/s4H/4wpPf51Efz6xUq/JwKfZ7CPSvwHpX+wZE6gMlNXC49Drwe6M9bizC9EN9tPd+VRewLJC6XvgH8KG8deaGUovO4tzP8u4uwK0P7z+Erf4dd/gS40YWRMz/+ORb85k+07X8I6058D8mypQDoWbOZdcrX2PStL7Hpm19i1ilh0u/QRWfT9b6PUPnLTaz71w+w7l//mcpfZHhawKMIO3UPRFFEoVDANJme1hoTRRhjMMagVDgpCJv+zRuStbZpV6/hKebcbKJP/QjUfzYzcGNM/b1setqePa90+FmtguFm39Ppe3p8OKFQ6XWfwUybTyg8HpVdJ4rCIzVZ5dUojcLkJZ34dhxQy1uLMJ0Q320135XuBGNAT29fBPweeE3eWvLAO8fQr39J5bpeAAq77o5PEio3/JkFZ/9us69Ze8I/EO24M7M+96XNfn/Tt76E2XYHOg5/PWve/UbmnvYLcJ51J/4T839xCXrW7HG7n8nAso754Dzehx2zVgqNCjteqBuKUgpHCCOhFOhwDpB4h7Yer1wwLBR4jQ8vHHVWoADSXXkzmSk1nxaEH/WgPEp5lNKkFw1GjMUYHYzdp/qcRelwnWolaVwzDbkppTC6gLMWay1aa5IkaYTd0vQF59IQnYrS+wXlG+E959Pfk9aY/beTlewUoKe3793AmXnrEKYH4rut57tyEjsGpKNpjwOuz1tLHiitmfHWdzP3O2cw9ztn0P3hk/FDg0Q7vBgAX3v6YYnZbgeSxx7Z7PVqD99P9c4+Oo/9R2p334HZajHR4iVE222P6dmG2j13jOv9TAas91jvsE27cutsPaQ0aqef5lZloaHMEnV6UjDKDLUK3qcVXimcAsvonfdTd+TOuVGPIKhxUqDUaLP1QJIk9dMH16RXa10Pv2kVPjrn8fhGBGwzYS2tFdposr8Cibck3uGykw8Xwn/C1CIul36BDKARJgjx3dbzXVnEjhFxudQPHAFck7eWiab28AO4jY1CZO89tTtuo/2QcDC99oNvf9pr3NrV6PkLNnu9/u9/ne4PnYQyEd5aaM4pMiY8N83RzmGsx1iHtqB8CHNluVCQhqAIppmZoPLpz7o0/OMVzinCllyhlUar9GTAhGIFo82o0FGz4QFPCy1lxQk62/XTyAPTWged2WmFd+GkQmk8ChMZTGTIDiky3TaxJDi8UvinhOuM1ig0yis0JuRhZTUH3qE16Ci9L0aH4YTJT5rSdXLeOoSpj/hu6/muLGLHkLhcGgCOBHrz1jKRDF96IUMXnd34+qKz0XPm0H7Y6wGwSx9h5PrGr6Ry4zXU7uqj4/Vvetq1Rq65EtXWTtsr9gegsOse2GVLcRvW4Taswy5bSmGX3cf5jlof7cMjcqC9x1pHYm19t1zPVcp226l5ZcamUCRJQpJYvAetTTDP1CRtuoPWTTlRTzXR7OvsoZreAwfeEk4GnENpNcpw64UQSoVKWedxzmPrJwSNytsslUqb1Gi1IopMQ6u12MRiE0fqlqHAwbkgIM3vSlOzkCXs1CMul76JTPUSxhnx3dbzXcmJHQd6evs6gIuBw/PWMhEM/+FSBs8+A9XeiSoWibZ/EV3//PF639ihC89m5OrLw4mq93hrmfHWd9Feft2o6/hqlbUn/AOzv/Rtou22b1z/iksYuugc8NB53NvoeN0xE3l7LcmThTko68GG0A1Ghxys9D9nY0zdVL1W9YR/0vCQJ7SJAUISvgmnABqNVx6XVrJqFMp5SBweP6oFDDy9DcxTCxZCgQFopbBpblZ4XdjFoxuvb76uTyxeOaLI4Fxq/5EJBus9RoF3ITyWvdY5F05DvMd6j9IKY7JTCo93pIUWCv2qxZITOwXp6e07Efhu3jqEqYn4buv5rixix4me3r52Qg/ZI/LWIkw9lhfn4ROLSvOtVGTCrv8pJwJa62AsKuzC8WDTRPwMr1TDTNPwFmkFq7cO7T1YX0/qr4earCWKQqvprI9gZmrNJttcOYvKzFjhrEcZPeqkAMC7dEevPMakJxBe43Tj/rx1waBtowgh0wChyEEphdKZuYcjgfqpxn5byyJ2itLT2/dh4PvUM/UEYWwQ320935V0gnEiLpdGCNNlLs1bizD18N7hvasnzbvUMDOzyJL2XRre8dYF8/Ue41W9KXV2LWttvS+gT/O2sviPy55Pw2c27fmn01OHunlnISvVCI81Cg9Gt4MxmYnCKDO01tZ1Ne4zFAi4rA2NavQ0HBVOywy5rqeRJ9b8fSs51VOauFz6P+BDSOaIMMaI77ae78oidhxJxyS+mZBaIAhjRmY8Ybev0Wnuk7WWWq1WT86vT4kBSBP6s/6B2YQYUnNSWqWhq7R6NTVspQjhLTyhDCB9eJ9+RgiVpSZbr4pVpDlZ4WNzRW2SpJNm0ueyitkgs2nnnp0wNOV2eeewNhlVXdv4PO2nmN5fZtLONqp4Jfo09YnLpR8BJwCyYxHGDPHd1vNdWcSOM3G5VAXeCvw6by3C1EH5kHDvtcLrkPuk0r6AofVgmq+lNd6YeqjKa41Pq1+1J1TLesD5ULRAqCZVhMIF7y2WhMQnoQAhAq0tWicYD14ZEm0wFqjUqCYjJJUKrlpDKY/SHnTIyaq3c2nKEasXHKQfoygiiiKUCbYdKniDfkMIa4HDhQY0oZ4A0ooLR/hf2jMRX29lo9VmTg6EKU1cLp0BHI1M9hLGCPHd1vNdyYmdINKBCKcD78lbizD5eULNrO+aPR6tNNamYSocXnmUjkILFZvUQ0BAo5LVerwKFbQQZl07R2idYsLrqtUq1lmcSkJBgPcYUwAFkQt5XJYEZR3FhfNIDERVDQ5q69aFud0qnQKjAVzIA3MenMan0wmz3oTN5prlf2XFErhgkJ6wq1doVPY6nZ0GEJqHe5/2MMxCWQ5nfb0VjnrlNrKSnSb09PbtRUjrWpy3FmFyI77ber4ri9gJpqe372Tga4DJW4sweXnczKrvdjPjSWpJ2NlrhVMOlEFpA96NasQddsgKAzioT4vx6cwZpTVJrRaMM4qIilH4t1UXwGswRbCOSv8GIhJ05FCzZnDldX/i0sv/SNvs2Rxx4KGUX3kQ1XUD+BpERY0xjsQmKAXOOnyoaBgVxsrCTs1fQxp+85AG3kKoDI33abjM23poz7t0vKKCxKaDNrzCuUYul3n1trKInUb09PZtQ1jIlvLWIkxexHdbz3dlEZsDPb19rwPOAab37FThefNEYU5992y0Dn3+EhtyqLQn8Q7QaBNhdBiL2NwWRStFpBXOe7wOuVPOeRJlae+agWpvZ6g6wvD6DSyPV7B87XJWr1rDww8+wqo16zniuGM5ZL9XUdg0QKEr4ns/O41vn3EGEW1sdFU6ix186sOf4H1vfidm0GLw+MgFY2+qWkU3jLR5Gkz9j0Q6NcZ5F5po40NMD49SETYJ+WM63RIaY/AuqxBWqZmmoSyv6sUR7Qe/SBax04ye3r4ugu++IW8twuREfLf1fFcWsTnR09u3M6Hga9e8tQiTj+Xt88OuGk8URSF5PrEoD145rHeggplqH1qnuNSoUAoNaEKelCpEoDUucZhZmkdXr+DKyy7l/qWP8sjSpdzz4P1YXaO9s4NZXXPZVEmI16/lUx/5BJ/64MfpvfA83v/FD7NP+TWc9N6Ps3VXNxdedgnnnncBPzv95+y6YFuSoQreKCCrWg39Ch1+82ZqQklD/UTAO5RXqNRIs7CWc+FnwTVavXiN8w6jNc7bupEqdAjROSeL2GlKT2+fAb4DfDRvLcLkQ3y39Xw3GusLCs+NuFx6oKe375XA2YQpX4KwRZhI4wl9/bKceUVaaODCcwZIlK833Q4hMNBYFGALHWid4GsbiObM5YY7r+Uzp36e4SoY1c6uO+/Kf3zh7eyzy950qg5mbjuLm675Pcd/4QtsHNJQKLBqzSMM08l+Lz+c/fffH1av4YRj/4k3l9/EVnPmkgyNYKJimjNG3UzxKt3ce/AOHWSHYgCv6k3BvXf1ljAaXS8rCCcboB14FNorlFNpAUM44VDaoNN55KBCIYQwbYnLJQuc2NPbdx/wDaCYsyRhkiG+21q+K4vYHInLpY09vX1HAV8FPp23HmHy4J0HA85ZlApTUQCy0THee7RzKOdQEaN6CTofTMZqj0PDSIXC/Jn03fNXPv2FU9lq2xfz+te/mYP23Z/FsxfSBmA9dmAE01XksfgxhmuK1+5XhsEBRkYGaG+bwTbb78Cdt93C6d/9Hrvvuh8nnPBhRlatwviwS/fq6U5mtMZ7h/OWSEdpGxlVn4CjsntNK2vrpxqEUBxpL8O0mU0oYkjb06SZZsG067lnoyfUCNOTuFz6Xk9v3y3AucD2OcsRJgniu63nu5JO0CL09Pa9k9C9oD1vLULrs6wwF2XAuSTd4UdhB4wPoR9rUT4NHRlCmxbVSOBHe2p4TC2iaKo8sPJBTvn+1znisGN59z+8h4KKcBuHcOvW4a1lxCjauxzL1z/IAe9/B+Xy8fzfiafSodbxt6V9fOiLp+BnzmPT0kdoL3aweu1GPvWxz3HSP3+CyopVtBXAkoDK8q503eScszhvR+VVZX0GScNw+GCkmkYHe5U+r33WZzGEzIwJYxJd6CWD0hptdGj/4rwUdgl1enr7ZgM/JQymEYRnRXy39XxX+sS2CHG59EvgIODJvLUIrY9L25pkrU5CKxUVcqwIIw1RKlTA0milEhpUe7COQtWjkgQ1o53TT/8BK6vDvPttb6X3wvO59eo/4CobsG0jmC6PoUZhhuVbP/guha4FfPkzpzCjaHDWsdfu+7D1gvk8+fCDHPya13PWBRdwwKH7cuHlF7F2eJCoow3vE7Q29RnazX0DPZnBps25AetDCMxrFUYkRia0oEkrao0xYZzjU3b69cbazodWNjabPOMan8vGXUiJy6UNcbl0LHASUMtbj9DaiO+2nu/KIraFiMulW4G9gUvy1iK0Pt7ZNC8rm/wSdr5ah8R9h8crwse091+SJGGGt0sT7osK7yq8651vZ8aA5fvf+V/m7LSEhfPno7VBUWRopELnwm7+fH0vZ112JZ/+4BfZ1rQxvGkViW5D+za+9tlTOfOr3+Sbn/4Ke+24C/u8eFtGBteycu0qiCxQrU+xySbFZC1qGgbXtElvuielFDYbY9jUczGbDuNdYypMfXa4D83Ew8PjbDhdkEWssDnicunbwAHA0ry1CK2N+G5r+a6kE7QoPb19JwDfArry1iK0Hk8U56LTHbRS4B14NMaE8YBJrUY6QgWnwehs3nZjxKDzGlvUFNQwhe52Nq3tJ16zlp133xO/bhg3koCt4gueAbeKw99xLHNevCdnfeUMZlcG0B0RlVqRyHja2j1E7VTWJhS2MpzylY/Q98Bqzj39KqJNy4kKoJIC1ofWK8YYsuOKcBKQhqu8wjoPqWYAZy21JMGgKEQhjT+E59JTkSw3S6k014u0pUz4XWkTTkmU1mSWLekEwubo6e2bQ0jrOi5vLULrIb7ber4rJ7EtSlwunU5ozH1j3lqE1iMLYXmlsS5tnu1tCN1Yj3aAC822tfMo59AeIm0wSqM8GO8oJhafFBhcO0JHWycv7tmWkcdiagODJLVBagwSzS/yv6d/j8HZ8/jht3/Ewm23Yq0b4KGlj9De3oZyEZWhhJENmzDKoQua9SNVuucvoauzHVMZJtFtGKMxuohWBoUmSRK8DfaW7dQTPGhNpDTKOqhZTOKIbNjhZycbwUzTX0ZkUAWNilRoJ2PCyEdnFL6gcDpMyMlmijtZvgrPQFwurY/LpTcDbwNW5a1HaC3Ed1vPd6U7QQsTl0sP9/T2HQh8BjgVaQcjNJH18msO5VhnQzK+c+m4QEKSvQlb7qzAwKtQPesBpxyF2TPQBpSNaO/qTmd+JwxT5bzzz+JXV13J8SeexM3XXMNFfQ9w/7J7Ke22O7u+5OUklSpaGRJnMW0RAyse5/bb7+bAo0+AyghOdaCHR3DFdmgKsUGaK2YtDhvyzLRB6XBP1rtQBZzdB9SNtF7pqlQjGKZCiAt0Gu4KU3Qa3w55X945BOHZiMulc3t6+64k9JR9Z956hNZBfJeW8l1ZxLY4aV/Dr/T09v0GOAPYL2dJQgvgvR+V25Shta6bRd1wtMalrVK8VqEtjDG4gsV4hbUJX/ri51i0ZCvmb7U9s2bOZKS6ibvuvZOHn3iMG/52K7p7Hrddfyv3DlhKL9qVT37qsyxZuA21/k1po2sTzLBN8fDd97N2Y8IRhx2BH9oIuo3ID5MkNrWzgDEG5RXWJaBBG0PiM7MN+VtaqRC6szZMw/GNQoJsFrlzDpRLc7kUNnFAVogQKoOddSijwqmAtNgSngNxubQWeFdPb9+vgB8Ci3OWJOSM+G7r+a4sYicJcbl0T09v36uBTwBfAjpyliTkSDa/21obTCedvoLzaZVoI+zjXdqcOkvONwqn0+pUpSjqAoccehi/vOAclv/pOtZuWItRFbbfZWduvvNuDjn8jZz03hPZaptFdEdttKkCdmCYysAw2icoFEa1oTAoU+Xi3t9TnLGInbrmkQwN4aMIryO0h+YigqA3fFSGMFe8Xs3r6lNuFKHqt/G3oVGokI1JDK9pFFs89Y9NGO/o6lXDgvBcicul3/X09u0OfA34IKMqYYTphPhu6/muFHZNQnp6+3YEfgQcmrcWIR+Wdy6om4W1odefVoqkWiOpJai0ShTAalBGY0y6Z/XpyUCkMEkN5Txm3kxGasPUrGPdupV0zeniL7f+la9+74ec9oMz2W3+tlRWLaOqqlgUnXYGURRR84N451CuiIk0g5UVHPmRt/Dmt/8HJx/1RpING/AzFVZHFEYATWg1Q5ixrTF4bMir8pBkkbjE4qxFaYVJHdB6h4fGfO80lBeKBxpGGmZ1u3T3n02ZMShl0hY5nuL+S2QhImwxPb19BwPfA/bIW4sw8Yjvtp7vSmHXJCQulx6Oy6XDgGOAe/PWI0w8zflNdXNx6e43Dd1kff2MA2NB2TBJRitFQRuiBLxVeG+orNpENKiYkViWzHkJ85Tma9/4N/bZ91B2m7c1yaoniCJNV7GT7kIbppBgTQWMI9IaO+KJZrVzyR/PZsXgDI559SuhVoU2jQZMkqAiiydBG4c2DqUsPgIigyMUTEBoGG6sx6DAhubZiXehKIIwEkZrjYkifFPrF59OkQnNx0Gj8DbcI2nBhfLheUF4PsTl0p8JBbcfAFbmLEeYYMR3W893ZRE7iYnLpd8CLwU+hBjqtKI5tJOR7Xaz2SpZY2utUvtwLowWTA2INPQVUrUilHXUhhKILL/4zZm4jjmc+J4TscPr8Dq0iQm7f4/H4l2CSorYChTnOtZtfJQfnP1rXvmy/dl20SJqlRHQYBOP9mGsIYSkf6V80Otsqi00yM5OMpy1KO+DdqVAZ/dDPUSV3WMW0tNpE+7mpt5Zk+8svOXGqbhAmD7E5ZKNy6UfAzsRUruGc5YkTBDiu63nu7KIneSkhvpDgqH+JzCYsyRhAmhuMJ01nG7k7j/FPNINsE//P8vdypKdFOkJg3MUo242bryXsy4/hz33PYIXLVxEMrQenfYOrOdLKQ3eYquKYkc3Sds6jv/kCayvzuaLH/4X2tPQVc17nNKgDDar0E2n1wTdjapZa239VCOkcTXCV8orlDFgGjpskpAloDXytBp/RJpztbJTEynqEsaKuFwaiMulU4CdgTNp+i9QmJqI77ae78oidoqQGuqpwIsJzbptzpKEcSQzCmiEtTLTMMZQKBQa4wC9qzelDgcGDQM26WucD5WlqlPzq/NP55Fl/bz24CMg2YDyYf519ppwTU+tVqXQBZvYwEmf+jR33/ME//2Vb7D7NttT29AfGmArFYwQVW/4bW12cgHYMJYQ51EuzOgm27Wn91gvGggRrbrZ2sRCaqJZ8UT999P0e2o26+aCBEEYC+JyaVlcLr0H2BfozVuPMH6I77ae78oidooRl0sr4nLpn4G9gMvy1iOMP5kxZR+bK0VDEj6hRQqAYpQhehohoGKhyED/Y/z6z1ey7+5HcMCuu5LYFXg1C61UeKTGm1RrzOieybBZzfEnHseVvXfx8+9ezFGv3o/KmtUYl5qzMiirURY86clF2gDb49OpNyFfTIVXhM99MN3mSljrLNaHkwwNGKXQvvGHpdnss3Y3zrkw8tHa0acngjDGxOXS3+Jy6VDgYODKvPUIY8oG4CvNT4jvtobvyiJ2ihKXS3fH5dJRhA4Gf85bjzBmWELosk49VJTu+lFh3J/FgVaYQoQ2ZlSsUwEFrUMVqVJoZaDYwV339XHfk+v4wPEnMruzg0TX0AUTpq0og/eapJrQMaPIuuom3v2B97Ju4yC/vegPvGqP/RhavoLIGFSk8cqj8SjSYgiviXQBjQGniHSBLAQHoV8hSuGVxul0tKNW9XwrrXUjVyvtY4huhKqCoTbCYvU2L0pRKBSIouhp/R0FYayJy6Vr4nLpcOBVwKVImsFk5kngk8B2cbn0heZviO+2hu/KInaKE5dLvXG5dAiwD2HxU81XkfA8WQf8N/CiuFx6z1Nzj3zavkVFqZHpdDB2ZPBaYZXHK1Bapw8FOPAOa2sh7NXWxv0PPsr8+dux7dYLYdMIKpmNNgNhrKCK8E7TMaebddEQ7/vIu9HF+ZzzsyvYZdttqWx8gjbTiTcGG+kwh9t5wGG9B2fQOgoNuolQRI2cKa3B6GCOBY0uRFDQ0BSG0igirdFZf0Kl8Om9ZxNlskkxOi0uyEJeURSF66TtYQRhvInLpZviculoYE/g50AtZ0nCc+c+4P0Ev/1GXC71Q6MaX3y3dXxXFrHThLhcui3N29qOUAAmc8EnB3cR2vksjsulz8Tl0uMwerdb3y0/pYWJNjrszptykeo9/pynhiIBwKEYAfq57977mDtnAXG8ErRC12roqsaoKBw2tGkeX7uCz336Yxx64BGc/5PzWDBjNv3rNtJW7MC5BJskT2umEjSqNLzkMCa0damPY0xDTh7QSoecMUYXUDjnsM6NbnHD6B1+c4UsjC7EsNZKcZcw4cTl0l1xuXQ88CLgf4C1+SoSnoWbgGOB3eJy6Yy4XBp16CO+23q+KxO7phlxubQSOLWnt+8rwDuAjxPyZ4XWwQG/Bf43Lpeu3twPNJup1npUvpG1Fmcdmka+1qhcLUhndIPyOiT0a4ftX8mylStZNjDIk2tWwO4vYXjQ0aWLaZFBDRMVeeKB+zn2jcdxxFHvwa4YoloZorNYQCsfdvaqUbk6qkAgff+sGKDZSElbwShCyxqV5o41myKEXXcWslKArVf7+vru37rGfdZfl/6OnlqIIAgTRVwuLQM+3dPbdwphoXQCId1LdlX5sgH4JfCTuFy67dl+UHy39XxXFrHTlLhcqgA/BX7a09tXJoyzPQo5nc+TDcBPgO/F5dJjz/aDWpuQnJ/umK21OEJ/v8xomne/aYeWRhEC2T/okA+V2Crt3d1su2grzvrLb1gdLwNXw3tP4hXK2dBPcHCY/fc7BDWjjZFlazBeU4w8qASnDFaH0NNTTyGyHX1mas3mb9K8sYbhUu9t2GzEme4oikiSBNccnvKNj9ls7+zaQP00QPJhhbxJvfcc4Jye3r4XEcLWxwNb56lrmuGBqwl+e1FcLo08lxeJ77ae78rYWaFOOs72eOCtwC75qplW3AqcAZwZl0tDz+UF/pblXilVz0lSSuEIk1OyKlNFthO29ZGDGQqHwoNvw3qF1xUKnbBu9RNccN31vP6g17Nd9xxqSQ3t20jaQFUtBWWw1mOtwhQ86CoOi9Iap4p4pynCKOPKNHrANI0uzEzSRGEv7VWY3e28R9u0nYu1RNn30+tFUVRv3aIyo1Xpzl9pvFd1Q/VpC5vmJt3OOdoOfpGcfgktQ09vnwHeQDidPRI5YBovngB+Bvw0Lpce3dIXi++2nu/KIlbYLD29fXsSFrOyoB17PHAD8Gvg11me65aQ3LzMm9QYvLXgU+NQisiYxs5aEZL7s3YwNDWlTtK2KUqH5zWYQgQd7TAwGJpaq9CAxacvzkJH3nmss0AjVOVpVKsqHVq4OO/Aa9LW3qDSXCnnAYPW6UQZpXA4lNJ4PNoBKJIkqe/q04uH+8hCZEbjbTgd0PVTCEWjlqARGsN7SKNg5qAdZBErtCQ9vX1zCFGxY4HXAZ35Kpr0PApcDPwGuDYul553ryfx3dbzXVnECn8XWdCOCRa4FriAEL5a/kIuVrnhcW8yU6r36PMorZ6Wf9Qc/snCRKFhYPByk5pvPTyWNbI2pm7CodehCkaXtlvJcqvwWe/BNASFRmmPcwnOebSKUCpkVXmfEMZ1R+AVzll0epqRGaXSGm192gicJrN+OkbrEOJywYiVappp7htzzsM9KLRXoMActEQWsULL09Pb1wm8lrCgPRqYk6+iScNfSReucbl051hdVHw30Eq+K4tYYYuQBe0WkRDyrn5NWLiuHqsLV298onEikDh8Or+7vmNPTwS0Vnjn6t1NlGqcCGQmG3bcWRVpYzb406axNBcIKBVOItJwmfcOrU3oi1jPG7Np/8CGwTuXoLUiioqhUrdaCTv0QoTPzBTQzqf6QkXvqPys7FppvlWzvszQm0dDQjrf3EHRFHDOER0si1hhctHT2xcRBikcAxwCvBQpCssYBK4HLgEuiculJ8bjTcR3W893ZRErPG96evteQqiuPYRgrgtyFZQ/HriHkCpwLXBZXC6tG483qtzwmI+UweNxSZKGiaiPP1Ra49LdPdkEFqXqRqS0omZrgErbrjRMKGtcnRmYSkNbGdkUFuVCv8PGt9JegYW2UIGrHOFHwjSYYI0hFGZ0Ae/A2gree6JiERNF1JJaMDuy8JVrGKlPZ4eTVr9mobr0D0QatAtnuAUVAAALFElEQVTFFfXK4XAf1qaf+9D6Rk5ihclOmnZwIHBQ+tgHMM/6oqnDGuA6gs9eC9wWl0vJeL+p+G7r+a4sYoUxoae3TwG7Exa0BxKm1Wybp6YJYBC4mbBovQG4MS6XNkzEG4/c8IgvKIMpFHC1Gs46jDGhkKDJJrz3aE8aPtIhpKQ0mIgkqdXNMjshCCcGYfSgznK4fMijghC+AnDOEwHKhx6C2XWMMSQaPOkIQgVGF1D1kwmbhssAguFHxqAjg1ekIaq0wEBlBQOhOAEbvs4qbettYLRFpUUEYapMWkhgG21evA9taLQP71E8ZCdZxApTip7evi5gf8KC9hXAHkBPrqLGBgs8BNxCumiNy6X78hAivtt6viuLWGHc6Ont2xp4ZdNjL2BmrqJeGI/TWLBeD9wel0v22V8yPlRueMhHkWbTpvUo6ygW2hns72dGexu1JMHjqSUWZ0OLlkJUxJgCxhiqtREGBofo6JhBW3sbxWIxhKyco9jeRqVSoVgsok3Ie9LKoHzjgMd7i4kMlZFhjNH1NirtbW0MDg6hilEaUrIYYzCmwPDwMFGkiQoFhoaGmNHZiXUeDdTSti1Kp2acWGbNnE1SqzI8NEJbWxvVWo02XcD6GvhQpauVwroKNrEU2oooE8JtBWVwuEaBhXXUajUKxQI+CYc1M163tyxihSlPT2/ffMJidg9C+kH2eSv6sAMeAe4mDHm5O33cn7Ylyx3x3dbzXVnEChNKT2/fQmBHYKfNPObmKC1jBHgYeCB93J99jMulNXkKa8bfstSvWb2c+MnHUd7hnMJWRpjV3YkDRiojWB9OCWzVMWfOPGbOnMOqlasYGNzA0PAQxWIHM2Z00t7ezowZXViboLRieHiYefPmMTw8zIaNG5k/dz5F3U6xrUihGE4SVqx4kpHqEMX2Npx1dHR0ALB27Vra2zvp7u4Opwpas379egaHB9FRgWKxwMhIhUULF+K8Y2R4mFUrVzKjqytMjIkMxWKRwaFBFi7oYcO6DYCia+Zstl7Yg2eI1atXYmtteBxajVAdqELBELW30d7WjlGaxCVhykyS4IFatRr+kFRGmDVrJovfcZQsYoVpS09v37bA9oTetNs0PbZu+tg+xm+7gTApciWwnNDualn6eAS4Ly6Xhsf4PccU8d3W813pRSdMKHG5tIpgZDc+9XtpjlfzonYR0AV0P8PHLp7ZaC0h3D8IDDV93vz1KmAp4YR1KfB4qq/1GRlhXlcXhUU9DPT3k1QtVaVp6+hgaGgYax3KaJwHrxIGBjdSbCtgIkdbu6F9xiys1ViXUEuqDAxuYnhkBGM0nR0drF+/lpGREZSCTZvW4xLPnNlzmBl1M1IZoFobotimaO/QaBUxNNSPx1NsU3R1tjN39kwqlSpr1qzGVkfobG+jamtUR2p0trdTqw7T2dmJcUW2WjA/9DI0hsRaIuXxlWE2rV2VhqEctUHF2jUer0ZYsyamvTiHtvYCnTPa6Cp0sGFogHAgYOnv34SzCYViEa1N6HmoFQqPoUZ1ZCDvf3qCkCtp4dOzFj+lftwFdKSPzs18LAJVwub/mR4DwOqnjnCdlIjvtpzvyiJWaBnicmk9ofH/rc/1NWnFbraw9aSL1FYJP40XwwODGOMZ2NTP0OAAs7pm46wlSRwKjU0ctmYpFApUK1UUhuGhEapJQrVao1AoEApIPbVajYGBAZIkob2zje7uGQAkgzWKxSLDlSGKph0dKQaG+rE2ISoY2tqL9PcPUK1W6e/vZ86c2SSJZc2a1SRJjWq1RrVaYf7CBazfsI62QoSPQvdDhQsVslqhIo1NEqqVKh3tHThnWbRoAQpNpVKlljiU8nhv6ZjRTueMTlauWEX3rC4Sa9A1QxVHxdUoJkWcSzCRwTqL1gqUxybhnouFAjap5frPThAmA6kfr89bRyshvtt6viuLWGFSk1akbkgf04YExcjICAkeU2yjvbsbpwwbN21kxowuFi2cSaVWZdasWaxZs5LKSI1ZsxbAxg20FztAQZJAR2cHSa0G9NPZYejs7kJHBebMnk01CQUAs7vnkVQT1qzfRFTQLFiwAFUoMtg/iPYz6OqcSWVY0RbNpmtGkaVLn6C9S1Fs66J79gJ6Fm9D/113U0mqRFFEV3cXtWqNweEKCxYsoNCWMDQ0xIaVK+nonE33zA42blxPe1s7NSwDIxUWLZxHoaMTbxK23m4HBkeW0T+wibkLFjGyKcHh6OzqolKp0NbRSVtUoFqtUOzooFKpMDJUwytFV1c3lZHnNGFSEARhFOK7ree7khMrCJOQ6p8f8tp48FUiY7A1h6EAPkxbiYoFILRl0TgS68BpTBThfA3vLLrQFr5ORwkWCgUsjlpSSwsDIpI0pylxLuywjSaKNEp5XMWhVYSt1UK7FQ/aaGzI88fZtIdi6ISdJvwrtAKlTSh+qBcVJPV+hMViRGIrWOswOsJ7hdERGI1jGGcTlO5CKSiYhNqgo+IS2meEwUY+cWBtfdRi1uYl/c1hraPjsJLkxAqCsEWI77ae78pJrPCcUUoVgM8QJseE4cjwae/9NbkKm4aYqBj68bmIWuIw2mDTSSnaFElsMC6PooZHF9I+fyi812AUaIXzCq80plAgcQ6vIkxbEYUDo9EYEusoaE3BpHO002sbE6bS6EKEUQpnLRqFUklo+G001pswYjFtBp61Z/HeExkV2sTgiYpROlZRgXMUVREiVW/zEuaSK7wz1NIm4m1tbXgPhQ5HhMX5ENLzCkwx3K+1Fh01xjJ6OlHieoIgPA/Ed1vPd8XOhS3hy4SZ3q/y3m9USh0B/F4ptaf3/uGctU0rsikuqnlGNdkUmKaRgWkPQnyYxJI1sQbC9Jf0Op60dYoKYxGVVvVNtK73LEz7FXowURRGHtqQA+aBgjE4H0YomigCrcGqupkC9Uku9Qk0PjQA1+nQbUVorO1sOj881Y0PZqqUwkTpuEYf9lG+/jPgsGgV1d8n3GbT3O+mrwVBELYE8d3W8139939EEECFkR0fBX7qvd8I4L2/HHgMOClHadOSrMF1NgkmfRJ0eCij659nZpMZjFIKpcPcbIsPO//IQGRSo6LewFobg4kiVKRBa5TWeK2w3oVr4sPpAuF0QBF0eaXwKkylCcbbMNKsv2HdoDNDTx8Oj0/1kd6H80GrC8PE0/vT4We9x2iNNo2xh/VRiUo97aMsYgVBeD6I77ae78pJrPBcmUdoqbLyKc8vJ4ycFSaQ+rQX5+pZR6gwChAyg3JhlGHTqMDmKTHZK1VqkjYNS2ml6jt7rQxaR8FgQ6yssQMn5JSgVBo6UqG1TGp+Ch+MPWzs6+89ysxUpjX92juU0mEWeHpvo/L2lQp5YKnZhrOMcJ3sF5GdNph0wkzjNAP8ZmaTC4IgPBfEd1vPd6WwS3hOqPBfwCbga977LzU9fy/Q472fk5s4QRAEQRCmHXIkITwnfNjt/C9wglJqOwCl1DsJ07fMs71WEARBEARhrJGTWOE5k+bFfgJ4EyGQcAtQAI7x3m+fozRBEARBEKYZsogVXhBKqZ8B87z3R+etRRAEQRCE6YOkEwjPGaXUnkqpeU1fK+BA4Pz8VAmCIAiCMB2RRaywJXwA+FjT1/8CrAJ+mY8cQRAEQRCmK9JiS9gSbgY+p5Q6EqgAdwNHeu9tvrIEQRAEQZhuSE6sIAiCIAiCMOmQdAJBEARBEARh0vH/260DEgAAAABB/1+3I9AVSiwAADsSCwDAjsQCALAjsQAA7EgsAAA7EgsAwI7EAgCwI7EAAOxILAAAOwEL2pu34kJ+FgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(2*SUBPLOT_WIDTH, SUBPLOT_WIDTH), squeeze=True)\n", "answer_pie_for_query(axs[0], df.country.isin(['Germany', 'Netherlands']), 'd', 'Germany and the Netherlands')\n", "answer_pie_for_query(axs[1], ~df.country.isin(['Germany', 'Netherlands']), 'd', 'All other countries')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.600009\n", " Iterations 7\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: d_correct No. Observations: 2119
Model: Logit Df Residuals: 2116
Method: MLE Df Model: 2
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.01537
Time: 16:58:09 Log-Likelihood: -1271.4
converged: True LL-Null: -1291.3
LLR p-value: 2.392e-09
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept -0.7957 0.048 -16.513 0.000 -0.890 -0.701
country == \"Germany\"[T.True] -2.2488 0.593 -3.793 0.000 -3.411 -1.087
country == \"Netherlands\"[T.True] -1.4816 0.527 -2.810 0.005 -2.515 -0.448
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: d_correct No. Observations: 2119\n", "Model: Logit Df Residuals: 2116\n", "Method: MLE Df Model: 2\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.01537\n", "Time: 16:58:09 Log-Likelihood: -1271.4\n", "converged: True LL-Null: -1291.3\n", " LLR p-value: 2.392e-09\n", "====================================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------------\n", "Intercept -0.7957 0.048 -16.513 0.000 -0.890 -0.701\n", "country == \"Germany\"[T.True] -2.2488 0.593 -3.793 0.000 -3.411 -1.087\n", "country == \"Netherlands\"[T.True] -1.4816 0.527 -2.810 0.005 -2.515 -0.448\n", "====================================================================================================\n", "\"\"\"" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = sm.Logit.from_formula('d_correct ~ (country == \"Germany\") + (country == \"Netherlands\")', data=df).fit()\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Average score by country or region" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def categories_chart(ax, data, color=None):\n", " \"\"\"Plots a horizontal bar chart using the given `data`, which \n", " should be a list of `(country, mean, (upper, lower), nobs)`\n", " tuples. `color` is passed to matplotlib.\"\"\"\n", " \n", " data.sort(key=lambda x: x[1], reverse=True)\n", " categories, means, confints, ns = zip(*data)\n", " errors = [[], []]\n", " for mean, (lower, upper) in zip(means, confints):\n", " errors[0].append(mean - lower)\n", " errors[1].append(upper - mean)\n", " ax.barh(categories, means, xerr=errors, color=color)\n", " ax.set_xlim((0, 6))\n", " ax.set_axisbelow(True)\n", " ax.xaxis.grid()\n", " ax.invert_yaxis()\n", " for i, (mean, n) in enumerate(zip(means, ns)):\n", " ax.text(mean-1, i, \"%.2f\" % mean, va='center', ha='right', color='white')\n", " ax.text(5.9, i, str(int(n)), va='center', ha='right')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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GPFVxevly4HNVzS7eoarviMhfKzGnE3EZ8CEw3P3ylBGTCKQDqOr/jtWYqq4F+vkzQWNqipCwILpd3oJPn08hOPT4Y4h68VEc2JfPOd0b0rrrWQSHBLFnWw7fzdpIXs5v72sj64Qx4KZziYoJp7CgiE0rd5H69TZUK7I3pipRVd58802mT5/u13ar4kg3H+hdejpVVS/23XanXb8Wke9FJFVEnhCREPfYfSKSLiIedzvGncpVEUly992FM8rt6B7ziIjv25wgEfmXe421IvK7cuY/HJgMTAeuFpFwn5zbFOcETHSv2VVE5ohIlnu9f7vXLBKR20rn7bYTJyJTRSRFRBa40+9XuseCReQF9+fiEZElIjKonLkbU610G9ScNQu2cXB/frniwyNDqdsoivhWZzDruRQ+Gb+C8FohDB7biaCg3+4G7fs1l+9mbWTG+BXMf2ct5/VpQs+hrSuqG6YKmj9/PrGxsZx//vl+bbcqjnRfAV4H1orIa8BH7mjPS0QaAF8Co1T1LRGJBhYCRcB9qvqYiITiTB+jqvuAJBHxvk9V1adFJApIcqd5SxsIXKyq94jI3928jrlSQ0TqAK1VdbmIvAvcCPwf8LF7zXU+edyuqh731MvcYjwM6KGqm0XkeSBFVV/wzdv1MfCTqnZ0rzsaGOXuDwX+ALRX1WwRaQ0sFZELVDXtWPkbU53Ub1KbuGZ1WDS9/H+ttUgJDgli6Web0CJFge8+3ch1/7yIJufWZfPqPQD899+rvOdk78ljxeeb6XPd2Xw3ayOHDhYc8xoTZ409qf5UJdPWxvq1vaysLGJj/dvm8ZReEHWiJk+ezJ///Gf/JOOjyo10VfUNnCnmbcAjwE/uaK2nT9jfgYPA2+452cB/gLEiUstPqfzgU+y/ARJE5IzjnHMlboEFvnb7MPwErvmVqm4GUNVRqrqgdICI9AEuBp722f0aMMd9fQjoWTw9r6rrgZ+AS8q6oIiMdBd1LTuBPI2pdInt6xMSGswVYzpxxdhODLjxXAB6DmnFFWM7ERsXecQ5OZmHnO9Zed592Xud13XqHf1Xx77duUiQUKe+v369mKosOzub//73vwwffiK/vsunKo50UdVZwCwRaYKzqOp24CsRae+OFtsBP6uWuMOSBkQALYHVfkhju8/r/e73OkDmMc4ZDtzq9qFIRD4A/iYisapanpUav5Qjph2gwM/FO1T1APAv97WKSF8R+RPOqLcQOAc4q6zGVPUVnFE8CQ3a2B0rU20sm53Ostnp3u3oehFc/9jFLJi24ajP6W7f4PzzjYoJJ3uPU2wjo8MAyMl0thu3OYOQ8GDSV+32nlc7NrxEzLHcPmjCiXemivH3Zy97PB6SkpL82mZF+vDDD+nfvz/16tXze9tVbqQrIt7ioKq/qOozQFd312Un0FSJAiIiwSeYypEPcUGZjwC57TcELgBeK75HjLN6ORy4+hSueUJEZAjO9PyDqtrTnTpP4Ri5G1NTdRvUnOQHuhIc4vyqy0jbx/a0LDpc0sQb06FfEzJ3HGDLGmf1c+264XTqn0CIuzArLCKYDpc0IW3Fr+Rm20MEp4OKmlqGqjnSnSoiyaq6o3iHqm4XkRyg+CNiUoGbRER8RrstgDycES84j9pE+7QbX8a1iopfuI/6iKoeOsm8k3EK3Qu+O0XkR5wR8Gsn2W5pqTgFtAXOo0S497RvVtUJQC9gm6ou9DknzE/XNqZK6jGkFXHN6gDO9HLWr7l8/moqwaFBhIQFl3jLOeel1fQa2ppr7u1CweFCDmQdYtZzKRQWOL8Otq7NpEGTaK4Y24mCw0WERYSwdV0m33+2qTK6ZvwoPz+fAQMGkJXlzIQkJyfTqFEjPv74Y29MWloav/zyC/3796+QHKpi0QW4T0TGqGoBgPsBFkHA5+7xScBonGL2jojUxpnWnaCqxQ/gpQCPiMgZqpoJXFvGdX4F6rqvx+IU6hdPMudrgLJWCb8DPCoijVV160m27aWq80VkMXAXcJO7ezS/TR//CNwiIueo6k/uiuwOwBenem1jqqqF0zaUuX/x9DQWl1polZdzmC9eX3PUtnIyD7Hgw7LbM9VbWFjYcRdYtWzZks2bN1dYDlVuehmYADQEFrvTtN/i3NcdoKq/AKjqLmAAMFJEvgeW4HygxUPFjajqPGAKsEREPsNZTATOozrF070fAQdEZJHb3lQReQG4FLhURJ4SkTbAVDd+qoiU/Lw4QETmAudRajQrIn1xirEAn4vI6FKPDE1146YBHYERIvKFz/ntS8UX530lUFucT7NagPPc713usVdx7tF+7ub1D5zR/wgRGXfkj9sYY0ygiNrT3saV0KCN3nPVfyo7DWNMJTvdF1KdCI/HQ58+fZar6gXlia+KI11jjDGmRrKia4wxxgSIFV1jjDEmQKzoGmOMMQFSVR8ZMpWgVl3/L6CoSmr6Yo6a2jew/pmaw0a6xhhjTIBY0TXGGGMCxIquMcYYEyBWdI0xxpgAsaJrjDHGBIitXjZeuXvhxVvmVXYaFWrN1Jrbv5rcN7D+BVJNfoqhstlI1xhjjAkQK7rGGGNMgFjRNcYYYwLEiq4xxhgTILaQyhhTI7RPiqdXchtmTFjB9vVZx4w9t2cjWnWJQ0SIig1n+4Ys5r310xFxkTFhDHv4Qjam7GLem0ceN1XDN998w8SJE9m7dy+FhYVkZWVx0003MXr0aACmTJnCk08+yVlnnVXivJkzZxITEwPA2WeffcTxjIwMIiIiWLlypd9yDVjRFZEewKNAb2Ad8IGqPuQeuwh4ArgQWALcoKqbytnuJ8DXqvqsu50IjFDVh08x39eAgcBcVR1xjLgGwGPAeUAeEAXsAN5X1fdOJSd/9cWYmi4yJoxO/ZuWK7bTgAQatoxl1vMpFBUo9eJrM2h0xzJjew5tjRapP1M1FeC9996jY8eOPPjggwCsXLmSzp0706JFCwYOHAjAuHHjGDFixFHbOOuss/B4PCX2/elPf6JNmzZ+zTVg08uqulBVk9zNJ4sLrnvsW/fYDlVNKm/BdW3CKXLFEoGHyg4tP1W9CZhbjtAPcX6OF7t9uAjYBvzZDzmd7HnGnFZ6DW3N8rnpx40Ljwqh68BmLPpoA0UFTjHdsy2Hua+kHhGb2L4eRYXKnm05/k7X+NmoUaMYM2aMd7tDhw7ExsaSlpZW7jYmT55cYjsnJ4dPPvnkmIX6ZFT7e7qqOkZV36+Ma4tIDJAEfKyqRW4+BcBTlHwjYIypIMXFccuPe48b27RdffJzC9j3a26J/RlpJaejQ8KC6HZ5CxZN2+DXXE3FaNu2LdHR0QAUFRXx6quvEh4ezpAhQ8rdRrNmzUpsT5s2jR49etCoUSO/5lpli66IPCEi6SLiEZG7ROQrEUkTket9YsYXx7jb/YGJ7muP+zXY3Y4SkZdF5Ad3/ywRaVbqmg+IyGYR+VpEJgDBx0nzMKDA73x3qupGVb2uHDndIiLfich8EfleRO4TETnVvohIZ7cPHhFZLCJviEjJmxXG1ADFxXFhOYtjvfgoDuzL55zuDbl8TCeuvOt8eg9rQ0Tt0BJx3QY1J/WbbRzcn18RaZsK8uijj9KoUSOeffZZZs+eTXx8vPfYZ599Rt++fenRowdXX30133///THbmjx5Mn/+85+PGXMyqmzRVdV/AFOA84EVqnoJMBb4t4hEuzF3uDHF53wJ3O6+TnK/ZriHXwLOAC5wp4HnA1+KSCiAiCQDdwJ9VLU38AFwxXFyPAi8A4wSkSUicrOInFkq5lg5XQ+MVNU+OCPma4A/nmpf3JzedI/1xJmmPvtYfTGmOuo2qDlrFpS/OIZHhlK3URTxrc5g1nMpfDJ+BeG1Qhg8thNBQQJA/Sa1OTOxDmsWbKvI1E0FuP/++8nIyOC+++6jd+/eLF68GIC4uDhatmzJ7NmzWbhwIYMHD+aiiy5iyZIlZbbz888/s27dOgYNGuT3HKvD6uVfVfUr97UHZ6FSS+CH8jbgjgKH49x3LXR3vwpMAC4DZgGjgFmquhFAVb8TkZRyNH8DkAL8DXgF+I+7uOt2Vd16nHOTVXWLe70DIjLbzeetU+xLPNDUbbdQRP4C7ClHX4ypNuo3qU1cszosml7++3ZapASHBLH0s01okaLAd59u5Lp/XkSTc+uyOXUPva9tg+fddc4cVg00cdbY48ZMWxt7zOOlFxxVJSLC8OHDmTp1KuPGjeObb77hsssu47LLLvPGDB8+nJdeeoknn3ySTz755Ig2pkyZwvDhwwkNDT3i2KmqjKKrgJTe6U6rFpURv93ndbb7vc4JXrOde80JIuL7ljgdqO++Pgf4X6nzthyvYbfwTXDb7ogzer0V6CAibVX18DFObyIiL7g5HMYZkR5vEVl5+vIP4FkRGQK8D7yhqmXe8BKRkcBIgCb1Wx/n0sZUHYnt6xMSGswVYzoBEBziTNz1HNKKQ7kFeN5dR9bOgyXOyck85HzPyvPuy97rvK5TrxZnxEUSERVKz6GtvMfrN67NGXGRXDG2ExtTdrFq3vHeS5tAy8/PJywsrMS+tm3b8tprrx31nBYtWrBs2bIj9qsqb7/9Np999pnf84TKKbrZQHQZ+2OA/WXsLx7NoapafMvzJK/9J1U9kZURx32vKyJnqeoON78UIEVEvsVZ1Xwuzii4rPOaAl8C/1TVJ919D+NMM5fHUfuiqv8WkenAdcBNwN0i0k9Vvysj9hWcEToJDdrU0Pf2piZaNjudZbPTvdvR9SK4/rGLWTBtw1Gf092+IROAqJhwsvc4xTYy2vllnZOZR+aOg7z7UMkpxyvGdmL/nrwa85zu7YMmHDemuv2HB+effz6rVq3CrQ8AbN++3XtP9x//+AcPPPAAkZGR3uPbtm0jISHhiLbmzZtHXFwc7dq1q5BcK+OebirQvoz97YEf/dC+d7QsIkEiEuVeU4ESD1yJyP3u6BTgJ6B5qbaO/BM5kqeMfevc78XPGpSV0wVALZx7x8VKvlU7yb6IyNWqulNVx+P8XFNxCrAxp5Vug5qT/EBX7yg4I20f29Oy6HBJE29Mh35NyNxxgC1rjr/62VRN2dnZTJo0ybu9fPlyPvroI2688UYAvv32W15//XXv8a+//pp58+bx17/+9Yi2KmoBVbHKKLqvA8ki0r14h4icATwCvOGH9n9126wLdAWmuM/9vgvcJSK13OMX4BSi4revzwN/EJHm7vEuQLdyXK+NuwiruC+hwN+B5cDPR8sJWItTPC9xj0UAl/qpL6+WWq0cAqwvR1+MqZZ6DGnFgBvPBZzp5d/d7IxSgkODCAkLLjE3Nuel1URGh3HNvV248q7O1I4NZ9ZzKRQWlLy7ldC2LleM7UT9xrVp6r5ukFDWJJ2pbI8//jgzZszgoosuokePHowcOZLx48czatQowPlgjLlz59KrVy969OjBPffcwwcffOD94Ixi+/fvZ+7cuVx77bUVlquoBn5GUUT+CtyC809hP84U8r9VdapPzH3AzUAszuKg24CZOJ9otRIYB/QHrnJjFqrqQPfcN4EOOJ8QNUZVvxWRSGA80BfnPvFB4A5VXetzzfvda6bjFLAYoA8wR1VvOEpf7gD+D2eUWoiz0Gsl8ICqbveJKyunv7j92IrzXK8A/XA+BSv5ZPsiIo8DA3Cm8msD3wB3+yy8KlNCgzZ6z1X/OVaIMeY04O/pZY/HQ1JSkl/brCo8Hg99+vRZrqoXlCe+UoquqZqs6BpjwIruiTjRoltln9M1xhhjahorusYYY0yAWNE1xhhjAsSKrjHGGBMgVnSNMcaYAKkOn71sAqRW3er3STQnoqavoKypfQPrn6k5bKRrjDHGBIgVXWOMMSZArOgaY4wxAWJF1xhjjAkQK7rGGGNMgNjqZeOVuxdevGVeZadRodZMrbn9q8l9A+tfoNTkJxiqAhvpGmOMMQFiRdcYY4wJECu6xhhjTIDYPV1jTLXXPimeXsltmDFhBdvXZx0z9tyejWjVJQ4RISo2nO0bspj31k8AhEeFcMGlicQ1j6GwoIiIqFD2bM1h4UcbyMs5HIiumAp06NAhxo0bx/z584mJiSEvL49x48YxePDgI2LvvPNOxo8fz6ZNm0hMTPRbDlZ0jTHVWmRMGJ29H66hAAAgAElEQVT6Ny1XbKcBCTRsGcus51MoKlDqxddm0OiO3uOxZ0bS+Jwz+PjpFRw+VEhQiHDFmM70HtaGz19JragumAB59NFHmTlzJitXriQ6OpoffviBCy+8kKVLl9KhQwdvXEpKCm+++WaF5FAtppdFpJmIeEQkT0TS3ddLRWSTiLwrIg0CnM9kEdkhIlNOoY2rRSRFRNRPOfUWkSUioiKS6I82jakOeg1tzfK56ceNC48KoevAZiz6aANFBc4/uz3bcpjrU0wzMw7w+atrOHyoEICiAmXnxn3ENqhVIbmbwEpJSaFLly5ER0cD0KlTJ2JiYpg377eV40VFRfztb3/joYceqpAcqkXRVdVNqpoE7ACmqGqSqnYFegGXAZMCnM8NwNxTbOMj4Hb/ZASq+jWQ7K/2jKkOEtvXo6hQ2fLj3uPGNm1Xn/zcAvb9mltif0bab9PR+XmFZO086N2OjYukWccGrPJs9V/SptJcddVVLFiwgK1bnT/Pzz//nF27dhEXF+eNmTRpEj179qRdu3YVkkO1nl5W1V9ExAP0q+xcjDGBFRIWRLfLW/Dp8ykEhx5//FAvPooD+/I5p3tDWnc9i+CQIPZsy+G7WRuPuF/bICGaS/50DnXq12LJzJ/5aVFGRXXDBNCIESM4ePAg7dq1o2HDhqxfv54hQ4ZwzTXXALBt2zZef/11vv32W5YuXVohOVSLke5xhAJFACKSICIfisi3IvKNiPxPRNoWB4rIEz7T03eJyFcikiYi1/s2KCJtRGSRiKwWkS9EZKQ7bbtERHqXlYSInCcis0VkgYgsFJEZItK4VMxFIrJSRJaLyEygdRnttBSROSLyndvOJBGJ8jk+TES+F5H5bj+fKCOdbu71fxSR90Uk/IR+osZUA90GNWfNgm0c3J9frvjwyFDqNooivtUZzHouhU/GryC8VgiDx3YiKEhKxO7aks3UR5Yy9ZGlnNsznu5Xt6yILpgAe+2113j88cdZtmwZP/30k/eeblCQUwpvu+02nnjiCSIjIyssh2o90hWRC4BLgKfdXW1x3khcrKoqIn8EZojIuapaoKr/EJFDwB3AI6r6tIgMAt4TkRmqmi0iQcAM4CtVvU1EgoFpbvvJqpp+lHQuBtaq6lg3tweAt4C+7nZt4FPgCVUdLyKRwJxS/QnDmbaeqKqT3Gt/CPwHuF5EGrlttlbVje697LXAP0rl0ltVB4tIBLABGAZMLv9P1piqrX6T2sQ1q8Oi6WnlPkeLlOCQIJZ+tgktUhT47tONXPfPi2hybl02r95zxDn7d+fy3ayNXHpzO1Z7trF/d+6RDVcRE2eN9Us709bG+qUdj8fjl3b8RVW5++67GT16NC1bOm+izjvvPEaNGsXBgwc577zzCAkJ4fe//32F5lEdi+4IEUkCooFzganAU+6xhcBSVS1enPQhTpFqAazzaeNXVf3Kfe0BooCWwA84U9XnAH8AUNVCEXkROHJNeUkfAL5zVB8C/09EaqlqLk7hi8YpoKjqQRF5C+e+dLFhwFk+MYUi8gbwqYiMAuKAYCAR2Kiqu0SkrL8h77vn54nI90DHMmIAEJGRwEiAJvWPGHgbUyUltq9PSGgwV4zpBEBwiDNS6TmkFYdyC/C8u67EvVmAnMxDzvesPO++7L3O6zr1nIVSEiSoKvgsb8zMOIAECXUbRlbpomuObdeuXWRmZh7x+E+zZs2YPn06v/zyC+np6SQlJQGQleXc609OTiYiIoKZM2cSExNzynlUx6I7RVUfBu/ocTKwUkTOB/KB0SLSF2fKufifzlmULLrbfV5nu9/ruN/Pcc/b7BOzpRx5BQGPiEhXoAAIBwQ4023rHGCnqvr+Jijdbnu3na9EvNNd4W5cIyAFeBv4n3sveyrwbhm5+PZvv0/fjqCqrwCvACQ0aOOXldTGVLRls9NZNjvdux1dL4LrH7uYBdM2HPU53e0bMgGIigkne49TbCOjwwDIyXS2L/h9Inu35/Dzil3e86JinLszOVmH/N4Pf7p90AS/tFNTP3u5fv36hIeHk5FR8v58RkYGkZGRvPzyyyX2ezwe+vTpw9SpU/36nG61vqerqjnAv3BGskOBZ4A/AUNUtbe74hmc4uer0KcNPUpMiUuVI523gO7AZaram99WEp9ou5nu6uzir4tUNVFVf1TH9TjFeTnwGJAiIqXngwpLbR8rB2NqpG6DmpP8QFfvKDgjbR/b07LocEkTb0yHfk3I3HGALWt+W/3cPqkxoeHBgLNY6/zfJ7IzfT97th0IbAeMXwUFBfGnP/2JN954g717nT/vFStW8NVXX3kXUgVCdRzpllbgfg/Bmar9WlV3gPce6Yn6CadIJQLFN4wSynFeL2CCqu53t0tf+ycgTkQifUa7pdtdjTNSj1XVLAD3vu4bwF+AekCCqn4L3CUiTwObcO5rTy9n/4ypUXoMaUVcM2cyp+eQVmT9msvnr6YSHBpESFhwibecc15aTa+hrbnm3i4UHC7kQNYhZj2XQmFBEQBpy3cSfUY4g+/ozOFDhYSGB7NrSzbfzdqIFtlEUHX37LPP8vDDD9OvXz8iIyPJzs7mX//6F6NGjSoRl5yczNq1a72vu3TpwgsvvOCXHKp10XUXPd0E5AFfAb2BC0UkSlUPcPz7sGX5H06BHA0UL6S6sRzn/Qj0FpEQVS0o49rvAY8DfwWeEZFaZbT7HnA/cC9wt7vvr0C4e3+2FfBPEenrXiMI51fKhhPtpDE1xcJpZf/1Xzw9jcWlFlrl5Rzmi9fXHLWtzIyDzHt7rV/zM1VHZGQkTz311HHjpk6dWmE5VIvp5eJPpMK5NzvCfeTnG5yRYXtgkKquA8YCPwOr3UdyznabmCgil4rIfcAIoKOIvCUiMW673hhVLcIpmJ1FZDXOiuPZbsxhN5/JwKXApSLymnvszziLnNaIyCdAXXf/VBHp6E6F/wH4o4iswBmZfuS25xGRNqqaD/wOOFdEUkVkPs4iqJFuW2vd/n3r5v0p8DdVXeXe057qc8227uNExXlOPJmfvTHGGP+R325pmmIi0kBVd/lsXwzMAyLdolwjJTRoo/dc9Z/KTsMYU4kqYiGVx+PxrgquadwFV8tV9YLyxFeLkW4l+FRE2oB3CvtW4P2aXHCNMcZUvGp9T7cCfQi8LyL7gFo4z+/eU7kpGWOMqe6s6JZBVScA/nnozRhjjHHZ9LIxxhgTIDbSNV616tbcT6OBmr+Yo6b2Dax/puawka4xxhgTIFZ0jTHGmACxomuMMcYEiBVdY4wxJkCs6BpjjDEBYquXjVfuXnjxlnmVnUaFWjO15vavJvcNrH+BUpOfYKgKbKRrjDHGBIgVXWOMMSZArOgaY4wxAWJF1xhjjAkQW0hljKn22ifF0yu5DTMmrGD7+qxjxp7bsxGtusQhIkTFhrN9Qxbz3voJgDr1I+jQL4H68bUBCAkLYs2C7fy4cHuF98EERn5+Pg8++CDPPPMMaWlpJCYmlji+atUq7r33Xg4ePEhGRgZ169bl5Zdfpl27dn65vhXdchCRjsBE4ELgINBEVQ+UETcSeBlYCbyrqk/74dorgEdV9eNTbcuYmigyJoxO/ZuWK7bTgAQatoxl1vMpFBUo9eJrM2h0R+/xdr0bE103gpkTf6Co0Dl+9bjz0SLlp8UZFdUFEyDp6elce+21tG7dmsLCwiOOr1+/nkGDBjF79mzatm1Lfn4+vXv3Jj093W9F16aXy0FVU1Q1CdgB1Ab+XDpGRAT4u7t5uz8Krms9sNdPbRlT4/Qa2prlc9OPGxceFULXgc1Y9NEGigoUgD3bcpj7Sqo3Jiczjx++2EJR4W/Ht67NpHXXuArJ3QRWTk4Ob7/9NjfccEOZx++//36GDRtG27ZtAQgLC2PKlCl07drVbznYSPfEfQDcLiL/VlXft0r/B6QA7f15MVVN9md7xtQkie3rUVSobPnx+O9Lm7arT35uAft+zS2xPyPtt+noVfO2HnFeweEiwmrZr8qaoHi0unXrkX/O+fn5fPrpp8yYMaPE/jZt2vg1BxvpnrjxQHPgylL7/w68WDpYRH4nIt+JyEIRWSwifxdHjLutIrJWRJqJyDgRyRSRb93td0Vkh4hMKdXmWBFZJSILRGSFiDwhIrXcYyHudqqIfC8i34hIlwr6WRhTaULCguh2eQsWTttQrvh68VEc2JfPOd0bcvmYTlx51/n0HtaGiNqhxzwvLrEOPy//1R8pmyosLS2NvLw89u7dy+DBg+nevTu///3vmT9/vl+vY0X3BKlqCvAVcEfxPhE5H9gG7PSNFZGzgY+BW1W1BzDQPe8GVd2nqhcDnwH7gC3AHOBrVb1IVTep6nBgbqk2RwJjgQGq2hMYDNwKFM9//RP4PXCRqnYBXge+FJEGfvwxGFPpug1qzpoF2zi4P79c8eGRodRtFEV8qzOY9VwKn4xfQXitEAaP7URQkJR5zjndG5KXc5jUr7f5M3VTBWVmZgJw7733Mn78eBYtWsQtt9xCv379WLRokd+uY3MmJ2c8MFtEeqjqQpwi+HgZceOABaq6AkBV94rIRzij4jfcmFuAH4GHgCRg+HGufR/wtqrucNvcLCIPATnuaHcMzj3lbDf+LeAJ4G/AwyfRV2OqnPpNahPXrA6LpqeV+xwtUoJDglj62Sa0SFHgu083ct0/L6LJuXXZvHrPEdfoPKCps6iqSP3cgyNNnDW2wq9RHtPWxvq9zaysLGJjT6xdj8fj9zyOJTg4GIA//vGPNG/eHIBBgwbRrVs3nn32Wbp37+6X61jRPTlzcQrlnSKyGYhR1TUiklgqrj3QUEQ8PvtigODiDVXdJiJ34ax6vktVfznaRUUkGkgASvymUdXn3OPtgQjf46qqIrKRo9xrdkfOIwGa1G999B4bU4Uktq9PSGgwV4zpBEBwiDNp13NIKw7lFuB5dx1ZOw+WOCcn85DzPSvPuy97r/O6Tr1aJWJj4yLpN6Its19a5T3P1GyNGzcu8b1Y06ZNWb9+vd+uY0X3JLiFbALwCqDA88cIn+9OEx/LD0A+8DvgGf9kWT6q+gpOP0ho0Kbi384b4wfLZqezbHa6dzu6XgTXP3YxC6ZtOOpzuts3ONOHUTHhZO9xim1kdBjgrFr2tlU3gktHtuN/U34kM8Mp3G17NKrwZ3VvHzShQtsvr4r4Dw88Hg9JSUl+b9efGjduTPPmzcnIKPlo2M6dO0lISPDbdeye7sl7B9gFtFDVL44SsxoosfRNRFqLyOM+26HAU0Bv4GIRufFoF3SnjLcALUu1+UcRaY4zws3zPe4+ytTczcWY00a3Qc1JfqCrdxSckbaP7WlZdLikiTemQ78mZO44wJY1zurnyDphDLq9Iz8u2o6I0CAhmgYJ0Zx9UcNK6YMJrHHjxvHWW2+xZ49zq2H58uUsWLCA2267zW/XsJHuSVLVQyKSDBzxIRk+ngRWicjvVXW2iITgLHTy+MTcC7yhqktE5H5gvIjMUdWjva1+DHhQRJ5T1R0i0gbnXm17Vc0VkWeBW0XkXVXNAa4DIiljZbUxNUGPIa2Ia1YHcKaXs37N5fNXUwkODSIkLBh81kjNeWk1vYa25pp7u1BwuJADWYeY9VwKhQVFAHQd1JzYMyPpeU3JWy3795R8zMhUT/n5+QwYMICsLGc2JDk5mUaNGvHxx85nD918883k5OTQt29f6tSpQ1FREdOnT6dvX/+N/kXVZhSPR0SaAZNxPpFqCXC3qi4tFTMIp4B2w/lEqtdUdZKI9Oe3RVaHgE9V9V/uOZ8BfYEPVPUGEfkQGAL8DDyI8+zvJe65n6nqTe55Y4EbgEygAOde8HL3WAjwCPAHINf9ukNVvz9ePxMatNF7rvrPif54jDE1yOk6vXyyPB4Pffr0Wa6qF5Qn3ka65aCqm3BWFh8rZhYwq4z9XwJfHuWcgaW2rykV8t5RzpsAlHkDSFULgH+4X8YYY6oQu6drjDHGBIgVXWOMMSZArOgaY4wxAWJF1xhjjAkQK7rGGGNMgNjqZeNVq27FPC5QVdT0xxZqat/A+mdqDhvpGmOMMQFiRdcYY4wJECu6xhhjTIBY0TXGGGMCxIquMcYYEyC2etl45e6FF2+ZV9lpVKg1U2tu/2py38D65281+UmFqsxGusYYY0yAWNE1xhhjAsSKrjHGGBMgdk/XGFNttE+Kp1dyG2ZMWMH29VlHjRv2cDcO7s8vsW9jyi5WzdsKQFCIcMFlicS3OYOigiLCI0PJ3pvH4ulp7NuVW6F9MJXjm2++YeLEiezdu5fCwkKysrK46aabGD16tDdm8+bN3H333ezatYtdu3YRFhbGM888Q58+ffyWhxVdY0y1EBkTRqf+TcsVe3B/Pp9M+OGoxyMiQ2nbvREfPLaU3OzDIPC7m85lwE3nMu2JZf5K2VQh7733Hh07duTBBx8EYOXKlXTu3JkWLVowcOBAdu/eTd++fXn99ddJSkpCVbnmmmtYs2aNX4tujZ5eFpFmIuIRkTwRSReRl0+ynatFJEVE1N85nioRWSEiV1Z2HsZUtF5DW7N8brpf2so7cJjPXlzpFFwAhe0b9hHToJZf2jdVz6hRoxgzZox3u0OHDsTGxpKWlgbAU089Rbdu3byfgS0ijB8/noEDB/o1jxpddFV1k6omATuAKar6l5Ns5yPgdn/m5kfrgb2VnYQxFSmxfT2KCpUtP/rnr3pRobL7lxzvdlRsGGdfdJZ3+tnUPG3btiU6OhqAoqIiXn31VcLDwxkyZAgA06dPp1evXiXOSUhIIDEx0a952PRyNaeqyZWdgzEVKSQsiG6Xt+DT51MIDi3fOCEkLJi+fzybmDMjUVV++SmTlC+3UFhQVCIuKjaM3996HnUbRbHyq60s/e+miuiCqUIeffRRJk2aRN26dZk9ezbx8fEcOHCAjRs3UlhYyPDhw0lPTycyMpKRI0d6i7K/1OiRbllEZLKI7BCRt0TkXyLytYisE5HflYq7SERWishyEZkJtC6jrVYiMtuNWS0iL4tIlHust4gsEREVkaEiMkNEfhKR90UkvFQ7Y93p669F5BsR6etzrJ6IfCQii92p8v+KSDf32LtuX6b4xCeJyHw39lsRmSIisf79KRoTON0GNWfNgm1HLIw6lqydB0n9Zhszxq9g7supNG1Xj0tHtjsi7kBWPtOeWMZb9y6mYYsYLr35yBhTs9x///1kZGRw33330bt3bxYvXkxWVpb32B133MGiRYt47LHHuP7663nvvff8ev3TbqSrqje4RWoQcLGq3iMio4BXgKYAIlIb+BR4QlXHi0gkMMe3Hbdwfo4zbf1PEQkF/uu2M1xVvxaRZGAT0FtVB4tILWADMAyY7LZzI3Ar0FVVM0XkAmChiJynquuBR4CDqnqxG/9P4DLgO1Ud7ltwXZcCM1T1eRERN58JwJ/99CM0JmDqN6lNXLM6LJqedkLn/W/yj97XeQcOs3TWRi4f04n6jWuze2vOEfG52YdZOG0D19zbhfg2Z7BtXeYp534yJs4aG7BrTVsbuPfiDz/8cMCuVR4iwvDhw5k6dSrjxo3jww8/BGDgwIF07twZgK5duzJ48GAmTJjAsGHD/Hbt026k6+MHVV3rvvYACSJyhrs9DIgG/gOgqgeBt0qdPwxojFPQUNXD7utrRaRZqdj33ZhcYCnQ0efYA8DrqprpxiwDVgO3uMfjgbNEJMLdfg545xj9ehZ42W1LgY9winSZRGSkiCwTEVuyaaqcxPb1CQkN5ooxnbhibCcG3HguAD2HtOKKsZ2IjYssVzv7djuPAcWc6SyUEnG+fO3NOABA3YZRfsreVCX5+UfOlLRt25Y1a9bQoEEDwsPDady4cYnjTZs2ZdMm/95yOO1Guj62+7zOdr/XATKBc4CdbrEttqXU+e3cGN+3zWmAuMd8/6RKX6sOgIhE44yurxeRS31iartfAE8CnwCbReRDYLKqrjhGv8KBF0WkLZAPxAJnHS1YVV/BGQ2T0KBNlVudbU5vy2ans2x2unc7ul4E1z92MQumbTjqc7p1G0UR16wOPy3K8O6LinXu6GTvzQOgzYVnEVE7lJQvf/ktJsaJOZB1yN/dKLfbB00I2LUC+dnLHo8nYNc6mvPPP59Vq1YhPu+2tm/fTnx8PMHBwXTv3p2MjIwS5+zcuZOEhAS/5nE6j3QLfV4XFxspK7BUjD+uVfo6z6pqks/XOao6EkBVvwUSgbFAW2C5iPz9GNeaAzQA+rgrt6vqqmtj/KLboOYkP9CV4BDn11lE7VA6D2hKeJQzpggKEc7/XVN2bNzHrs3Z3vPadm9ERO1QJyZI6DaoGdl78vhlrT0MUBNlZ2czadIk7/by5cv56KOPuPHGGwG45557mDlzpndku3nzZmbMmMGoUaP8msfpPNI9lp+AOBGJ9Bntln67kwrcJiK1fUa7LXCKamp5LqKq2SKyGWjju19EBgORqvqu+3qWqr4LvCsiTwN/ASaVbk9E6uEU5mdUtfjtelh5cjGmqusxpBVxzeoAzvRy1q+5fP5qKsGhQYSEBXvfyu7ZmsPPK37lD3/vQMHhIkLDg9n9Sw7z3v4Jdd86b12bSYMm0Qwa1ZHDhwoJCQti/+5cZj73A4fzCo+SganOHn/8cV577TXee+89goODyc3NZfz48dx6660ADBgwgBdffJGrrrqKyMhICgoKePrpp7nhhhv8mocV3bK9BzwO/BV4xl0AdWMZMQ/gjCQfFZEQYAzwvqqeyE2AR4DHRWSSqqaLSF13X/Gd+9HAQZxFWwChOM/mlmUvsBPoKyJT3Hu6V5xALsZUWQunbShz/+LpaSz2WWh16GABS2ZuhJlHbysn8xALPiy7PVMzDRs27LgLosoTc6pq9PRy8SdS4dzTHOE+0vMCzgrfS0XkKRFpA0x1T5kqIh3dkesfgD+KyApgOs6CJNxHcdq4I8nfAd1FZDmQgnPf9y9u3Pml2m0rIk/4XHsigKq+DjwBzBaRhcAM4B5VXeWe+yrwkHvdxUAT4O/uNd71ae81t8hejXNPeaWIfAIU+OR91Hu7xhhjKp6o2toZ40ho0Ebvueo/lZ2GMSYAAr2QqvjjFWsaj8dDnz59lqvqBeWJr9EjXWOMMaYqsaJrjDHGBIgVXWOMMSZArOgaY4wxAWKPDBmvWnUDu7gi0Gr6Yo6a2jew/pmaw0a6xhhjTIBY0TXGGGMCxIquMcYYEyBWdI0xxpgAsaJrjDHGBIitXjZeuXvhxVvmVXYaFWrN1Jrbv5rcN7D++UNNfjqhurCRrjHGGBMgVnSNMcaYALGia4wxxgSIFV1jjDEmQGwhlTGmSmufFE+v5DbMmLCC7euzjhsfEhbEtQ91I3tPHp9M+KHEMRHofGlTEtrWA4GomHDSlu1kycyNFZW+CYDPPvuMf//73xw6dIgDBw5wxhln8K9//YvzzjvPG/Pwww/zySefEBsb691Xq1Yt5syZ492OjY2lY8eOJdretGkTHTt2ZObMmX7J9bQvuiLyOVBbVbv7ud1EYISqPuyn9kYDtwIRqpro7osANgBXqur3/riOMVVJZEwYnfo3PaFzuv2hOWERZf9q65XcGkSYMWEFKCS2r0eXgc2s6FZzI0aM4Pnnn2fYsGEAjBs3jksuuYTU1FTi4uK8cRMnTjzmZ1x37NgRj8dTYl/v3r0ZOnSo33I9raeXRSQOSAIuFpFmfm4+EXjIX42p6nPAk6V2HwbWAfv9dR1jqpJeQ1uzfG56uePrN6nNmYl1SF+1+4hjdRtGcfZFDVn8cRqosy999R4WfrjBT9maytKrVy9vwQW444472L17N1988cUJtTN58uQS2xs3biQ1NZUrr7zSL3nCaV50gWRgAlAEDDtObJWjqoWq2k9V11V2Lsb4W2L7ehQVKlt+3Fu+EwR6Jbfh6/fXFdfUEpp3asDurTkczisssT/j532nnqypVB9//HGJ7Vq1agFw6NChE2qnWbOSY68333yT5ORkIiIiTi1BH6d70R0KPAvMB4YX7xSRG0VkrYik++ybIyJ5IjLCZ19/EVkiIvNF5FsReV5EokSkPzDRjfG4X4NFZHRxuyJyvYj8V0R2icgUEQkWkRdE5Hs3fomIDDpW8iLylYhkicjDPvuuEpHFbk7ficizIhLup5+XMQEREhZEt8tbsHBa+Ueh5yU1JiMti73bD5R5vF58FAf359NpQAJXjO30/9m78/AqyuuB49+TnbATIJE1gIAgCAgCshlQKCoGrEVRBJdata2CYlV+iNVWcasiWKgLKLhgqYhsCiIKUUBcAAHZCRCQfUkCgYSs5/fHTMJNyAbc3IRwPs+ThzvvnHnnTDQ5933nnRt+//iVXP37JgQG+3srbVNGrFixgpCQEKKjc/8Kfe+994iKiqJr164MGTKErVu3FtiHqvL+++9z7733ejW3i7boikhT4LiqHgKmAS1E5EoAVX2XPFO5qno9cMDj+ADgU2CUqvYEegF9gFqqugh4xD0uyv2a5TFFXBuooqo3Av2AU0AgcBPQS1WjgKHAByJyaUHXoKrXAmvyNA8EXnJz6ga0AJ482++PMaWpU3RjNizdS/LxtGLFV6wWTIuudfj5850FxgSHBtKwVRjBoQHMHvsL895YS3hkFfo+0NpbaZsyQFV57rnneP7556ldu3ZOe4MGDWjTpg1ff/01y5Yto2XLlrRv356dO/P/f2bJkiVUq1aN9u3bezW/i3kh1WDgY/f1Z8B/3LbVxTy+MlAF594tqpoiIrcCB4txbADwjnvcj8CPIiJAd1VNctu3isgm4Fogtpg5AfwN2Ov2kS4is4C7gX+eRR/GlJqa9SsR3qgKy2cW/3/77rc15YfZ28lIzyowJivLmXT++fM4ANJTM1m1YBfRw9tSo07FAkfIF4Jxc0cUK27G5mpFB8EZi4kuJKNGjaJhw4Y89thjudrzjlhHjhzJW2+9xfjx41YsfVoAACAASURBVBk3btwZ/UyZMsXro1y4uIvuzTgjQVT1mIjMB24XkcdVteCfXJeqJojIi8AkEXkQmA5MVdWUYpz7oKrmeguvqioivUTkLpxRbybOKDXi7C6LqsC/RKQhkOYeX+D0sojcD9wPUL9ms7M8lTHeF9m6JgGB/gx4tB0A/gHOhFz3gU1JTckgZtoWEg8m58QHBvtTs15l2vUJpF2fBgBUDw/FP9CPASPacWDHMX6YvYOTCamcOplOZsbpH++k+FMAVAkLuaCLrnGMGzeOjRs3MnPmzCJjRYRGjRoRG3vmm7ukpCS++OKLfIvx+booi66IdAQuAeY5A0wAarptvYCvId+1GLlu/qjqKBF5B7gLZzr5SRG5WlWLev4gM2+DiAwE3gWiVHWZ2xYDSN7YgohIRWAxMBO4U1Uz3XvQzxZ0jKq+gzvqblCreX7XbIxPrZwfx8r5cTnblcNCGDqmC0tnbMv3Od301Ew+enpFrrZed7WgSlhIrud0925LpHnnCPz8haxM53/1CpWDAEiKP7sFN2XNI9FjixVXnv/gweTJk5k/fz7z5s0jICCAHTt2sGPHDq677joAhg8fzvjx43Mds3fvXnr37n1GX5988gm9e/cmLCzM63lerPd0BwN/9LjfGgW0BxI5vaAqCWcKGQARCcS5F5u9XVlEfqeqcar6D+AyIAVnBA3OiujsWD+3IBamB7A3u+C6gs7yui5zc5yhqtmF/Wz7MKbM6xTdmEFPd8wZBRfH9lWHOBF/itZR9QDngzKu6FWPvVsTOLr3REmlanxg+vTpjBkzhqeeeopff/2VlStXsmjRIpYtO/3rdO7cucydOzdn+6OPPiIuLo4//elPZ/RXUlPLcBGOdEXEH+c+6d8821U1VURmALeJyF+AtUB1EWnuPpIzGI9CCoQBE0WkjaqexBmR+gPZy+EOueerATQDHsNZ5FSQjcCDItJCVTe5zw23Ac7mQbM4nMJ/LbDEvdabzuJ4Y8qUbgObEt6oCuBMLyceSmHhpPX4B/oREOR/xjxQzXqV6HZr01zTy798tZtd64+SmZHF3DfW0mNQM5peFY5mKUf3nSRm2uZSuDLjTUOGDCEjI+OMD7545pnTH5UwZswYxo0bx9ixY0lLSyMgIICvvvqKdu3a5TomNjaW3377Ld8RsDeI6sUzoygiVXGK2KXAp6r6gMe+O4C/A81xFlP9EbgRZxHSDuAT4GmclcYTgCnAi0AXTo+KP1XVlzz6fB+ncJ4CHgVaAo/jLL76Afinqi52YwOA8ThFciOwG+iEc4/2LZxi+mePY/sBczg9Qv9IVUeLyACcFdLHcRZUJeA8g/yDO6IvUINazfXJW94szrfSGHMBKq3p5ZiYmEI/CepCFhMTQ8+ePVepaofixF9UI11VPYZTyPLb9zGnVzNnWwOM8dh+N8/+YUWc7648TSvy6SM7NgP4q/tVkPF5tq/Np5/ZwOw8zSUzT2KMMeasXKz3dI0xxhifs6JrjDHG+IgVXWOMMcZHrOgaY4wxPmJF1xhjjPGRi2r1silchRrl+xNryvtjC+X12sCuz5QfNtI1xhhjfMSKrjHGGOMjVnSNMcYYH7Gia4wxxviIFV1jjDHGR2z1ssmREg8TH1xc2mmUqA3Ty+/1ledrA7u+c1Gen0a4UNlI1xhjjPERK7rGGGOMj1jRNcYYY3zEiq4xpkxpHVWXv77VizrNqhUrPiDIjyFjrmbAiHZn7AutEsQNf27NLU+059ZRV9G2d31vp2vKkLS0NEaOHElAQABxcXFn7J88eTLt27enW7du9O7dm+3bt+faP2XKFHr16sV1111H586dufrqq/nqq6+8mqMtpDLGlBmhVYNo17vhWR3T6abGBIXk86tM4Ma/XsGu9Uf5ad5OgkL8ufWpjqSlZLJx2T4vZWzKiri4OG6//XaaNWtGZmbmGfvnzJnDqFGjWLduHREREUyYMIE+ffqwYcMGQkJCAHjllVd4++236dGjBwD//ve/iY6OZs+ePdSsWdMredpIt4SJSCMRiRGRUyISJyJvn2M/fxCRNSKiedpXi8jvvZOtMaWrx23NWPVlXLHja9avRO3IKsStO3LGvoatwqhZrxJrvv4NgLRTmWxYupcON0R6KVtTlpw4cYIPP/yQe+65J9/9zz33HEOGDCEiIgKABx54gCNHjjBt2rScmKlTp+YUXICoqChSU1PZs2eP1/K0olvCVHWnqkYBB4CpqvrAOfbzKfBIPru2AvHnnqExZUNk6zCyMpXdG4v5v7NAj0HN+fa/W9B8dte/rAbHDqeQlpKR03Yo7jiVa4RQLTzUO0mbMqNVq1Zceuml+e5LSEhg1apVdOjQIactMDCQtm3bsmjRopy2Tp065bw+efIk48ePp2fPnrRu3dpreVrRvcCp6iBVjSntPIw5HwFBfnTq34RlM7YV+5grouqxPzaR+H0n891fpWYIycfTcrVlb1etVeHckzUXnJ07dwJwySWX5GqPiIhgx44dZ8QPGDCA2rVrc/DgQT799FP8/f29losV3VIgIlNE5ICIfCAiL4vItyKyRUR+lyfuahFZKyKrRGQO0CzP/mluP1M92qJEZIk7pb1CRKaKSPFWpBhTSjpFN2bD0r1nFMmCVKwWTIuudfj5850FxgQG+5OZnpWrLTPD2Q4Isl99F5OTJ503ZsHBwbnag4ODSU5OPiN+9uzZxMfH07BhQzp37szRo0e9lostpCoFqnqPWyijgS6q+qSIDAPeARoCiEglYB7woqq+JiKhwII8/Qz2LLiuvsAsVX1DRMTtcyxwb0lekzHnqmb9SoQ3qsLymbHFPqb7bU35YfZ2MvIUVU/pqZkEVcj9K84/wCm2GWkFH1dWjJs74rz7mLHZO++3Y2JivNJPaalYsSIAqampudpTU1MJDc3/VkNwcDBjx46lTp06jB8/nn/+859eycWKbun6RVU3u69jgPEiUl1VE4A7gMrAmwCqmiwiHwA98u3ptNeBRPcYFZFPgakFBYvI/cD9APVrNisozJgSE9m6JgGB/gx41HnkJ7swdh/YlNSUDGKmbSHx4OnRSGCwPzXrVaZdn0Da9WkAQPXwUPwD/Rgwoh0Hdhzjh9k7OH7kFA0ur5HrXKFVggA4djjFF5dmyohGjRoBcODAgVztBw4coEmTJgCoKhkZGQQGBubsDwoKokmTJmzYsMFruVjRLV2ezy0kuf9WARKAFsBBVfWc+9hdjD6DgYki0hJIA6oBEQUFq+o7OKNhGtRqnt96FGNK1Mr5caycH5ezXTkshKFjurB0xjb2bU08Iz49NZOPnl6Rq63XXS2oEhbC7LG/5LT9time1lF1CaoQkLOYqnbDKiTFn8pVxMuqR6LHnncf9tnLjurVq9OhQwdWrlzJoEGDAEhPT2ft2rUMHToUgF27dvHQQw/x+eef5zp2//79uRZYnS+7sVG6PB8myy54Ukh8cYriAqAW0NNdNZ3fimdjLiidohsz6OmOOaPg4ti14ShH9pyg7bXOB2IEhvjTsnudXAXeXDxGjx7Nhx9+yMGDBwGYNGkSYWFhDB48OCfm66+/5ueff87ZnjhxIvv3788pzN5gI92yaxMQLiKhHqPdBoUdICJhQEvgVVXNvnkRVII5GuNV3QY2JbxRFcCZXk48lMLCSevxD/QjIMj/jLekNetVotutTXNNL//y1W52rT8KCl/8Zx1RdzTnlifa4x/gx8al++yDMcqptLQ0+vTpQ2KiMzsyaNAg6tSpw2effQZA//79OXz4MNdffz2hoaGEhISwcOHCnA/GiIiI4JlnnuEvf/kLFSpUID09naCgIBYsWJDrUaPzJao2o+gLIhKH85zus+72VABVvdvdjgR2Ao1UNc5dSBUHvKSqr4pIBeBrnIVX4tFvTj/uwqn9wCJgqHtP9z/Anz2PKUiDWs31yVve9MLVGmPKgrIyvRwTE0NUVFRpp1EiYmJi6Nmz5ypVLVZltunlEpb9iVQ491XvFpG3ReTfOKuM+4rIKyLSHJjuHjJdRNqq6gngJmCIiKwGZgKfun3GiEhzEZnm0c9kdd5B/QFoBawVkdlAhscxBd7bNcYYU/JsermEqepOICqfXQ/n2e6cz7ErgDZ5ml/3eD04zz5UdRmQ95PfhxWZqDHGmBJnI11jjDHGR6zoGmOMMT5iRdcYY4zxESu6xhhjjI9Y0TXGGGN8xFYvmxwVapSd5/pKQnl/VrC8XhvY9Znyw0a6xhhjjI9Y0TXGGGN8xIquMcYY4yNWdI0xxhgfsYVUJkdKPEx8cHFpp1GiNkwvv9dXnq8N7PrOVnleFHkhs5GuMcYY4yNWdI0xxhgfsaJrjDHG+IgVXWOMMcZHbCGVMaZMaR1Vlx6DmjNr7Gr2bU3MN8YvQOhwfSR1m1cnKyOL4NBAkuJP8f3MWI4dTsmJq9O0Gp36NwYFP38h4WAyy2dsIzU5w1eXY8qI7777jnHjxhEfH09mZiaJiYncd999DB8+HID09HRefvll5s2bh5+fH6rKK6+8Qo8ePbyaR6mMdEWkr4jEiIiKyPv57P9GRA6IyBoRGenDvE65eeX9yhCREyJS3UvnWSAiiSLyrDf6K+Q8D4nIZhGJK8nzGOMtoVWDaNe7YZFxIaGBtOxahy/f/pU549bwyYs/k5WZRZ/7Ls+JCaoQwI1/vYLYlQeZ9dpqZv5rFYHB/kQNvqwkL8GUUR9//DFt27YlJiaGpUuX8tFHHzFixAg+//xzAJ566ik+/vhjvvrqK1asWMGzzz7L9ddfz/bt272aR6kUXVX9UlWj3M2hIvKHPPuvBb4EHlHVl3yY2gFVjfL8AiYB/sCTqprgjZOo6vXAGm/0VcR5JgC+/P4Zc1563NaMVV/GFRl36mQ6n09cS0pSutOgsG/bMarWqpATU7VWBYJCAtizOSEnZu+WBOq3rFECmZuybtiwYTz66KM5223atKFatWrExsaSlZXFxIkTueeee6hatSoAffv2JTIyktdff92reZT2Pd1dwHzgbRGpU8q5APzTc0NEagPjgW+B/5RKRsZcJCJbh5GVqezeGF9kbFamcuS3EznbFasFcdnVEaxbvCenLX7fSeL3n6TpVeEABAT60bhtLVKOp3k/eVPmtWzZksqVKwOQlZXFpEmTCA4OZuDAgRw9epTk5GTCw8NzHVOnTh2+/fZbr+ZRFu7p3gOsA6aISF9V1YICRWQw8BhwAif3car6iYjUBRYArXEK5GBV3SsinwFrVPWfItIcmAZcAjykqrPy9q+q7+VpmghUAP7omZeIVATGAh2BY8BxYLiq7nT3X4EzwqwMCHAYeFhV91AAEYkCnnHjg4EtOCP9RHf/AuBq4B233yvcf+9W1dUe/UQD/wIScN7UrMaYMi4gyI9O/Zsw7401+AcWfyxQsVoQN/z5CmrUqcjab/bw0xc7c/ZlZmQxZ9wv9L2/FZd1voSgCv5kZiiL3ttQEpdgLhDPP/88EyZMoEaNGsyfP5+6deuiqlSqVIndu3fnit2zZw8HDhzw6vlLe6SLqh4C7gZ6Aw8XFCci1wH/Bgaoag/gdmCSiPRS1b3ADW7oI27BDXb77OeeZwvOaPUf+RXcfM73B+APwFOqmndS/y2gOtDBnYJeAiwSkUB3fxdgs6p2V9VuOIXvgyJO2ReY5fbXBUjHKey4+WdPSQ8EnlXVrsDXQM7ch4g0BGYAo1S1M/BX4K6irtWY0tYpujEblu4l+SxHoScT05jx4ko+GPU9lzSpSt8/tcrZFxjsT//hbdm37RgfPPU9U0cuZ9WCOE4mpno7fXMBGT16NPv37+epp57immuu4fvvv0dEGDZsGJMnT84pvNOmTWP79u1kZmZ69fxlYaSLqn4pIuOBl0Xka1XdmE/YaOATVd3tHrNLRL4CHgIWq+oeEVmLU2TXAD1xilJ/EYlQ1QPAjRRS2LOJSA1gAvA98EaefY2AwUAXVc3+rzEJp0BeD8wF/odTNLN9AvxDRCqoagr5ex1IdK9NReRTYGo+cYtV9aD7Ogb4o8e+B4BDqjrT7eeIiMwEhhR1zcaUlpr1KxHeqArLZ8aecx8pSeksm7GNW0ddRd3m1dm7JYEWXS+hSs0K/Py5M/rNSMviyN4TDBhxJdOe+YG0lNJdwTxu7ogS7X/G5mol2j84fwf4QiQiDB48mOnTpzNy5Ei+++47nnvuOcLCwrjzzjtRVTp27MiDDz7I3LlzvXruMlF0XSOBKOAjEemUz/7WQAMRifFoCwN+89j+HKfoPg/cBPwd6ArcKCIfAWGquq8YubwBVAXuVdWsPPta4UwBjxURz7flcUBN97Uf8JyIdAQycKaLBaiNM+Wbn2Bgooi0BNKAakBEPnGe+ScBVTy2WwA7c4ezm0KIyP3A/QD1azYrLNSYEhHZuiYBgf4MeLQdAP4BzgRc94FNSU3JIGbaFhIPJuc6RsT51/NmVPz+kwDUuKQie7ckUC08lOTjaWRmnP4RTjpyitAqQdRtVo2da4+U4FWZsiYtLY2goKBcbS1btmTy5MkA+Pn5MWLECEaMOP1m6O6776Z169ZezaPMFF1VTRWRO4BV5FnQ5OG/qvpUId18AfyfuwDqclX91b0X2g/YgzMyLJSI3IQzkn3CnZIuyF2quq2AfR8AtYDrVPW4iETiFEMppL8FQCzQ0/1eROFMW+flOddR4P3v4sao6js494lpUKt5cfozxqtWzo9j5fy4nO3KYSEMHdOFpTO2FficbvPOEYRUCmTNotPvuStWDQbImT4+mZhKhUqBiJwuzqFVnV+66WnenTI8F49Ejy066DzYHzzIrX379qxbtw6R07+G9+3bR926dQFYt24ddevWJSwsDABVZenSpTzzzDNezaPU7+l6UtVNwAjgCZxFSp5+BZp7NohINxF5xKPpRyAe+D+cxVngjH6vw7kXOq+w84tIVZz7tT/hcT/V41ytgfU4hSxvLqNFpK272QNYoKrH3e3cb6/OPG8Y0BKYrarZN5wKPaYAm4BGedoanEM/xpQpnaIbM+jpjjmjYICWXesQUslZRuHnJ3SKbkTS0VP8ttlZ/bzt54PgJ7S6ph7gjI7bXlefpPhTHNxx/MyTmHItKSmJCRMm5GyvWrWKTz/9lD/+0blD98477/DGG6fvJv773/+mdu3aDB482Kt5lJmRbjZVfUtEfgcMyLPrOeBzEblSVVeLSAXgBeBFj2Oz3JHtQzj3bwG+wpm67Q38qYjTj8WZsu7tcb8223VAnKpOFZFpwOMi8o2qpohIB+BOnFXDABuBa0QkQFUzgJuLOG88cBDoJSJT3ZXSea+/ON4GHhORP6jqp24xv/0c+jGmVHQb2JTwRs4dk+4Dm5J4KIWFk9bjH+hHQJB/zlzRns0J1KpfmehhbUlPzSQgyI/jR1KYM/4X0k85P7rHj5xi3htr6Ny/CU2vqo1/gB8nE1OZ98Ya0lNLf6RrfOuFF15g8uTJfPzxx/j7+5OSksJrr73Gn//8ZwA6derEiy++yIIFCwgODubyyy9nwYIF+Pv7ezUPKeQJnRIjIn1x7uF2Bn7AWXG8xmN/GLAWuFNVYzzab8cZxZ7EmWadrKpT8/R9K/Auzv3bNLdtMRCrqvcXktMV7jnTcYpgXpVwHjWaKiKhwGtAL5x7rMnAY6q62e3rcpwRc22c0ecWnNH7j8CDOG8UrsZZOPWRqo4WkW44q7P9gR0492IfxnkEapC7r7d7zBs40/DjgTbZMap6wOORoUQ3t7Xu9/oHoL+qHivoe9CgVnN98pY3C9ptjLmAlKXp5ZiYGKKioko7jRIRExNDz549V6lqh+LEl0rRNWWTFV1jyg8rur5xtkW3TN3TNcYYY8ozK7rGGGOMj1jRNcYYY3zEiq4xxhjjI1Z0jTHGGB8pc8/pmtJToUbZWvHobeV9BWV5vTaw6zPlh410jTHGGB+xomuMMcb4iBVdY4wxxkes6BpjjDE+YkXXGGOM8RFbvWxypMTDxAcXl3YaJWrD9PJ7feX52sCurzDl+amD8sZGusYYY4yPWNE1xhhjfMSKrjHGGOMjdk/XGFNqWkfVpceg5swau5p9WxPzjalQOZA2vepzSdNqaJYSFBJA7KpD/LJoN5p1+u+B12lWjY79GiEiBIcGsH31IX7+Is5HV2IuFLt27eKJJ57g8OHDHD58mKCgIF599VV69uxJfHw8jz32GGvXrqVKlSpkZGTwwgsv0KNHD6+d34quMaZUhFYNol3vhkXGXdq+NvVb1mD22F9IT82kUvVgbh11FQFBfvw0bycAYXUrET2sLV9MXMdvm+IJqhDAH55sT2aGsnrhrpK+FHOBOHLkCL169eLdd98lKioKVeXWW29lw4YN9OzZk+HDh7N9+3Z++OEHgoKCmDNnDv369WPr1q1ERER4JYeLcnpZRNqKSIyInBKReBGpWEDc/SKiIrJGRB4vRr9TROSAiEz1etIFn3O1iPzeV+czxlt63NaMVV/GFRmXkpTOL4t2k56aCcCJhFRiVx2iWcfTvwRb9ajDsUPJ/LYpHoC0lAw2Ld9Puz4N8POTEsnfXHheeeUVOnXqlPM51yLCa6+9Rr9+/QBYs2YN3bt3JygoCIDevXuTlJTEihUrvJbDRVl0VXWNqkYBB4BKwL15Y0REgIfczUdU9V/F6Pce4EsvplocW4F4H5/TmPMS2TqMrExl98ai/9eNXXWI2JWHcrVlpGfhH3C6mFaqEULy8fRcMSePpRJSMZCwepW8k7S54M2cOfOMqeIGDRoQGRkJwC233MKCBQtISEgA4KOPPgIgPDzcaznY9DL8D3hERP6jqpke7TcCa4DWpZNW8ajqoNLOwZizERDkR6f+TZj3xhr8A8/tfX9E4yrErjpdiJOOnqJByxq5YipWCwagUvVgDu9OOveETblw8uRJduzYQWZmJoMHDyYuLo7Q0FDuv/9+Bg4cCMCzzz5Leno6kZGR1K5dm507d/Lwww/TpUsXr+VxUY5083gNaAzknaJ9CJjo2SAiDUTkExFZISLficjXItKysM5F5AoRmS8iS0VkmYjMEpF67r7eIrJTRFJE5Bu37VIR+VFEDovIn0UkTEQ+FZHv3SnxL0Skkxs7Le90tohEicgSN3aFiEwVkWrn/V0yxks6RTdmw9K9JB9PO6fj611WnUrVQ3Itkvr12z1UqhFC887OlHPFasG06HIJ4EwhGpOY6CzUGz16NI899hjLly9nzJgxDB06lI8//hiAv//978ydO5dt27axbds2Fi1aRLt27byax0U/0lXVNW7BewyYASAi7YG9wME84S1x3qh0UVUVkSHALBG5XFUzCjhFF2Czqo5w+34a+ADopaqLRORuYDEw1M0nVkTeBqqp6psi8h8gWVW7uMf/E7ge+FFVB+dz/7gvMEtV33CnyN8BxpLPFLoxvlazfiXCG1Vh+czYczq+co0QrrmjOfPfXEdayukfuYT9ycx6bTXtr4/k8u51OXUijZ/m7eR3f2rFqeT0QnosHePmjvBqfzM2e/d9dUxMjFf7Kwv8/f0B6NevH1deeSUAHTt25Oabb2bs2LH07t2bF198kcmTJ1O7dm0AevbsSaNGjQgMDOTOO+/0Sh4XfdF1vQbMF5FuqroMGAG8kE/cMuAnVc1+TuETnALaBNhSQN//Azx/6j8B/iEiFVQ1BfgO2AncDYxxY+4EbnNf1wUqiEiIqp4CxgPVC7mW14FEAPeNwafA1IKCReR+4H6A+jWbFdKtMecvsnVNAgL9GfCoM3rwD3Am27oPbEpqSgYx07aQeDA532MrVA7khj+3ZsmHmzny24kz9h/ceZz5/1mXs12nmfOIUfzekyVwJeZCU6tWLYKDg6lXr16u9oYNG7Jw4UJ27txJRkZGzv3dbJGRkcycOdOKrpd9CWwE/iYiu4CqqrpBRCLzxGUCw0WkF5AFZBffCAouun7AcyLSEcgAggEBagO73MI4FbhHRF4AmgEJqnrYPf4lYDawS0Q+Aaao6upCriUYmOhOe6cB1dz88qWq7+CMhmlQq7kWFGeMN6ycH8fK+XE525XDQhg6pgtLZ2wr8DldgODQAG78axtWzN7Ovm1OXMtuddi4bB8AQRUCqFIzJFcxrnNpNfZuTeTUybI30n0keqxX+7PPXi6av78/Xbt2Zf/+/bnaDx48SIMGDahbty7AGfv3799PnTp1vJaH3dPFGRHiTMHeBLzhfuXnVeAuYKCqXuOugAaniBbkA6ArcL2qXgNkL3zyPOZ9oBFwDc408BSP3FYAkTij75bAKhF5iIItAGoBPd38Hikk1pgyp1N0YwY93TFnFBwY7E+/h9qwZ3M8KUnp1GpQmVoNKnN599O/CKvWqkCfP16eszCrSs0KtOxWh+8/O7dpbFM+Pfnkk8yZM4edO53nu3ft2sWsWbMYNmwYdevWpU+fPkyYMIGUlBQA5s6dy5YtW7j11lu9loONdE/7CGd6t4mqflVATA/gW1U9ACAiQcXotwcwVlWPu9tnHKOqv4nI1zjTvM2BUdn7RORmYK6qTgOmici/gAeACXn7EZEwnML8qqqmFnQ+Y8qCbgObEt6oCuBMLyceSmHhpPX4B/oREOSf87b0il71iGhclYjGVWnfNzLfvlKS0jh5LI3bnrqKk8fS0Czlq8nrbdWyyaVPnz5MnDiRW265hdDQUDIyMvjXv/7FPffcA8DHH3/MyJEj6datGyEhIZw6dYr333+f/v37ey0HK7ouVU0VkUFAYTeANgKdRaSiqp4Ebi5G1xuBa0QkwF1sVdAx7wHTgZfzPLo0HEgGFrrbgTjP5uYnHmfxVy8RmeqO4AcUI0djfG7ZjG35tn8/M5bvPRZarVqwi1ULCv9UqRMJqcx5/Rev5mfKpzvuuIM77rgj331hYWFMmjSpRM9/UU4vi0gjEYkBItxHazoCqGqMqv7sxkTjFEGAce6U7ghgO/CriMwBC2LcdAAAIABJREFULvPY31dEpuCsHu4rIpPdffcC/sAGEZkNZD9MOF1E2nqkNRtnAdR7edKdBDzj5vk9UB/3QztEZJrn+dwi+wegFbDWPV+GGxsjIt75HDNjjDHn5KIc6arqTiCqiJi5wNx8dt2QZ/sfHq/P+DQqVd0AdM/T/GQ+/VYFflHVXKPY7GnlAnIcnE/bMiDvg2XD8jveGGOMb12UI92yRERGuy//hMcCKmOMMeWPFd3Sd6OIrAWuBP5b2skYY4wpORfl9HJZoqpXl3YOxhhjfMNGusYYY4yPWNE1xhhjfMSml02OCjXK98fJxcTE5Pzx6vKmPF8b2PWZ8sNGusYYY4yPWNE1xhhjfMSKrjHGGOMjVnSNMcYYH7GFVCZHSjxMfHBxaadRojZML7/XV56vDez6ClKeFz+WRzbSNcYYY3zEiq4xxhjjI1Z0jTHGGB+xomuMMcb4iC2kMsaUitZRdekxqDmzxq5m39bEfGMqVA6kTa/6XNK0GpqlBIUEELvqEL8s2o1maU5c47a1uLJvQzLTs/AP9GP/9kR+mLWDzIwsX12OKQPS0tL4+9//zquvvkpsbCyRkZE5+6pVq0bbtm1zxe/cuZO2bdsyZ84c4uLi6Ny5M5dddlmumE2bNjFo0CDGjx/vlRyt6BaDiFQAHgNuBFIBfyAD54/c/09V95VSXs8DdwJxqhpVGjkYcy5CqwbRrnfDIuMubV+b+i1rMHvsL6SnZlKpejC3jrqKgCA/fpq3E4Bq4aH87k+XM/+tX9n161H8AoSbR1xJp+hGfP/Z9pK+FFNGxMXFcfvtt9OsWTMyMzPP2N+2bVtiYmJytV1zzTXcdtttOdt9+/Zl6tSpOduqSuPGjXPFnC+bXi6CW3C/AZoDvVQ1SlW7A8+5X0+UVm6qOhqYWlrnN+Zc9bitGau+jCsyLiUpnV8W7SY91fkleiIhldhVh2jWMSInpkadivj5+7FncwIAWRnKvthE6resUSK5m7LpxIkTfPjhh9xzzz357p8yZUqu7R07drB+/Xp+//vfA1C3bl3GjBmTKyYmJoaQkBC6dOnitTxtpFu0Z4GGOAX3VHajqi4WkZeBsNJKzJgLUWTrMLIyld0b44uMjV116Iy2jPQs/AMkZ3t/bCLJx9No1jGcTcv3ExwaQMPLwzh5LM2reZuyrVWrVgDs2bMn3/2NGjXKtf3+++8zaNAgQkJCAAgMDKRu3bq5YqZOncq9997r1Tyt6BZCRPyBB4CPPQuuh7eBum7cOKAzcBIIAV5Q1bluP7cB/we0AW4C7gdaAF+q6sMe57sFZxo7FQgFvgdGqmqqR8yf3L72AVuAhDw5NwBeBeoD6UAaMExVN57XN8MYLwgI8qNT/ybMe2MN/oHnNtEW0bhKrmKckpTO7NdX0/dPrbjydw2pWC2Y5GNpfD8z1ltpm3JGVXn//feZOXNmgTEnTpxgzpw5vPLKK149txXdwl0GVAU257dTVQ8Bh0QkBKeYtlbVJBFpBvwkIh1UNVZV/yciB4ElQEtVjRaR2sBuEflMVZe4XQ4EXlLVuSISCMwDngT+CSAiVwNvAl1U9ScRaQIsz5NfS5zbBl1UVUVkCDBLRC5X1QxvfnOMOVudohuzYeleko+nUTks5KyPr3dZdSpVD+HzCety2ipVDyZ6WFtWLtjFhu/2EhwaQMtudTh10ka6Jn9LliyhWrVqtG/fvsCYTz75hKioKMLDw716biu6havm/nuiiLhUoLuqJgGo6lYR2QRcC+R9u/1fN+aQiGwE2uIUY4C/AXvd/ekiMgu4G7foAg8DK1T1Jzdmu4gswhnVZlsG/KSq2Us7PwE+AJrgjIyNKRU161civFEVlp/jCLRyjRCuuaM5899cR1rK6fePba9rQFamsuG7vQCkJmeQkpRG9PB2TH/up1yrnC8U4+aOKHbsjM3Vig7ykHcx0cVoypQpRU4bT5kyhccff9zr57aiW7jsqduKhQW5I8peInIXEAhk4kwfR+QT7rnSOQmo4rFdFfiXiDTEmRaOAII99rcAfs3T325yF91MYLiI9AKygOzfOBHkU3RF5H6c6W7q12xWyFUac34iW9ckINCfAY+2A8A/wJle7j6wKakpGcRM20LiweR8j61QOZAb/tyaJR9u5shvud8DVwuvwPGjue/+HD9yihqXVKTGJRU5ureo98zmYpKUlMQXX3zBuHHjCozZvn0727dv54YbbvD6+a3oFi77nmmLwoJEZCDwLhClqsvcthhA8saqqudads2OEZGKwGJgJnCnqmaKyN04C7kKk/dt/Ks4jzZ1VtUDbt8558knn3eAdwAa1Gp+4Q0JzAVj5fw4Vs6Py9muHBbC0DFdWDpjW4HP6QIEhwZw41/bsGL2dvZtc+JadqvDxmXO+9cTiWnUubRqrmNCqwYBkJF+5qMjF4JHoscWO9b+4MHZ+eSTT+jduzdhYQWvgZ06dSpDhgwhIMD7JdIeGSqEWyAnAtEiEpx3v4hMEZHJQA9gb3bBdQWd5ekuA2oDMzwKc94+NgGN87Q1yLPdA/jWo+CebR7GlJpO0Y0Z9HTHnFFwYLA//R5qw57N8aQkpVOrQWVqNajM5d3r5ByzecV+qtUOJbK180vUP9CP1lH1OLTrOMcOp5TKdZiyq6ip5aysLD744AOvr1rOZiPdoj0HdAfeEZEHslcxi8idQG+gK3AD8KCItFDVTSLSCGel8ldncZ44IAXnPvASd0X0TXli/g0sE5GO7kKqRjijWs8p541AZxGpqKongZvP8nqNKXHdBjYlvJFzZ6X7wKYkHkph4aT1+Af6ERDknzMvc0WvekQ0rkpE46q07xuZb18Hth9jwdu/0uGGSNr9riFBwf4c3XeSFbO2nzkPZMqttLQ0+vTpQ2KiMxsyaNAg6tSpw2effZYTExsby2+//Ubv3r0L7Gfx4sXUq1eP5s2bl0iecnq9jSmIO8r9G04RPIVz33Y78A93MVMAMN7dvxHnPmsnnHu0b+EUxTE4hfhb4PfAazgFMRF4S1VfEpEBwEvAcZwFVQnAHcAP2Z84JSL3AaOA/TiF+igwFGeB1fUiUheYhDNy/hVYjTNFvRbn8aMvC7rOBrWa65O3vHl+3yxjjE9dCNPLMTExREVFlXYaJSImJoaePXuuUtUOxYm3kW4xuM/JjnG/8tufAfzV/SrIF3m273G/PPuZDczOE3dvnpjJwOQ8McM89u/FGXl7+kcheRljjPERu6drjDHG+IgVXWOMMcZHrOgaY4wxPmJF1xhjjPERK7rGGGOMj9jqZZOjQo0L4/GDc1XeH1sor9cGdn2m/LCRrjHGGOMjVnSNMcYYH7Gia4wxxviIFV1jjDHGR6zoGmOMMT5iq5dNjpR4mPjg4tJOo0RtmF5+r688Xxtc3NdXnp8quNjYSNcYY4zxESu6xhhjjI9Y0TXGGGN8xO7pGmNKTOuouvQY1JxZY1ezb2tiobG1G1bm2rtbcjDuOIvf33TG/vvGdufInhO52tZ/u5fYVYe8mrMpv1JTUxk5ciRLliyhatWqnDp1ipEjR3LzzTfnxEyePJk333yTChUqUKFCBd566y2aNGnitRys6BpjSkRo1SDa9W5YrNh2fRpQv0UNUC0w5sieE8we+4u30jMXoeeff545c+awdu1aKleuzC+//ELnzp356aefaNOmDXPmzGHUqFGsW7eOiIgIJkyYQJ8+fdiwYQMhISFeyaHcTS+LiL+IjBKRn0QkRkSWich3IvIPd3+IiPwmIleVdq7GlGc9bmvGqi/jihWbcCCZuePXkHIivWSTMhe1NWvWcNVVV1G5cmUA2rVrR9WqVVm82Fk5/txzzzFkyBAiIiIAeOCBBzhy5AjTpk3zWg7lrugCo4HbgGtVNUpVuwHvAE+5+9OBLcDxUsrPmHIvsnUYWZnK7o3xxYqPW3ekhDMyBm655RaWLl3Knj17AFi4cCGHDx8mPDychIQEVq1aRYcOHXLiAwMDadu2LYsWLfJaDuVxerk/sFBVk7IbVPUjEfmL+zoTuK60kjOmvAsI8qNT/ybMe2MN/oHee18fWiWIPvddTsWqwWRmZLFz7WHWf7u3sBlpY3K5++67SU5OplWrVlxyySVs3bqVgQMHcuutt7Ju3ToALrnkklzHREREsGPHDq/lUB5HumnANSKSawJeVbsAiMg3IpIoIs+627eJyBoRURHpJyJzRWSbiPzb83gRqSQiH4vIThH5WkQeE5E4EdksIsPdmFtE5HsRWSIiP4rI6yIS7O5r7k53q4iMEJEFIrJKRNaKyNV5zvU7d3r8RxH5VURGeOwb7p4zTkSGisgXInJYRKa6+y91+/7RnVqfICIVvf5dNqYAnaIbs2HpXpKPp3m132OHUvhx7g5mvbaaJR9t5oqe9el+WzOvnsOUb5MnT+aFF15g5cqVbNq0Keeerp+fHydPngQgODg41zHBwcEkJyd7LYfyONJ9B3gX2Cwik4FPVXVz9k5VvVZEYjy2/yciB4ElQEtVjRaR2sBuEflMVZe4oa8Cl7oxKSLyOFAPuE9Vp7oxA4GXVHWuiAQC84AngX+q6hYgSkTUjbtWVZNF5Elgrog0UtUTItLSPa63qn4rIpcAK0UkSVUnqep4ETkG/Aeooqo3ikgn4B4RCQK+BMap6gQR8Qc+Ad4Ehnr1u2xMPmrWr0R4oyosnxnr9b6/+M+6nNdJR0+xeuEuet55GT/O3UFqcobXz3e+xs0dUXRQMc3YXM1rfcXExHitrwuJqvLEE08wfPhwLr30UgCuuOIKhg0bRnJyMjfccAPgrHD2lJqaSmhoqNfyKHcjXVV9D2eKeS/wHLBJRH4Qke7FOPy/bh+HgI1AW3BGucA9wNuqmuLG/hvIO7H1N5yCiaqmA7OA6/M5z2RVzX7rNAGoCtzhbj8JrFLVb91+9gMfcvqedLYAnDcYqOqPqvqg20cETpHNnkp/D7hTRPL9qRWR+0VkpYisLOB7YkyxRbauSUCgPwMebceAEe3o88fLAeg+sCkDRrSjWrj3fnkdO5KC+AlValbwWp+m/Dp8+DAJCQlERkbmam/UqBEzZ86kUaNGABw4cCDX/gMHDtgjQ0VR1bk4o8f6OIuqHgG+EZHW7oizIPs8XicBVdzXTYAgYKfHOU6JSN4HBKsC/xKRhjjT3BFAMGfa5dHPSXek3cJtaoVT8D3FAg1FpLLHveqDqpp3/q41zhupb0Qkuy0Y2A3UAc54UFJV38Et3g1qNbe7Y+a8rJwfx8r5cTnblcNCGDqmC0tnbCvyOd3C1GtenYBg/1wLripVc360TiScOud+S9Ij0WO91pd99vL5q1mzJsHBwezfvz9X+/79+wkNDaV69ep06NCBlStXMmjQIADS09NZu3YtQ4d6b6Kw3I10RSQi+7Wq/qaqrwId3ab8Rp14xGd6bgJSUKxHTPZ5KwKLgQSgu6pGAS8Vo49zlVlAe4K7ajv762pVjVTVvIXcmFLRKboxg57uiH9A8X/9VKoRTLveDQhwF2YFhfjT5tr6xK4+REqSPWZkiubn58ddd93Fe++9R3y8s6p+9erVfPPNN9x6660AjB49mg8//JCDBw8CMGnSJMLCwhg8eLDX8iiPI93pIjJIVXPmCFR1n4icAE4UclxhtuM8atQYp7DiLpAK94i5DKgNzPAo3kEF9Ncg+4VbrMOB7I/gWQ/kXR3SBNjluSK7AL8Cw0Wkmqomuv3740wxP6CqZXNIYMqlbgObEt7ImSzqPrApiYdSWDhpPf6BfgQE+ed6O9qyWx2adQynZr1KVA8PZcCIdqz5+recke2ezQnUql+ZASPakZGeRVBIAHu2JPDz5zvzO7Ux+Xr99dd59tlnue666wgNDSUpKYmXX36ZYcOGAdC/f38OHz7M9ddfT2hoKCEhISxcuNBrH4wB5bPoAjwlIo+qagaAiNyNM6pfeC6duQuc3gPuF5Fp7n3dvwCeqzfigBTgWmCJW+xuKqDLO0Xkv24/DwHHgI/dfS8Da0Sku6oudUfuQ4B/FCPVj3GeUx4FPOG2/QUItoJrfG3ZjG35tn8/M5bv8yy02rhsHxuX7cs3HuBEQipLP8m/P2OKKzQ0lFdeeaXQmPvuu4/77ruvxHIoj0V3LM5K3e9FJBnnnmYi0EdVfxORb3AWSEWKSACwAhgD4K5q/j3wmkfMKVV9CWeR1DvARhHZCswADuGMgFHVoyJyB/CSiPTBWch1GIgQkRh3ujnbdOC/7j3nQKC/qp5w+9koItHAa+5K51DgdVWd5Ob4R+Dx7H5xVkYvdo9NE5HfAW+IyHr3/DuA+731zTXGGHPuyl3RzV5EVcj+a/Np/iLP9j3ul6dAYKjH6NkPZwVznEffs4HZeY67N5/zbXUXMBWU45c4j/7kt+9dnEeiCjp2O3BjQfuNMcaUnnK3kKoEPQXc5bF9H86q4J9LJx1jjDEXGiu6xfc1cK+IfCsiy4BooF8+j+3kK/sTqdzNcSLyhxLK0xhjTBlV7qaXS0phU77FPH4LEOW1hIwxxlxwbKRrjDHG+IgVXWOMMcZHbHrZ5KhQo3x/3FxMTAxRUVGlnUaJKM/XBnZ9pvywka4xxhjjI1Z0jTHGGB+xomuMMcb4iBVdY4wxxkdsIZXJkRIPEx9cXNpplKgN08vv9ZXna4OL+/rK8wLHi42NdI0xxhgfsaJrjDHG+IgVXWOMMcZHrOgaY4wxPmJF1xhTIlpH1eWvb/WiTrNqRcbWbliZ25/pRK+7WhQaF1o1iPte71FknLk4paWlMXLkSAICAoiLiztj/7p16+jXrx+9evWiRYsWdO3alfXr1+fsv/vuu+ncuTNRUVE5X/fck/dPq5+fQouuiHQTkRgRURHZLCL/8Nh3tbvvlPtvo+KeVERmi8ijHtuRIvLsOV1B7n4ni8gBEZlaSMzNIvKDe01rROTPbvttIrJTRA6KyOdu21Ui8puIhJxvbkXk3c0jp8iSPJcxvhBaNYh2vRsWK7ZdnwZ0HtAEVIuM7X5bMzSr6Dhz8YmLi+Oaa65h//79ZGZmnrF/69atREdH88orr7B48WLWrl1LVlbWGcV5+vTpxMTE5HxNmTLFq3kWWnRVdZmqRrmbL6nqMx77Vrj7DqhqlKruPIvz7gQOeGxHAs/kH1p8qnofRfz5PVWdBQxyNx9R1Tfd13HAUaCTqvZz25KALUD6+eZWRE7LPHIy5oLX47ZmrPoyrlixCQeSmTt+DSknCv8xi2wdRlamcnTvCS9kaMqbEydO8OGHHxY4Mh09ejR33HEHLVu2BCAoKIipU6fSsWNHX6ZZOtPLqvqoqv63NM6dHxHpAbwBRKtqXHa7qm5W1etU9cy3TcaYfGUXx90b44sVH7fuSJExAUF+dOrfhOUztp1veqacatWqFZdeemm++9LS0pg3bx49evTI1d68eXNq167ti/RyeLXoisiLIhLnTjc/LiLfiEisiAz1iHktO8bd7g2Mc1/HuF83u9sVReRtEfnFbZ+bdxpbRJ4WkV0i8q2IjAX8zzLn3wEvAf1UdZ9He2uPqfWo4l6fG9dcRJaLyK8i8pWI3O/284OIXJNPzHzg6nxyCxeR6SKy1v36n4iEexyfnd+fROQTEdkkIjNEpIKIPCMi37n9tzub74kx5yq7OC7zcnHsFN2Y9d/tJfl4mlf7NReH2NhYTp06RXx8PDfffDNdu3blhhtuYMmSJWfEvvjii0RFRdG1a1cefPBB9u3bl0+P586rRVdV/w+YCrQHVqvqtcAI4D8iUtmNecyNyT5mEfCI+zrK/Zrl7n4LqA50cKeylwCLRCQQQEQGAX8DeqrqNcD/gAFnkfIAYDRwg6oeznMtv3pMrRf7+kTED5jl7m8NXA/0dbsYpKrf5hNzExCdT36fAcmq2kZV2wAngZluLls88rsBuB1o6+Y2G5imqj2AL4CxZ/E9MeacdYpuzIal3i2ONetXonZkFTYs3eu1Ps3FJSEhAYBRo0bx2muvsXz5ch588EGuu+46li9fnhPXrFkzunXrxuLFi4mJicHPz4+OHTuSmJjotVxK6mMgD6nqN+7rGKAicCnwS3E7cEe0g4EuHtO7k3AKyPXAXGAYMFdVdwCo6o8isuYs8vwLzv3lwLM4Bgq/vuuAFjiFFFXNFJGJwM0ex+cXMxmP+7oi0hPoAtzrcdwrwCYRiVLVGI/2me73KFNEVgI1VDXW3bcUePAsr8+Ys1azfiXCG1Vh+czYooOLS+Ca25sTM20LlLP1U+Pmjih27IzNRa8AzxYTE3MO2ZRv/v7OBOiQIUNo3LgxANHR0XTq1InXX3+drl27Ak5Rzubn58err77Ke++9x9SpU3nkkUe8kktxi64CkrdRRATIyifeczye5P5b5exSo5V7zrEi4vm2OQ6o6b5uAXyd57jdZ3GO4cBzwAIR6amqSUUd4Crs+lrgfL92FZJTcWJauTHbPdq2u22tcYp9tv0er5OBVI/tk0DVfK4BABG5H7gfoH7NZgWFGVOkyNY1CQj0Z8Cjzt0M/wBnIq37wKakpmQQM20LiQeTz6rP6uGhhFQMpPttTXPaatarRPXwUAaMaMeONYdZt3iP9y7ClEv16tXL9W+2hg0bsnXr1gKPCw0NJSIigthY772RLG7RTQIq59NeFTieT3vOwiNVVac2n1m0i+kuVT2bG0Rn8354E86oeTEwR0SuV9XUIo6Bs7++4uR0Pu/j8y70KvbCL1V9B3gHoEGt5uVsLGF8aeX8OFbOj8vZrhwWwtAxXVg6Yxv7tp7b9FzCgWSmPfNDrrYBI9px/OgpFr+/6XzSLXWPRBf/ro/9wYPzU69ePRo3bsz+/ftztR88eJAGDRrkbA8fPpzx48fnbKenp3Po0KFcMeeruPd01+OMrvJqDWz0Qh45o2UR8RORiu45FWjuGSgio0Wkrbu5CWicp6+z+u6o6s9Af5yp3I9F5KwWYuVjE04Bjiwkp+LErHdjmni0NXbbfj3PHI0pFZ2iGzPo6Y45o2BjfGXkyJF88MEHHD16FIBVq1axdOlSHn744ZyYt956i5UrV+Zsv/zyywQFBTF48GCv5VHcke67wHgRmaqqywFEpDrO1OzzXsjjkNtnDaAZ8JiqDhSRacDjIvKNqqaISAfgTuBf7nFvAG+LSGNV3SEiVwGdgB1nc3JVXewuyvoUeBN3uvUcfY1TVIcDD7tF/I/FiPlLnpyWiMj3wOPAfW7z48D3ee7nGlPmdBvYlPBGzh2X7gObkngohYWT1uMf6EdAkH+ueaGW3erQrGN4rmnjNV//dsajRA1a1uDKvg1zxS3/NJbDu4t7V8iUZ2lpafTp0ydn0dOgQYOoU6fO/7N35+FVVVfjx7/rZg5DAhhmwyhoZBJkMiphcnr7oqilisViq9a+LU68Fgpa2xdp64DSOhVrBfWnUigigoBSIAqIImGexBjCTCCQAJmHu35/3JPLzUiEmxtI1ud5eLhnn733WTsPuu7eZ58TPvzwQwAeeOABsrKyGDJkCI0bN8btdjNv3jyGDDmzivDCCy/w2GOPERwcTG5uLk2aNCExMZE2bdr4LU7RarwFBkBE/gfPhhzBs6RcDLymqrN96kwGHgCi8Wx0GgcsAAYBm4GJwHDgDqfO6pIXUYjI20BPIA94TFXXikgkMA0Yguc+ag6ehLzL55pPOtdMxZPIooDBwBJVLfeUtPM40gQ8yXkzMKPkBRkiMhZ4C0gCFjn9lMT+DJ5Zd5XjU9WlItLV6acxsB94D/h/QFtVPehcq6ROlDO2OXg2in0NTHB2ObfA88Xicif8b4FxqpomIm2cfkuu/TieXdIljy+9g+dFIS86P9fPgXtKrl+R2JiuOuGO1ys7bYypJRf78nJiYiIJCQm1HUaNSExMZPDgwUmqenV16lc76ZrqE5EY30eQROQaPPeNI1W1oo1nFwRLusZcmCzpXrh+aNK1Gys1Y6Ezky15bvdXwAcXcsI1xhhT82rqOd36bg7wgYicBCLwPL87oXZDMsYYU9ss6dYAVX0RewuUMcaYMmx52RhjjAkQS7rGGGNMgNjysvGKaHrx75KsSl3fQVlXxwY2PlN32EzXGGOMCRBLusYYY0yAWNI1xhhjAsSSrjHGGBMglnSNMcaYALHdy8Yr9wS8+tCK2g6jRm2fXXfHV5fHBnVvfHX5SQFTOZvpGmOMMQFiSdcYY4wJEEu6xhhjTIDYPV1jTJVadY6m59C2hDcIQUQIiwxmx5pDbFlxoNI2jZqFE39HZyIahRIaEcTxA9msmrOb/Jwib53Rf+hPzqmCUu1SNh2rsl9j/OWVV15h3LhxrFy5stTbwE6dOsVjjz3GW2+9RU38vnlLusaYKnXp14L0/VmsX5wKQLM2DRk1uS8nj+Wyd+vxcvWDQ13c+uhVJK9PY+kb20Bg+H1x3PCLK1n48mZvvZxTBXz04sZADcMYr0OHDvH888+XK9+4cSP3338/nTp1qrFrX1TLyyLSQUQSRSRPRFJFZIbPuQdFZJOIqIh8JSIjazNWJ6YFInJERDKduCOc8qUiUiwiX4vInbUdpzFV2bJyP5uX7/ceHz+YRUFOEVExERXWb9/9EqJiIthU0kZh8/L9xF7ZjJjYRoEI2ZgqjRs3jkmTJpUrz8/P55NPPuGWW26psWtfVDNdVd0DJIhIKjBLVf/gc+4NEdkNrATuUtXUWgnSh6reKiKzgPaqmgAgIkHAUeCPqvp/tRieMdWScTjnzIFAXHxriovcfL/haIX1GzUNx+1W8rIKvWXZJ/MBaNMlmmP7TtdovMZUZeHChYSEhHDjjTeWOzdgwIAav/5FlXQvdiISArwPrHV+0b0xF40+N7enR0Ib8nKKWPTKZrIzCyqsd+p4Li6X0CA6jOxMT7JtGB0OQIMmYd56waFBDBlzOVHNI1FV9u/MYNOyfRQXuWt+MKZeys7OZvLkyXz66afk5+fXSgwX1fLyuRIakCVZAAAgAElEQVSRnzpLz187f//U59yfnaXqRBF5QkSWi0iyiNxbpo+uIrJGRLaKyGfOcnbJUvagasQQDnwI/KeihCsiLURktohsdv78S0Ra+Fw70bneAyIy16mzVESalunnKRHZKyJfiMgMp88jIjLzXH9+xgAkLUll5oQ1JC1J5bbxvWnZsXGF9VK3HOfksVz6/qgDIuAKFvrc3I7iYjcuEW+9zLQctn1xkPnTNrB0xjbadWvGTQ92C9RwTD301FNP8dBDD9GqVatai6HOz3RF5AZgBnC1qu4UkSuA9SJyVFU/U9XfiUg+MB6YoqrPi8gI4H0Rma+qp0XEBcwHlqvqOGeJeK5zieosZTcAFgFvq+q7ldT5EPhWVXs6cb8FzAOuVdVv8SyrK/DfwO2AAl8BjwBPO23uAv4XuEpVU0SkP7AKeF9V7/tBPzhjKrF7XRqdr27BwJGdmT9tQ7nzxUVuPnwhiQG3duL2J/pQmF/M9lUHad6+MXk+u5f/M3OH93NediHrPk7h1seu4pK2DUk/kBWQsVRk+sePB+Q6c3dFez9nZmYSHR1dRe3zk5iYWGN9Xyw2bNjA119/zQsvvFCrcVzMSXesiCSUKavoX+1k4GNV3QngJN6FwCTgM596R1V1ufM5EU+i7AxsBIYBV+BJeKhqsYi8ClR3s1ZPIARYWNFJERkMXAP83Kf4OWCniCSoaqJP+VxVLXLarQJ6+Zx72BlrihPn1yLydVWBiciDwIMAl17SpZrDMfWJK0hwF5d+dCLjcDZx8a0rbZNzsoAV7+z0HotLuOEXV3L8YOXJ9GR6LgBRzSNqNemauumTTz4hNzeXIUM8r9/My8sD4NFHHyU6OpoZM2bQtWvXGo/jYk66pTZSAThJeGWZet2AL8qUJQPDy5Qd8vlcstOjZP3sCjwzy70+dfb9gFi/BLYDL4lIuqq+V0GMCnzvU/a9U9Ydz5eAyuL0XeO7AvhPmb6rjFNV3wDeAIiN6er/h9LMRW/UpL7MnrKuVFmDqDCyMiu/J9amSzQHd2d6j1t2jKKowM3+HScAaNq6AS06NGbnmsNn+oz23O89fSLPn+H/YI+OCMx2C993LycmJpZ6VtT431NPPcVTTz3lPU5NTaVDhw5Mnz49oD/7enFPt5qKSz7omSeipZK64EmIP8Q4YDYwS0TOZz96sc9npeoYS+oYc85CwoPontDWexwT24hOvWPY+aXn+9+V17Xm3qnXENk41Fvnpl92J6q555Gi4FAXA27tyNqPvqcw3/PPN7xhCL1vaEdYA8/3flew0OfGdhxJOcmxvba72dRdF/NMt7q24Vkm9tUJ2PoD+tiJJ7m1xzNLBoj9IUGoqltEfgZEAXNFZLiqfukTozhxfeuUdXTKfmicHcuUxQIpPyRWY3x99VEKcfGt6dKvBW63EhziYs28ZLZ9fhAAV5CLoBAX4jrz/W/f9uP897heZGXkISLsWnuYnV+emdUeP5DF9xuO8t+/6UlRoZuQsCDS92ex4t2d1MBLgIwp5dFHH+Wrr77yfr7sssuYO3cu+/bt49577+XIkSMAJCQkEBcXx2uvvea3a9eHpDsV+FBEuqrqtyJyOWc2I1XXf/AktEeAko1Uv/ihgahqofMyjM+ARSJyvapuU9WVIvIl8ARwv1P9CeDLMvdzz+ZvwAwR6ehspOoLXIUlXXMevvsmje++Sav0/NbEA2xNLP3qxmVv7aiktkd+ThFfLUiBBX4J0ZgfZPr06RWWx8bG1vims4tqebnkjVRASzwbqUq9kQoo+UnOLnkjlap+BvwK+JezqWg28CunHBGZDIwFeonIOyIS5VwDYLqI3KSqbjybpnqLyFY8G6IWO3XOvAGgfLwLgJucvhNFJEJVc4Ef4bk/vFJESjZz3Q40KnlkCM+92tudftqUiWmIiDziE/dsZ6yzgeedfhOBu4GPq4rRGGNM4FxUM92SN1JVcs67IaiCc+8CFT6qo6pT8cyGfVV0jROqGl9yICLXAPnA4QrqlvR9ayXlJ/HMQH3L0oCfVFL/YAUxrQD+6lvgvGZyuqo+41P2GfB5ZTEaY4wJnItqplvLFopIVwDnud1fAR84s+ALxVDAe/NBRLoBA4E5tRaRMcYYr4tqplvL5gAfiMhJIALP87sTajekcnYBTZxl9DwgCLhDVb+r3bCMMcaAJd1qc17deEG/L1lVk3Fe4GGMMebCY8vLxhhjTIBY0jXGGGMCxJaXjVdE09Kvpqtr6vKr9ury2KDuj8/UHzbTNcYYYwLEkq4xxhgTIJZ0jTHGmACxpGuMMcYEiG2kMl65J+DVh1bUdhg1avvsuju+ujw2uDjHV5c3JppzYzNdY4wxJkAs6RpjjDEBYknXGGOMCRBLusYYY0yA2EYqYwytOkfTc2hbwhuEICKERQazY80htqw4UGmbZm0acM3tnQmNCEZVyTlVwJq5yZw+kQeAK1i4+ub2tOnaBHeRm7DIEE6fyOPLecmcPJYbqKEZA8CiRYt47bXXyM/PJzs7myZNmvDss8/So0cPb50FCxbw97//nYKCAvLz88nJyeGJJ57g7rvv9lsc9X6mKyIdRCRRRPJEJNX5/JWI7BKR55xfDH+2Pv5c0raKOm1EJE1E2lQzrgQRGVv9kRhz7rr0a0H6/iw+enEj86dtYNlbO4i/8zLadW9WaZv/+nVPjh/KZt5zSXz4/AZOH8/jxge7ec+HR4YQF9+apTO2smD6Jub8+RvcxW5uuP/KQAzJmFLGjh3LT3/6U5YvX85XX31Fz549GTp0KGlpad46r7/+OnfffTfLly9n9erV/PGPf+See+5hy5Ytfouj3iddVd2jqgnAEWCWqiao6gA8vyLvIeCFavTxO2DWWarlAd8C1f2KnwCMrWZdY87LlpX72bx8v/f4+MEsCnKKiIqp+DtnWINgGjUN58CuE96yA7syaNG+MWGRngW0vOxCFr26mdzThZ4KCoe+O1lpn8bUpOuvv57Ro0d7j8ePH096ejqfffaZt2zq1Kml6iQkJKCqpKSk+C2Oep90K+P84vcVwI/91N9xVb1eVU+cvbYxgZVxOIfC/GLPgUDcta0pLnLz/YajFdbPzy7iwLcZdL66BeISxCV0vro5hXlF3n7cxUr6/ixvmwbRoVw+sGWVS9bG1JQPP/yw1HFEhOfLX35+vresT58+BAd7vjQWFhbywgsvEBcXx7Bhw/wWh93TrVoIUCAi0cBLwJV4ZqouYKKqrqmokYh0B94HWgHbgDHAu8AA4CFVneXUexT4KXAKCAfmqOp0EXkCzyw32mfJ+j5gHzDd6SfbafMnVf3Y6e8nwO+Annhm6g8CVwBLVXWcX34ipk7rc3N7eiS0IS+niEWvbCY7s6DSuotf28LwX1zJ2D9fA0BwaBCJ73+Lu1hL1WsQHcotv+pB09YN2Lz8AOs+2VOjYzCmOtauXUt4eDgjRowod+7Xv/4177//PldccQWLFy+mYcOGfruuJd1KiMh1wDDgL0BLPMkrXlULnXMLRKSzqmZW0PwIcAK4S1W3O2UJIpLq038/YArQRlVPiUgXYDEwXVWfF5EGQIKz9F3SJhxPMu2uqqedNutE5GpVTVbVf4lIGrASiFPVESLSHNgnIh+q6ko//ohMHZS0JJWkJal06deC28b3ZtHLmziScqpcPRG45X96kJ2Zz9u/+xKArgNaciq9/N2T7MwC5v55PRGNQrjpwe7c9EA3lr6xrcbHYkxlVJUpU6bwzDPP0Lx583LnX331VV5++WWef/55BgwYwBdffMFll13ml2tb0i1trIgkAGFAAfAYMAMIAm5V1UIAVV0lIoVAf+BT3w5EpCkwB3jEJ+FWpA2emXQb4JSq7haRe84SXz5wnaqeduLYLSI7gaFAcpm6Hzh1jorIDqAXnmRszFntXpdG56tbMHBkZ+ZP21DufPsel9C2axPemfQlbrdnZnvg2wxG/6E/H/xxXYXJN/d0IavnfseoSX1p07UJB7/NOO84p3/8+Hn3UZPm7oquVr3MzEyio6tX158SExMDfs0LwaRJk2jXrh3jx4+vtI7L5WLChAm89957TJkyhXfeeccv17akW9osVf1D2UIRUeAeEbnNKXIDTfDMgH01BpYA7fEsBVdlCbAK2CIiS/EkyblVNVBVFZEhIvIzPAm7GM8MvGwcAId8Pp92YitHRB7EswzNpZd0OUvIpq5yBUm5ZeGMw9nExbeusH50i0jcbvU+HgRw+ngeriAX7Xs0Y8uKA4h4ytWn2xOHswFo2qqBX5KuMT/U9OnT2bFjB/PmzSt3rqCggNDQ0FJlV1xxBdu3VzV/+mEs6VbPeOBJoJ+qfgvgLBVLmXqX4Vn+fQ3PPeCfVdahquYBw0WkP577tzOAcSJynaoWVdRGRH4M/BPPsvNqpyyxgjhQ1WLfw4rqOPXeAN4AiI3pqhXVMXXfqEl9mT1lXamyBlFhZGXmV1g/OzMfl0uIbBxKzinPfd/IxqG4XEJRgRvwLDeHNwxh07L9pfosae8Pj4540S/91JTq/sKDxMREEhISajYYw5tvvsnixYtZuHAhwcHBpKSkkJKS4t0o1bt3b7ZtK33r49ChQ7RpU60nPavFdi9Xz/XAppKE6witoF6SqiYC9wM/FZEbKutQRC4XkW6q+rWq/grP5qgBeDZBgWc2XVI3VETCnDgOliTcKuIw5gcJCQ+ie0Jb73FMbCM69Y5h55eeBZMrr2vNvVOvIbKx559b6tbj5JzM56rhsd42Vw2PJT+3iH3bj3vL4uJbE94wBACXS+g/ogOnj+exf5dt4jeBNXv2bKZOncrkyZPZunUr69evZ9myZaxefeZ/pzt27GDBggXe40WLFrFmzRp+8Ytf+C0Om+lWzw7gfhFpoappIjKAipd0AVDVL0XkFWCGk1izK6g2ALhBRO5RVcWzXJzPmWXpo0BT5/PjeJaIdwAPicgVqrpTRDrgSdKfYcx5+OqjFOLiW9OlXwvcbiU4xMWaecls+/wgAK4gF0EhLsTlWTApyC1iwV83cc3tnbnjt30Ql1CYV8zCv20iK8Mziz2wK4OYSxsx4uFeFOYXExzq4lR6Lgv+upHCvOJKYzGmJowZM4aioqJyKwpPP/209/Nf//pXnn32WZ5//nlUlaKiIj744ANuvfVWv8VR75Ouk7hm4kmiJRupblXVkz7VpgKxeHYKbwV2A2nARPHcuGrDmUd85gLjgIF47u1+LSJTgF8515goIg3xJMr/AtaKSC4QAdypqseca/4b+JmIrMGTjH8MnAS6AZ86m6P24dlANVZE8oCtTqwly863A9PwbKJqLyJ5qvoX//zkTF3y3TdpfPdNWqXntyYeYGti6edrTxzKZtErmyttk5WRz6o53/ktRmPOR2Fh4VnrjBs3jnHjavbpynqfdFV1D563P1VV5xRQ9uWbZbdNTi1z3K/M8b8q6LrSF2+oajqexF3Wr50/lfmkzPF9zh9jjDG1zO7pGmOMMQFiSdcYY4wJEEu6xhhjTIBY0jXGGGMCxJKuMcYYEyD1fveyOSOiafXfoHMxqstv/anLY4O6Pz5Tf9hM1xhjjAkQS7rGGGNMgFjSNcYYYwLEkq4xxhgTIJZ0jTHGmACx3cvGK/cEvPrQitoOo0Ztn113x1eXxwYX3vjq8k5/U3NspmuMMcYEiCVdY4wxJkAs6RpjjDEBYvd0janjWnWOpufQtoQ3CEFECIsMZseaQ2xZcaDKdh2viqH7oLaICxo2CefE4WyWztiKu1i5fGBLet/YjpxTBaXatOwQxaf/3MaeTek1OSRjzkl+fj4TJ05k5cqVREVFkZeXx8SJExk5ciQA0dHR9OrVq1SbPXv20KtXLxYsWOCXGCzpGlPHdenXgvT9WaxfnApAszYNGTW5LyeP5bJ36/EK23S+ujm9hl7Kx3/dREFeMQ2iw7j76f4EBbtwFxcDsOHTvexae8TbpvEl4fz4d33Zt/1EjY/JmHPxzDPPsGDBAjZv3kyjRo3YuHEjAwYMYN26dfTs2ZNevXqRmJhYqs2gQYP4yU9+4rcYbHm5GkSkg4gkikieiKSKyIzz7G+miBwRkVl+CrGy69wpIptERGvyOubCtmXlfjYv3+89Pn4wi4KcIqJiIiqsLy7h2jsv4+uP91CQ50mw2Zn5LHp5E0UFnuOUTemklJnNXj6gFcnr0ygudNfQSIw5P5s2baJv3740atQIgKuuuoqoqChWrPDsjJ85c2ap+ikpKWzbto3bb7/dbzFY0q0GVd2jqgnAEWCWqv7yPPu7D1jqj9jOcp1/A4/W9HXMhS3jcA6F+Z5kiUDcta0pLnLz/YajFdZv2bExkY1DOZScWar8SMop1Pn6VpBbREFuUanzXQe0ZOeXh/0evzH+cscdd7Bq1SoOHPDcWvn00085duwYLVq0AKBDhw6l6r/99tvcddddhIeH+y0GW142pp7oc3N7eiS0IS+niEWvbCY7s6DCes3aNCQ/t4jYuKZ0T2hLcGgQp9Jz+frjFE4fz6uwTZuuTSjML+bo3tM1OQRjzsvYsWPJycmhW7dutGrVit27d/PjH/+YUaNGlaurqrz99tvMmzfPrzHYTPcc+SwRvyMifxaR/4hIvoiMdc7fKCJfi8hqEflSRH4jIlJFfz1EZLGIrHLazBeRtpVc71kR+VxEvhWRG8v0M1BENotIkogsALrU1M/AXFySlqQyc8Iakpakctv43rTs2LjCemGRwYSGB9E9oS2LX9/Ch88nkXOqgDsnXE1oRMXf0y8f2JIdaw7VZPjGnLc333yTP/3pT6xfv56dO3d67+m6XOVT4cqVK4mOjqZPnz5+jcFmuudIVe9z7sneBgxV1d+JyP8ChSJyOfAhcJ2qbhCRpkASkAO8VUmX1wC7VPVxABF5CngHGFLmeiOAa1R1gog8DLwBtHPaNAQWAn9W1WkiEgksqYHhm4vY7nVpdL66BQNHdmb+tA3lzqsbXEEuNizdS1GB5/7suo9T6DGkLV37t2Br4sFS9UPCgmjf/RLWzE0OSPz+Mv3jx8+r/dxd0ecdQ9lNO6bmqCq//e1veeSRR+jcuTMAPXr04OGHHyYnJ4cnn3yyVP2ZM2fy85//3O9x2Ez3/G1S1SQAVX1BVd8DJgKrVHWDU34C+Dfwmyr6+Rfwe5/jOUCCiJTd7bJRVXc5nxOBWBFp4hyPBhoBrzvXzcGTuCslIg+KyHoRWV/1MM3FyhVUfoEl43A2TVs1qLB+VoZnCTkrM99bVlToJi+rkMbNym++6tynOQe+zSAvu9BPERvjf8eOHSMjI4P27duXKu/QoUO5JeTTp0/zySefcM899/g9Dpvpnr/9FZR1B1qJSKJPWRQQVEU/LmCKiPQDioAwQIDmwF6fer5reCU30BoDGcAVQJqTbEvsqyp4VX0Dz2yZ2Jiutsu5Dho1qS+zp6wrVdYgKqxUUvV16DvPBqrIqFAy0zz/lFwuITwyhNMZ5e/pXj6wFUlLU/0bdAA8OuLF82pv716+uFxyySWEhYVx+HDpzX6HDx8mMjKyVNmcOXMYPnw4zZo183scNtM9f8WVlK9U1QSfP1epao8q+nkHiAduVtVBwF1Oedlpiu/1tJI6VFDH1FMhzv3ZEjGxjejUO4adX3q+v115XWvunXoNkY1DAcjKyGf3uiP0GNyWkl0I3RLaUJBXxO51aaX6joqJoFGzcPbtsGdzzYXN5XLxs5/9jLfeeosTJzz/Xjds2MDy5cvLbaSqqaVlsJluTdkKdPMtEJEuwFhVnVRJm+uBF1X1lHMceg7X3Qm0EJFIn9lu7Dn0Y+qQrz5KIS6+NV36tcDtVoJDXKyZl8y2zz33Zl1BLoJCXIjrzHe3lf9vF/F3XsaoyX0pyC2mML+Yj17cSF5W6SXkywe24tuvj9hXO3NReOmll/jDH/7AsGHDiIyM5PTp0zz77LM8/PDD3jrJycns37+f4cOH10gMlnRrxl+ALSJyi6ouFpFg4P/w3IOtzA5gkIgEq2oRMPIcrvs+8Cfgf4AXnPvBvziHfkwd8t03aXz3TVql57cmHmBrYulXQhYVuPn8/W/P2vfXH6ecd3zGBEpkZCTPPfdclXU6d+7M3r17q6xzPmx5uRpK3kgFtATGisgMEXkZuAm4yXlbVdOS+s5Gp/8C/igi3+BJthtV9e9OfzN92r7pNPs5nnu+20XkI6Ckv9ki0qvM9Z4Tka7AbN86qpoF/DcwRkQ2APPwbODCibFrDfx4jDHGVJPNdKtBVfcACRWcGldFm2XAskrO3VdB2XbgujLFE8pcq+z1BlTQz1qgZ5nilyqL0xhjTODYTNcYY4wJEEu6xhhjTIBY0jXGGGMCxJKuMcYYEyCWdI0xxpgAsd3Lxiuiad1+tV1iYiIJCQm1HUaNqMtjg7o/PlN/2EzXGGOMCRBLusYYY0yAWNI1xhhjAsSSrjHGGBMgtpHKeOWegFcfWlHbYdSo7bPr7vjq8tggsOOryxsKTe2yma4xxhgTIJZ0jTHGmACxpGuMMcYEiCVdY4wxJkBsI5UxF7FWnaPpObQt4Q1CEBHCIoPZseYQW1YcqLTNbY9fVa7sSMpJvvooxXvscgkDb+9E68uiATi2P4vVc3ZTVOD2/yCMCYBFixbx2muvkZ+fT3Z2Nk2aNOHZZ5+lR48epept2bKFSZMmkZOTw+HDh2natCkzZsygW7dufonDkm4NEJEIYDzwX0A+EAQUAR8D/wKmAjcDS1V1bBX9bACeUdUPazpmc3Hq0q8F6fuzWL84FYBmbRoyanJfTh7LZe/W45W2++jFjVX2O/D2TlxyaSP+/WwS6lZufKAbg396Ocve2uHP8I0JmLFjx/K3v/2N0aNHAzBx4kSGDh3Ktm3baNGiBQC7d+9mxIgRLF68mLi4OAoKChg0aBCpqal+S7q2vOxnTsJdDnQFhqhqgqpeB0xx/vxWVe8Dllaju93AiRoL1lz0tqzcz+bl+73Hxw9mUZBTRFRMxDn3GRYZTPeEtmz+zz7UrQBsXLaXLv1anle/xtSm66+/3ptwAcaPH096ejqfffaZt+zJJ59k9OjRxMXFARAaGsqsWbPo16+f3+Kwma7//QFohyfh5pUUquoKEXkWaFbdjlT1Lv+HZ+qSjMM5Zw4E4uJbU1zk5vsNR8+5z9aXRRMU7OLo3tPesvR9WbiL3bS9vAknj+WeT8jG1IoPPyy9YBgR4fkCmZ+fD0BBQQELFy5k/vz5pep17drVr3FY0vUjEQkCfgm875twfcwA2vgcu5xEPABoATyiqp86fb0HDMVZghaRQcCzQH/gLufP5cAmYKyq5jvtEoCnAQHCgG+BR1U108/DNReQPje3p0dCG/Jyilj0ymayMwuqrH/tqMuIubQRAGl7TrJ+cSoFecUANL4kAnUrOafO9OF2K3nZRTS2ma6pI9auXUt4eDgjRowAIDk5mby8PE6cOMHIkSM5evQoUVFRPPHEEwwePNhv17XlZf+6HIgCdlV0UlWPqqrvzbQfATNVdRDwCvCGT9178FmCVtXP8SRagEGqOhLoDVwHnFkzgZuA+aqaAFwDFAIvnt+wzIUuaUkqMyesIWlJKreN703Ljo0rrZt+IIt9244zf9oGFr68iajmkdz2eG9cLgEgJCwId7GWa1dc5CY4NKjGxmBMoKgqU6ZM4ZlnnqF58+YAZGRkADBp0iSmTZvGmjVreOihhxg2bBhr1qzx27Vtputf0c7fWdWsv1FVSxL0F8DLItJEVTPO0u4DAFXNFZF1QC+fcy8Bmc55FZF/A7OqGY+5yO1el0bnq1swcGRn5k/bUGGd1XO+834uKnCz5t/JjHlmIO26N2PP5nQK84txBUm5dkHBLooKis87xukfP37efdS0ubuiz17JjzIzM4mO/mHXTExMrJlg6oFJkybRrl07xo8f7y0LCvJ8oRwzZgwdO3YEYMSIEfTv35+XXnqJ+Ph4v1zbkq5/lSTLBtWsf8jn8ynn78Y+/VSn3WmnTYkw4FURiQMK8HwRaFlZRyLyIPAgwKWXdKle1OaC4QqScrPSjMPZxMW3rnYfp47nom4lqrln6fhUei7iEiIbh3qXmMUlhDcI5pTdzzUXuenTp7Njxw7mzZtXqrxt27al/i7Rrl07du/e7bfrW9L1r2/xJMwrqlm/omlD+SlG1e20TJslQDIwWFXznXu8KyvrSFXfwFnWjo3pWn5N0VzQRk3qy+wp60qVNYgKIyszv8L6EY1CiLu2NUlL9vrUD0VcQtYJT5tD32VSXOgmpl0j72NHMZc2xBXkYv/Os30fPLtHR1z4dzsC/QsPEhMTSUhICOg166M333yTxYsXs3DhQoKDg0lJSSElJYVhw4bRtm1bOnbsyOHDh0u1SUtLIzY21m8x2D1dP1LVYuBVYISIhJU9LyIzReTNmrq+iDQD4oCPSjZWAaE1dT1T+0LCg+iecOabeUxsIzr1jmHnl57FkCuva829U68hsrHnn0FwaBC9hsbSqFm4p4FA31s6cCo9l73bPAk2P6eIrZ8foNfQSxHnPm+v4bHsXneEU+k20zUXp9mzZzN16lQmT57M1q1bWb9+PcuWLWP16tXeOhMnTuSdd97h+HHPfwtJSUmsWrWKcePG+S0Om+n63xQ8m5veEJFfluxiFpGfAsMB/9wYqNgJIA0YIiKzVFWB22rweqaWffVRCnHxrenSrwVutxIc4mLNvGS2fX4QAFeQi6AQlzd55pwsYNN/9nHDL66kqNBNSFgQp4/nsWD6RgrzzyygrJ3/PQNv78SdE/oAkL4/i1Vz/LfEZkygjRkzhqKionIrCk8//bT38wMPPEBWVhZDhgyhcePGuN1u5s2bx5Ah/lv5sKTrZ6paICI3Av8LJIpIHhACfI9n1/FeEXkZzy5jROQ54J/A204Xs0XkIeAJPI8M4cyOX8cziy6p83NgjE8/01X1URG5E3gZ2CwiKcA+53wicFKSV7sAACAASURBVJeqHqnRH4AJqO++SeO7b9IqPb818QBbE8+8ErK4yE3S0r0kLd1baRsAd7GyZm6y3+I0prYVFhZWq95jjz3GY489VmNxWNKtAc7S7lTnT0XnxwFl1ysGlDm+p4KmZev8zvnj2/dqoOzLdR+uKl5jjDGBYfd0jTHGmACxpGuMMcYEiCVdY4wxJkAs6RpjjDEBYknXGGOMCRDbvWy8IpoG/k08gVSX3/pTl8cGdX98pv6wma4xxhgTIJZ0jTHGmACxpGuMMcYEiCVdY4wxJkAs6RpjjDEBYruXjVfuCXj1oRW1HUaN2j677o6vLo8NAju+uryL39Qum+kaY4wxAWJJ1xhjjAkQS7rGGGNMgNg9XWMuYq06R9NzaFvCG4QgIoRFBrNjzSG2rDhQaZvbHi/765bhSMpJvvooxXvscgkDb+9E68uiATi2P4vVc3ZTVOD2/yCMCYBFixbx2muvkZ+fT3Z2Nk2aNOHZZ5+lR48epeq9+eabvP7660RERBAREcHf//53OnXq5Lc4LOkacxHr0q8F6fuzWL84FYBmbRoyanJfTh7LZe/W45W2++jFjVX2O/D2TlxyaSP+/WwS6lZufKAbg396Ocve2uHP8I0JmLFjx/K3v/2N0aNHAzBx4kSGDh3Ktm3baNGiBQALFixg0qRJbNmyhZYtW/LKK69www03sH37dsLDw/0SR71dXhaRDiKSKCJ5IpLqfF4jIskiMk9E2tZ2jNUhIh+JyGO1HYepHVtW7mfz8v3e4+MHsyjIKSIqJuKc+wyLDKZ7Qls2/2cf6lYANi7bS5d+Lc+rX2Nq0/XXX+9NuADjx48nPT2dzz77zFs2ZcoUxowZQ8uWLQH45S9/SXp6Ou+9957f4qi3SVdV96hqAnAEmKWqCaoaD/QGugEf1GZ8P8AePGMw9VDG4RwK84s9BwJx17amuMjN9xuOnnOfrS+LJijYxdG9p71l6fuycBe7aXt5k/MN2Zha8eGHH5Y6jojwfIHMz88HICMjg6SkJK6++mpvnZCQEHr16sWyZcv8FoctL5ehqqdEZBHwuIg0UtXTZ21Ui1TVZrmGPje3p0dCG/Jyilj0ymayMwuqrH/tqMuIubQRAGl7TrJ+cSoFeZ7k3fiSCNSt5Jw604fbreRlF9HYZrqmjli7di3h4eGMGDECgD179gDQqlWrUvVatmxJSkpKufbnqt7OdM8ixPlbAUTkMhFZLCJJIrJVRGaISAPn3CAR+UpEVETuEpH5zhL1KyISLiLTRWStU6d9yQVEJFZE5jjnvhCR/4hInM/5P/ssez8hIsudfu/1qTOtpI5PWQ8n1lUistqJ56JYKjfnLmlJKjMnrCFpSSq3je9Ny46NK62bfiCLfduOM3/aBha+vImo5pHc9nhvXC4BICQsCHexlmtXXOQmODSoxsZgTKCoKlOmTOGZZ56hefPmAGRnZwMQFhZWqm5YWBg5OTl+u7bNdMsQkXbAHcD7qpolImHAp3iWoP9PREKAT4A3gHtU9XMRuQvPMu81qjpSRJoA+4EY4DeqekxEZgNPA/c5l4rD86XnGlVVERkDzBeRK1W1SFV/JyL5wHhgiqo+LyIjgPdFZL6qnlbV8SJyGkjwGcI1wC5VfdwZz1PAO4C9Yqce2L0ujc5Xt2DgyM7Mn7ahwjqr53zn/VxU4GbNv5MZ88xA2nVvxp7N6RTmF+MKknLtgoJdFBUUlyuf/vHj/hvABWLuruiAXi8zM5Po6Jq9ZmJiYo32fzGZNGkS7dq1Y/z48d6yBg0aAGeWm0vk5+cTGRnpt2vbTNdjrDOj3A58C/wFGOOcGw20BV4EUNVC5/PdItKhTD9znDoZwA7gtKoec86tAnyf1VgNPKiq6tO2C1B2b/pRVV3ufE4EGgCdqxjLv4Dfl4kpQUQqXBcUkQdFZL2IrK+iT3OBqig5ZhzOpmmrBtXu49TxXNStRDX3/BM5lZ6LuITIxqHeOuISwhsEc+pY7vkHbUwtmj59Ojt27GDmzJmlyjt08Pzv/MiR0ltkjhw5Yo8M1YBZqvoHEQkG3sMzu3wLyMazqSpNVbN86icD4pzb41N+2OdzTpnjbCDK57gYeEREhgBunKVsoCWexF/ikM/nkvvLla8der5ITRGRfkAREObE2hzYW7ayqr6BZ9ZObEzX8muK5oI2alJfZk9ZV6qsQVQYWZn5FdaPaBRC3LWtSVqy16d+KOISsk542hz6LpPiQjcx7Rp5HzuKubQhriAX+3dmlOvz0REv+ms4F4xAv3s5MTGRhISEgF6zPnrzzTdZvHgxCxcuJDg4mJSUFFJSUhg2bBhNmjTh6quvZv369dx1110AFBYWsnnzZu69996z9Fx9NtP1oapFwONAK+Chc+ii7Npb2WPfackLwM+AH6vqIGcnddk6pfrwmRWXn96c8Q4QD9ysqoOAu6rRxlykQsKD6J5w5pZ9TGwjOvWOYeeXnu9qV17XmnunXuOdtQaHBtFraCyNmjnPHAr0vaUDp9Jz2bvNk2Dzc4rY+vkBeg29FHHu8/YaHsvudUc4lW4zXXNxmj17NlOnTmXy5Mls3bqV9evXs2zZMlavXu2t8+STT/Luu++SlpYGwD/+8Q+aNWvGPffc47c4bKZbhqoeFJH3gUdF5K/ANmCciDT0me12wjMz3XYel7oe+FxVjwCISOhZ6v+Qfl9U1VPOsb/6NRegrz5KIS6+NV36tcDtVoJDXKyZl8y2zw8C4ApyERTi8ibPnJMFbPrPPm74xZUUFboJCQvi9PE8FkzfeObRI2Dt/O8ZeHsn7pzQB4D0/VmsmrM78AM0xk/GjBlDUVFRuRWFp59+2vv51ltv5dixY9x8881ERkYSHh7Op59+6rcXY4Al3cq8AIzFM0t8H3gKeBR4xlmCfgz4QFX3VNrD2e0ABohIA1XNBkaeX8il+h0kIsHOzN1f/ZoL0HffpPHdN2mVnt+aeICtiWdeCVlc5CZp6V6Slpa701CKu1hZMzfZb3EaU9sKCwurVe/+++/n/vvvr7E46u3ycskbqfDcQx3rPJsLgKpuB5YA04B5wI1AvIgkAZuAfcAvnX76ALOdprNFJE5E3gF6Of0+LiKjgYlAS2fDVhCeZezvga0isgC43OljuojcJCKT8ST+XiLyjohE+TwaVFJnmk+dkvh/DgQB20XkI6CpT2y9/PCjM8YYc47q7UzXmaUmVHH+ljJFN1dSLwkYUKa4orvu75c5PgiUvcYffT4vBaaWOZ9Q5ngpnk1fvvFsB64rU29CBfEYY4wJsHo70zXGGGMCzZKuMcYYEyCWdI0xxpgAsaRrjDHGBIglXWOMMSZA6u3uZVNeRNPAv/4ukOryq/bq8tig7o/P1B820zXGGGMCxJKuMcYYEyCWdI0xxpgAsaRrjDHGBIhtpDJeuSfg1YdW1HYYNWr77Lo7vro8Njj/8dXlTYLm4mEzXWOMMSZALOkaY4wxAWJJ1xhjjAkQS7rGGGNMgNhGKmMuMK06R9NzaFvCG4QgIoRFBrNjzSG2rDhQaZurhsfSvsclFBe5CYsMJj+niLXzv+fYvtPeOi6XMPD2TrS+LBqAY/uzWD1nN0UF7hofkzEXir179/Lb3/6WY8eOcezYMUJDQ3nhhRcYPHgwAFu2bGHSpEnk5ORw+PBhmjZtyowZM+jWrZtfrl9vk66IhAOPASOAfDw/i2DgP8AHzi+DNybguvRrQfr+LNYvTgWgWZuGjJrcl5PHctm79XiFbXrf1I55zyWRmZYDQPwdnfnRb3oyc8JqUE+dgbd34pJLG/HvZ5NQt3LjA90Y/NPLWfbWjkAMy5hal56ezpAhQ/jnP/9JQkICqsqoUaPYvn07gwcPZvfu3YwYMYLFixcTFxdHQUEBgwYNIjU11ZLu+RCRCDzJdR8wXFWznPKrgM+AzsBdtRehqc+2rNxP1ol87/Hxg1kU5BQRFRNRaZtFL2/2JlyAg7sz6DU8ltDwYApyiwiLDKZ7QluWztiKuj1ZeOOyvfx4Yl/WLdzDyWO5NTcgYy4Qzz33HP379/e+x1tEmDZtGm63Z7XnySefZPTo0cTFxQEQGhrKrFmzaNKkid9iqK/3dP8PaA/cV5JwAVR1I/BUbQVlDEDG4RwK84s9BwJx17amuMjN9xuOVtomLfWU93NYZDBXXt+GXWsPU5BbBEDry6IJCnZxdO+Z5eb0fVm4i920vdx//0Mx5kI2b948rr/++lJlsbGxtG/fnoKCAhYuXFjufNeuXWnevLnfYqh3SVdEgoEHgQWqmldBlbnA2z71HxeRTSLyuYh8ISJDfM4tEZFMEXlWRF5z6rhF5JcikigiKiIPiMgcEdkpInNFJEJEnnb62urMrkv6ixaRmSKyzulrlYjE+5x/RER2iUiqiIx1rp8sIhOd8zEistG57loR6e6ULxKRbBGZ4f+fqKkpfW5uz31/iafn0EtZ9MpmsjMLqqwvAnf8tg9jn40n91QBie996z3X+JII1K3knDrTh9ut5GUX0biKGbQxdUV2djYpKSkUFxdzzz33EB8fz/Dhw5k7dy4AycnJ5OXlceLECUaOHEl8fDy33HILK1eu9Gsc9XF5uSvQGNhZ0UlVPQ4sARCRXwC/AvqpaoaIXA2sFpEeqrpbVW8WkURgNHCtqu4Vkb8BO1Q1QUQUuAW4E8/PeifwEfBrVf2jiPwFeBEY7Fy+JXAFEK+qhSJyHbBARDqraqaq/lVETgKve0LVm0WkB7BJROaq6vcici1wBPibqm51+n0EmKaqv/TbT9HUuKQlqSQtSaVLvxbcNr43i17exJGUU5XWV4V5zyUREhbE0J9dwW2PX8X8aRtwFyshYUG4i7Vcm+IiN8GhQTU5DGMuCJmZmYBnCXn58uX07t2bdevWMWjQIAoLC2nXrh0AkyZNYsWKFXTs2JGPP/6YYcOG8cUXXxAfH19V99VWH5NutPN3djXqPgX8XVUzAFR1vYhsBR4CHvept1xV9zp1Hi7TxzxVLQaKRWQ90FRVk51zq5y+SqQAt6pqodPXKhEpBPoDn/rUE+A9p84WEckEegDfq2q2iMwFfg584NS/D5hVjfGaC9DudWl0vroFA0d2Zv60DWetX5hfTOJ73/Lz56+la/+W7PzyMIX5xbiCpFzdoGAXRQXFNRG2X0z/+PGzV6qmubuiz16pmhITE/3WlwmMoCDPl8sf/ehH9O7dG4B+/foxcuRIXnzxRV555RUAxowZQ8eOHQEYMWIE/fv356WXXvJb0q13y8tApvN3Q99CEenjLAmvd5ZvGwHtgHud8kRnVtuwbFtgfxXXO+zzOafMcTYQ5XNcBNzjLD1/4VyvCZ4ZsK9jqlrkc3waz+y9xFvAUBFpJyIu4GZgUUXBiciDzpjXVzEGE0AVJceMw9k0bdWg4gYC4irdJi+7kNysQm+bU+m5iEuIbBx6pplLCG8QzCnbRGXqgZiYGMLCwmjbtm2p8nbt2rFnzx5veWXn/aU+znS/BU4BV/oWqmoSkCAiY4GZPqdeUtV/nKXPqqYKZc9VVXc88CSe5exvAUQkFc/Mtqo+1LeOqq4WkWQ8M9yvgZVlkjQ+dd8A3gCIjelafv3RBNyoSX2ZPWVdqbIGUWFkZeZXWL/1ZdF06t2cVbN3e8uCgl2ENQj2tjn0XSbFhW5i2jXyPnYUc2lDXEEu9u/MqKGRnL9HR7zot77sFx7Ub0FBQcTHx3P48OFS5WlpacTGxtK2bVs6duxY6Xl/qXczXSf5/AO4TUQqmTqAqp4G9uK5B+wlIiNF5J4aCu96YFNJwnWEVlb5LGYCY4H78cx8zUUiJDyI7glnvm3HxDaiU+8Ydn55CIArr2vNvVOvKTVrvaxPcxpfEu497jeiA0UFZ3Y85+cUsfXzA/Qaeql3VtxreCy71x3hVLrNdE39MGHCBBYsWOCdue7du5f58+fz8MOeu4ITJ07knXfe4fhxzxfTpKQkVq1axbhx4/wWQ32c6QL8HrgWeEdE7lPVUwAi0sQpL5nxTQH+JCKvqGqqiDR1ykbXUFw7gPtFpIWqponIAMovLVfX23hiPayq9vaDi8hXH6UQF9+aLv1a4HYrwSEu1sxLZtvnBwFwBbkICnF5k+fxA1nsWH2Imx7sTmF+MUEhLvKyClnw0kayMs7MjtfO/56Bt3fizgl9AEjfn8WqObvLB2BMHXXDDTfw6quvcscddxAZGUlRURHPP/889913HwAPPPAAWVlZDBkyhMaNG+N2u5k3bx5DhvhvlURU6+eKovOCjPHArXjutUbi+RLyJfAPVd3k1HsUzyNGJ/As6z6nqp845+YCw/HcJ96tqjc45W3wbHQaBGzGs+nqJuBe5/LvAEvx7FzuCXwO3IPn3uwM4BpgK7AbuBs4CfwFCAKewPOM8ReqeoOILMGz+zkV+IuqzvIZ41I8G7nOtjwOeJaXJ9zxenWqGnPRuZCXlxMTE70vbKiL6vL4EhMTGTx4cJKqXl2d+vV1pouq5gLPOH+qqjcdmF7JuR9XUn4QSChTvAL4bZmyXhU0v7vMcdntm/8sc62bK4rBEQXMruK8McaYAKp393TrOhH5tfOSjXg8zwufPmsjY4wxAVFvZ7p1WCywHjgG/KSWYzHGGOPDkm4do6oTgAm1HYcxxpjybHnZGGOMCRBLusYYY0yA2PKy8YpoemE/VnG+6vpjC3V1bFD3x2fqD5vpGmOMMQFiSdcYY4wJEEu6xhhjTIBY0jXGGGMCxJKuMcYYEyC2e9l45Z6AVx9aUdth1Kjts+vu+Ory2KDy8dXlHfem7rGZrjHGGBMglnSNMcaYALGka4wxxgSI3dM1JkBadY6m59C2hDcIQUQIiwxmx5pDbFlxoMp2Uc0jGPqzONzFbj56cWOpcxGNQug55FJaXRaNupXQ8GCSk46ycdk+1K01ORxjLkoFBQX8/ve/54UXXiA5OZn27duXOr9lyxYmTZpETk4Ohw8fpmnTpsyYMYNu3br55fqWdI0JkC79WpC+P4v1i1MBaNamIaMm9+XksVz2bj1ecZv+Lek+qA3uShJo5z7NuTSuKR+9uJHC/GIaNglj1KS+BIe6WLdwT00NxZiLUmpqKnfffTddunShuLi43Pndu3czYsQIFi9eTFxcHAUFBQwaNIjU1FS/JV1bXv6BRKSDiCSKSJ6IpDqfvxKRXSLynIhEVKOPR5z6qTUca2cnPhWRhJq8ljm7LSv3s3n5fu/x8YNZFOQUERVT+T+Z/OxC5k/bwMljuRWezz1dyMZl+yjM9/wPJCsjn+Sko3Tp19K/wRtTB2RlZfHuu+9y3333VXj+ySefZPTo0cTFxQEQGhrKrFmz6Nevn99isJnuD6Sqe4AEJ2HOUtU/AIjIZUAS0AD49Vn6+KuInAT+UMOxJjux2jrjBSDjcM6ZA4G4+NYUF7n5fsPRStvs3VbxDLhEclL5tkWFboKC5ZzjNKauKpmtHjhQ/pZOQUEBCxcuZP78+aXKu3bt6tcYLOn6iap+JyIrgB9zlqRr6rc+N7enR0Ib8nKKWPTKZrIzC/zaf8uOjStMxsaYyiUnJ5OXl8eJEycYOXIkR48eJSoqiieeeILBgwf77Tq2vOxfIUABgIj0FZHPReQbEdkmIn8WkUq/5IhItIjMFJF1TrtVIhLvc967JC0iY0VkiYgki8jEMv20FJHFIrJbRJaKyIgaG605J0lLUpk5YQ1JS1K5bXxvWnZs7Le+217ehIZNwvnmk1S/9WlMfZCRkQHApEmTmDZtGmvWrOGhhx5i2LBhrFmzxm/XsZmun4jIdcAw4C8iEgMsAx5W1XdEpBGwGnADkyvpoiVwBRCvqoVOfwtEpLOqZvosSb8OqKreLCI9gE0iMldVv3f6mQXkA5erqltEnq+pMZvzs3tdGp2vbsHAkZ2ZP23DeffXqGk4g0Z3ZfHrWyjILfJDhGdM//hxv/bnT3N3Rdd2CJVKTEys7RBMNQUFBQEwZswYOnbsCMCIESPo378/L730EvHx8VU1rzab6Z6fsc5GpbXAM8BjwP8BvwFygHcBVPU0nmT5eBUbrVKAW1W10GmzCigE+pepJ8B7Tp0tQCbQA0BEugI3An9TVbdT/+9VDUBEHhSR9SKyvtqjNufEFVT+PmvG4Wyatmpw3n1HNArhll91Z+W7u0jfn3Xe/RlT37Rt27bU3yXatWvHnj3+exLAZrrnx7uRypeIdAO+V1XfDUzJQDjQGdhaQV9FwD0icptz7Aaa4JkB+zqmqr7TmNNAyfrk5c7fvv9C9lU1AFV9A3gDIDamq224qkGjJvVl9pR1pcoaRIWRlZl/Xv2GRQbzX7/uydqPvufQd5kAxF3bmh2rD51Xv74eHfGi3/ryN3v3svGHtm3b0rFjRw4fPlyqPC0tjdjYWL9dx2a6F47xwNPAA6p6vaomAEfwzGx9lX24TCuoU/a8uQCEhAfRPeHMt+iY2EZ06h3Dzi89yfHK61pz79RriGwcWv0+w4L40W96cmDXCXJPFxIT2+j/t3fnQVZUZx/Hv7+ZYVM2FxRREFBccH1FjUaNA+ISY8QY4wuapLRcYkqJYKISlaoYg2K5R42YmGh4Q0zENUFRER0XIksGBRFR1BdEiSgur7IIDPO8f3QzXi7DOOidvjPX36eKunT3OaefM3PrPvecPt1Dlx4d2OOwbgWP36zUjRgxgrFjx/LBB8ldA9XV1Tz77LMMHTq0YOfwSLdpzAHOlKSc0e5OwGckI976fAt4MSJezdnX+E/fxLz0tTfJdDVA4b6i2Vcy9cE36XtIN3Y5cFtqa4OKVmVMue915jz9DgBl5WWUtypDZZ9/h+q599bsO7A7W2y7GeWtyjjhgv/itelL6kaxew/Yga69O9G1dyf6HdOzGN0yazFWr17NUUcdxccfJzNCgwcPplu3btx///0AnHXWWSxbtowBAwbQsWNHamtrue+++xgwoHCzKU66TeMW4HzgVOAvktoDPwWuj4j6n3IAc0kS9bYRsUTSQWw4tdygiHhV0mPAUElPptd1z/vy3bBCmj9jCfNnLNno8Zeq3ualqvXvH1wweykLZi/daJ3qiQupnriwYDGalbLWrVt/4eK24cOHM3z48CaLwdPLm2jdE6lIEuK6hVSdcstExPvAUcDZkmYAU4FHSaaPkXQ+MALomtZvD4wCHgemS5oAnAwsAUaktwidkVPn8bSdiWkcIySdlp7+NJIR8jxJk0ge2AFwo6T/LvgPxMzMGs0j3U207olUjSg3nWTKuL5jNwE31XNoSN52/n0af8xr59v1tP0ukL9/XIPBmplZJjzSNTMzy4iTrpmZWUacdM3MzDLipGtmZpYRJ10zM7OMePWy1Wm3ZWk/Uq+qqorKyspih9EkSrlvUPr9s68Pj3TNzMwy4qRrZmaWESddMzOzjDjpmpmZZcQLqazOyg/h1nOeLHYYTerlv5Vu/0q5bwBeR2WlwCNdMzOzjDjpmpmZZcRJ18zMLCNOumZmZhnxQiqzAttu587sc8QOtN28FZJos1kFc6csZvaTb2+0TlmZOPjEnejWpzMA7y9axnP3vEbN6loA2nVoxT4DurNdn85EbdC6bQWvV7/HC5PeImojk36ZlYpbbrmFoUOH8tRTT9U96eyhhx5izJgxrF69mlWrVrFixQouvPBChgzJ/zPnX02zG+lKOkZSlaSQ9Od6jk+W9K6kFyWNaGSbwyTtm7O9a845KgsYfibt553rjvTncVdTnscab5cDt2XpomU8eP0LPHDdTCb9aS6HnNSHHffaaqN1Dj5xJ7bu3oF7r65m/FX/pk27Cvr/cLe64zv324bufbdkws2zePD6F3jkttnsO7A7B3ynZwY9Misdixcv5pprrtlg/2233caQIUOYPHkyzz33HJdffjmnnnoqs2fPLuj5m13SjYhHI6Iy3fyxpJPyjh8BPAoMi4jRjWx2GFCXdCPi1ZxzFFxTt593rjNJfh7WTMx+ahGzJi+q2/7gnWWsXlFDpy7t6i3fZrMK9qrcgVlPfD5qfWHSQnY5sGtdnZWfruGFSW+xZtVaAJZ9tIrXq99jlwO7NnFvzErL0KFDueSSSzbYP2rUKE455ZS67crKSiKCN998s6Dnb87TywuBl4HbJf0rIhYXOyCzxvjoPys+3xD0PaQba2tqeWPme/WW79anM+UVZby38NO6fUvfWkbt2lp22G0L/u/9lbxevWHdmjW1lFeo4PGblap//vOftGrViqOPPnqDY/369av7/5o1a7j22mvp27cvAwcOLGgMzW6km+d0YA1wp6SNfrpIOlXSTEnPSPqXpJNzjk0GugIj0inf2/Oq95E0Pp2uflTSlpvQ9p3p1O5YSVdJekLSKkmnbSTOcyRNk/SUpBmSLl3Xr7wp6bPSmGZtJKaRkhZKelrS9UB53vH90mNVacx/kuQhUcb6fbsnp48+hH2O6M6EW2ax/OPV9ZbruHU7ojZY8cnnx2trg8+W19BxI6NjgK69O9abjM1sQ8uXL+fSSy/lhhtuaLDcueeeyzbbbMOkSZN45JFHaN++fUHjaNZJNyLeA04DjgSG1ldG0kDgZuCEiPgWMAT4g6QBaRtHAO8CoyOiMiJ+ktfEd9M6+wFbAOdvQtunk0ztHg/cGxEDgUtJvijU58fA2RHRH6gETgZ+lLaVOyWdG9NWeTENBn4B9I+Iw4G/AyfknecvwJ/T9g4DegK7YZmqnriAOy+eQvXEBZzw8/3o2rtjveVatSmndu2Gi6HW1tRS0bq8nhqww25b0H6Ltsx4eEEhQzYrWSNHjuScc85hu+22a7DcrbfeygcffMCgQYM46KCDmD9/fkHjaM7Ty0ByjVfSTcDVkp6IiLl5RS4D7omIt9LyCyU9DpwHNOa5eOMjogZA0hRyrv1uQtsvRkR1WubaBs41OKet5ZIeAb4NjG0gpmfzYvoZ8I+IeDNtZ5qkF/Pqbw/smB5fK+knwAcNRdA98QAACkBJREFU/RCs6bw2fQk7778tB39vZx64buYGx9esWktZ+YYTOeUVZdSsXrvB/g5btuXwU3blkdtms3plTZPE3Bg3/uOCTM83fl7nTM8Hyd/xtZZv5syZTJs2jWuvbejj+XNlZWVcfPHFjBs3jiuuuIKxY/M/or+8Zp90UyNIRoZ/kfSNvGN7AT0kVeXs2wpYROPkXiv+BMgdjjS27caeq7ukm4GtSUbDPYH//YKYPs2LaXfgibzyb+Vt/xK4QdIPgLuBP0XEh/UFJOls4GyA7lvv0rheWIPKyrXByPWj/yyn7yHd6i3/ydKVqExs1rF13RSzykTbzSv45P2V65Vt16EVx/50L576n3ksXbSsaTpgVmIefvhhVq5cyYABAwD47LPPABg2bBidO3fm9ttvp1evXrRu3Xq9ervvvjsvv/xyQWNpEUk3IlZJOgWoBn5dT5G7I+LSL9l8/lAif8jRmLY3HI7kNyrtCEwCfr1u1bWkX5F8mWiovagnpnzrfcJHxO8k3Qf8EDgTuEjSwIiYtkHFiN8Dvwfo0WVX3/BZACdfcgB/u2L6evs279SGZR+vqrf84vkfs3ZNLV127MDCl5IJiS7d21NWXsaiVz6qK9dmswq+c+4+PP/gGyye/zEAfQ/txtznirPGcNjx12d6vnPHDMj0fFY6Ro4cyciRI+u2FyxYQK9evbjxxhvr7tPdc889mTNnznr1Fi9ezPbbb1/QWJr1Nd1cEfEKcAFwEXBgzqGXgF1zy0o6VNKwnF21OcfaN7QoK09j2m6s/YF2JNdg12m9kbINeQXonbevR+6GpJMiYklEXEcyWp9DkoAtA63alrNX5Q512116dGCn/brwyr+S5LjHYd348ahvslnH5Ne/akUNLz39Nvse0R2VJW/NfY/swWvT3+WTpclIt1Wbco47bx/envchKz9dQ5ceHejSowN7HFb/6NnMNs3cuXN56KGH6rYnTJjAlClTOOOMMwp6nhYx0l0nIsZIOpr1Fw5dAUyQtF9EzJTUDrgSuCqnzHvAuhXA00mSdmPm5hrTdmPNIxmRHgHcIaktcAzJlPam+C3JbVS9I+JNSQcA3wBybyb7g6TnIuLddLsCeO1LxGxfwtQH36TvId3Y5cBtqa0NKlqVMeW+15nz9DsAlJWXUd6qrC7BAjz/wBscfOJOnHRxctvC0kXLePaez39lew/Yga69O9G1dyf6HdMz0/6YlZJhw4YxderUuv/36dOH8ePHc9NNN3H11VdzzTXXEBHU1NRw9913M2jQoIKeXxHNa0ZR0jEk13APAqaSPATjxZzjWwGzgB9GRFW6bwjJdczlJFOzd0TEXTl1TgBGAx8Ck4ExwDjg8LStC0hGhMOBzsCjETH4i9pOr8/+ID3NPODEiPhQ0q7A7Tnt/yYi7k0XNI0A3iZZUS1gIMkK6J9vQkyXAWcBC0hGvp2A/sDEiDhd0pXAUSTXg9sDzwAXRUSD0+A9uuwaF3//toaKmBVNKU8vV1VV1U1zlqJS7l9VVRX9+/evjoj9G1O+2SVdKx4nXWvOnHRbrlLu36Ym3RZzTdfMzKylc9I1MzPLiJOumZlZRpx0zczMMuKka2ZmlpEWdZ+uNa12W3qFaEtVyn0DPwPZSodHumZmZhlx0jUzM8uIk66ZmVlGnHTNzMwy4qRrZmaWESddMzOzjDjpmpmZZcRJ18zMLCNOumZmZhlx0jUzM8uIk66ZmVlGnHTNzMwy4qRrZmaWESddMzOzjDjpmpmZZcRJ18zMLCNOumZmZhlx0jUzM8uIk66ZmVlGnHTNzMwy4qRrZmaWESddMzOzjDjpmpmZZcRJ18zMLCNOumZmZhlx0jUzM8uIk66ZmVlGnHTNzMwy4qRrZmaWEUVEsWOwZkLSp8CrxY6jCW0NLC12EE2klPsG7l9LV8r9awu8HRHHNKawk67VkfTviNi/2HE0lVLuXyn3Ddy/lq6U+7epffP0spmZWUacdM3MzDLipGu5fl/sAJpYKfevlPsG7l9LV8r926S++ZqumZlZRjzSNTMzy4iTriHpeEkzJD0jaYqkklplKKm1pNGSaiT1LHY8hSLpOEmPSJosaaqkiZL2LnZchSLpW5Lul1Ql6VlJL0k6v9hxNQVJ50kKSZXFjqUQJJ0maV76u8v916nYsRWSpB0l/V3Sk+n7s1pS/4bqVGQVnDVPkvoBfwUOjIi5ko4DHpO0R0S8W+TwvrI0yd4NvAaUFzWYwrsL+FlE/BVA0mhgsqQ9I2JJUSMrjFOAFyPi1wCS9gFmSnojIiYUN7TCkdQNuLDYcTSB0RFxV7GDaCqStgaeBM6IiCpJAu4B9gCe2lg9j3Ttl8BjETEXIP0wWwKcW9SoCqc98CPgzmIH0gSeWZdwU9eRPITgqCLFU2i/BW5YtxERs4CPgZ2LFlHTuBm4sthB2Ca7CJgWEVUAkSyQ+jnQ4BdCJ10bCPw7b98M4MgixFJwETEnIl4vdhxNISJOzNu1Mn1tk3UsTSEi5kbEpwCSyiSdBawCxhc3ssKR9F1gDfBYsWOxTfZ94JncHRHxVkQsaKiSk+7XmKQtgU7Af/IOvQv0zj4i+4oOBj4D/lHsQApJ0mXAYmA4cGxEvFPkkApC0ubAKJJ+laLj0mudz0m6V9IBxQ6oUNLfXW+gXNK4dC3MJEk/+KK6Trpfb5unr6vy9q8CNss4FvsK0utJI4HLIuK9YsdTSBHxG2A7kgT1tKRvFjmkQrkCGBMR+V96S8ES4HWSL0mHAg8Az0s6qLhhFUzn9PU3wHURcQhwKTBW0ikNVXTS/Xpbnr7mT0e2AVZkHIt9NVcCCyPiumIH0hQiMY5kOm90seP5qiTtB3wDGFPsWJpCREyMiBER8Vm6PQ54HhhR3MgKZm36OiEiZgJExHSSLxcXNFTRSfdrLCI+JFmY0jXvUFfgjewjsi9D0jCgL3B6sWMpJEmt69k9l2R1aEv3HaAd8KSkKuBv6f4b01trdi1aZE3nDUpnEdz7JDOCb+ftXwj0aqiik649AeTfl7t/ut+aOUlnAscCJ0dEjaTekgYWO64CqU6nzXN1A1r8Nd2IuCIi9ouIyoioBAanh4al+1r0n9iUdJWk/EtU2wNvFSOeQouItcAUksseubblC/ropGujgaMl7Q4g6ViSN9KtRY3KvpCkwSTXkUYBe6UPNTkSOLSogRVOB+C8dRvpPeUnAX8sWkTWWAcDZ6zbkHQ4MAD4XdEiKryrgUGSekHyoAzgeyS3um2Un71sSDqeZBHOSpIHSAyLiBnFjaow0inKx0kWPuwDTAMW13O7TYsjaQ31P+Dm8oj4VcbhFFy6IOVMkmnYtenrH4HbooQ+uCTdCBxEco13FjA/Ir5wFWxzJukYYCjJF6cykvfptRFxb1EDK7D0PfoLkjUwFcAdEXFHg3VK6L1rZmbWrHl62czMLCNOumZmZhlx0jUzM8uIk66ZmVlGnHTNzMwy4qRrZmaWESddMzOzjDjpmpmZZcRJ18zMLCP/D054KHfti5eeAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = []\n", "for country in df.country.unique():\n", " if df[df.country == country]['score'].count() < 15:\n", " continue\n", " stats = sms.DescrStatsW(df[df.country == country]['score'])\n", " if country == 'Hong Kong SAR China':\n", " country = 'Hong Kong' # save space\n", " data.append((country, stats.mean, stats.tconfint_mean(), stats.nobs))\n", "\n", "fig = plt.figure(figsize=(6,12))\n", "ax = fig.gca()\n", "categories_chart(ax, data, 'C4')\n", "ax.text(5.9, -1, 'n', style='italic', va='center', ha='right')\n", "fig.savefig('country.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.079
Model: OLS Adj. R-squared: 0.068
Method: Least Squares F-statistic: 7.564
Date: Thu, 21 Jun 2018 Prob (F-statistic): 3.84e-21
Time: 16:58:10 Log-Likelihood: -3200.1
No. Observations: 1789 AIC: 6442.
Df Residuals: 1768 BIC: 6557.
Df Model: 20
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept 4.6415 0.077 60.231 0.000 4.490 4.793
C(country, treat_us)[T.Australia] -0.1784 0.119 -1.498 0.134 -0.412 0.055
C(country, treat_us)[T.Bangladesh] -0.0105 0.177 -0.059 0.953 -0.357 0.336
C(country, treat_us)[T.Canada] -0.3646 0.134 -2.724 0.007 -0.627 -0.102
C(country, treat_us)[T.China] -1.1415 0.296 -3.859 0.000 -1.722 -0.561
C(country, treat_us)[T.Germany] -1.3384 0.195 -6.861 0.000 -1.721 -0.956
C(country, treat_us)[T.Hong Kong SAR China] -0.6902 0.240 -2.875 0.004 -1.161 -0.219
C(country, treat_us)[T.India] -0.2434 0.163 -1.495 0.135 -0.563 0.076
C(country, treat_us)[T.Indonesia] -0.1137 0.255 -0.446 0.655 -0.613 0.386
C(country, treat_us)[T.Ireland] -0.9748 0.174 -5.599 0.000 -1.316 -0.633
C(country, treat_us)[T.Malaysia] -0.3473 0.193 -1.803 0.072 -0.725 0.031
C(country, treat_us)[T.Mexico] -0.0165 0.372 -0.044 0.965 -0.746 0.713
C(country, treat_us)[T.Netherlands] -1.6182 0.235 -6.885 0.000 -2.079 -1.157
C(country, treat_us)[T.New Zealand] -0.2568 0.246 -1.046 0.296 -0.738 0.225
C(country, treat_us)[T.Pakistan] -0.8154 0.313 -2.603 0.009 -1.430 -0.201
C(country, treat_us)[T.Philippines] 0.1821 0.193 0.945 0.345 -0.196 0.560
C(country, treat_us)[T.Poland] -1.5165 0.372 -4.076 0.000 -2.246 -0.787
C(country, treat_us)[T.Romania] -1.1415 0.335 -3.412 0.001 -1.798 -0.485
C(country, treat_us)[T.Singapore] -0.4915 0.180 -2.729 0.006 -0.845 -0.138
C(country, treat_us)[T.South Africa] 0.0056 0.361 0.015 0.988 -0.703 0.715
C(country, treat_us)[T.United Kingdom] -0.5021 0.137 -3.663 0.000 -0.771 -0.233
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 2.743 Durbin-Watson: 2.055
Prob(Omnibus): 0.254 Jarque-Bera (JB): 2.693
Skew: 0.094 Prob(JB): 0.260
Kurtosis: 3.022 Cond. No. 13.2


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.079\n", "Model: OLS Adj. R-squared: 0.068\n", "Method: Least Squares F-statistic: 7.564\n", "Date: Thu, 21 Jun 2018 Prob (F-statistic): 3.84e-21\n", "Time: 16:58:10 Log-Likelihood: -3200.1\n", "No. Observations: 1789 AIC: 6442.\n", "Df Residuals: 1768 BIC: 6557.\n", "Df Model: 20 \n", "Covariance Type: nonrobust \n", "===============================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------------------------------\n", "Intercept 4.6415 0.077 60.231 0.000 4.490 4.793\n", "C(country, treat_us)[T.Australia] -0.1784 0.119 -1.498 0.134 -0.412 0.055\n", "C(country, treat_us)[T.Bangladesh] -0.0105 0.177 -0.059 0.953 -0.357 0.336\n", "C(country, treat_us)[T.Canada] -0.3646 0.134 -2.724 0.007 -0.627 -0.102\n", "C(country, treat_us)[T.China] -1.1415 0.296 -3.859 0.000 -1.722 -0.561\n", "C(country, treat_us)[T.Germany] -1.3384 0.195 -6.861 0.000 -1.721 -0.956\n", "C(country, treat_us)[T.Hong Kong SAR China] -0.6902 0.240 -2.875 0.004 -1.161 -0.219\n", "C(country, treat_us)[T.India] -0.2434 0.163 -1.495 0.135 -0.563 0.076\n", "C(country, treat_us)[T.Indonesia] -0.1137 0.255 -0.446 0.655 -0.613 0.386\n", "C(country, treat_us)[T.Ireland] -0.9748 0.174 -5.599 0.000 -1.316 -0.633\n", "C(country, treat_us)[T.Malaysia] -0.3473 0.193 -1.803 0.072 -0.725 0.031\n", "C(country, treat_us)[T.Mexico] -0.0165 0.372 -0.044 0.965 -0.746 0.713\n", "C(country, treat_us)[T.Netherlands] -1.6182 0.235 -6.885 0.000 -2.079 -1.157\n", "C(country, treat_us)[T.New Zealand] -0.2568 0.246 -1.046 0.296 -0.738 0.225\n", "C(country, treat_us)[T.Pakistan] -0.8154 0.313 -2.603 0.009 -1.430 -0.201\n", "C(country, treat_us)[T.Philippines] 0.1821 0.193 0.945 0.345 -0.196 0.560\n", "C(country, treat_us)[T.Poland] -1.5165 0.372 -4.076 0.000 -2.246 -0.787\n", "C(country, treat_us)[T.Romania] -1.1415 0.335 -3.412 0.001 -1.798 -0.485\n", "C(country, treat_us)[T.Singapore] -0.4915 0.180 -2.729 0.006 -0.845 -0.138\n", "C(country, treat_us)[T.South Africa] 0.0056 0.361 0.015 0.988 -0.703 0.715\n", "C(country, treat_us)[T.United Kingdom] -0.5021 0.137 -3.663 0.000 -0.771 -0.233\n", "==============================================================================\n", "Omnibus: 2.743 Durbin-Watson: 2.055\n", "Prob(Omnibus): 0.254 Jarque-Bera (JB): 2.693\n", "Skew: 0.094 Prob(JB): 0.260\n", "Kurtosis: 3.022 Cond. No. 13.2\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "countries = df.country.value_counts()[df.country.value_counts() >= 15].index.tolist()\n", "treat_us = Treatment(reference=\"United States\") # make United States the base category\n", "model = sm.OLS.from_formula('score ~ C(country, treat_us)', \n", " data=df[df.country.isin(countries)]).fit()\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.008
Model: OLS Adj. R-squared: -0.000
Method: Least Squares F-statistic: 0.9781
Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.456
Time: 16:58:10 Log-Likelihood: -1872.3
No. Observations: 1045 AIC: 3765.
Df Residuals: 1035 BIC: 3814.
Df Model: 9
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 4.6415 0.077 60.123 0.000 4.490 4.793
C(country, treat_us)[T.Australia] -0.1784 0.119 -1.495 0.135 -0.413 0.056
C(country, treat_us)[T.Bangladesh] -0.0105 0.177 -0.059 0.953 -0.358 0.337
C(country, treat_us)[T.India] -0.2434 0.163 -1.492 0.136 -0.564 0.077
C(country, treat_us)[T.Indonesia] -0.1137 0.255 -0.446 0.656 -0.614 0.387
C(country, treat_us)[T.Malaysia] -0.3473 0.193 -1.800 0.072 -0.726 0.031
C(country, treat_us)[T.Mexico] -0.0165 0.373 -0.044 0.965 -0.748 0.715
C(country, treat_us)[T.New Zealand] -0.2568 0.246 -1.044 0.297 -0.740 0.226
C(country, treat_us)[T.Philippines] 0.1821 0.193 0.943 0.346 -0.197 0.561
C(country, treat_us)[T.South Africa] 0.0056 0.362 0.015 0.988 -0.705 0.716
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 0.128 Durbin-Watson: 2.037
Prob(Omnibus): 0.938 Jarque-Bera (JB): 0.201
Skew: 0.003 Prob(JB): 0.904
Kurtosis: 2.932 Cond. No. 8.99


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.008\n", "Model: OLS Adj. R-squared: -0.000\n", "Method: Least Squares F-statistic: 0.9781\n", "Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.456\n", "Time: 16:58:10 Log-Likelihood: -1872.3\n", "No. Observations: 1045 AIC: 3765.\n", "Df Residuals: 1035 BIC: 3814.\n", "Df Model: 9 \n", "Covariance Type: nonrobust \n", "========================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "--------------------------------------------------------------------------------------------------------\n", "Intercept 4.6415 0.077 60.123 0.000 4.490 4.793\n", "C(country, treat_us)[T.Australia] -0.1784 0.119 -1.495 0.135 -0.413 0.056\n", "C(country, treat_us)[T.Bangladesh] -0.0105 0.177 -0.059 0.953 -0.358 0.337\n", "C(country, treat_us)[T.India] -0.2434 0.163 -1.492 0.136 -0.564 0.077\n", "C(country, treat_us)[T.Indonesia] -0.1137 0.255 -0.446 0.656 -0.614 0.387\n", "C(country, treat_us)[T.Malaysia] -0.3473 0.193 -1.800 0.072 -0.726 0.031\n", "C(country, treat_us)[T.Mexico] -0.0165 0.373 -0.044 0.965 -0.748 0.715\n", "C(country, treat_us)[T.New Zealand] -0.2568 0.246 -1.044 0.297 -0.740 0.226\n", "C(country, treat_us)[T.Philippines] 0.1821 0.193 0.943 0.346 -0.197 0.561\n", "C(country, treat_us)[T.South Africa] 0.0056 0.362 0.015 0.988 -0.705 0.716\n", "==============================================================================\n", "Omnibus: 0.128 Durbin-Watson: 2.037\n", "Prob(Omnibus): 0.938 Jarque-Bera (JB): 0.201\n", "Skew: 0.003 Prob(JB): 0.904\n", "Kurtosis: 2.932 Cond. No. 8.99\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking that all these countries have only statistically insignificant differences with the US\n", "countries = ['Philippines', 'South Africa', 'United States', 'Bangladesh', \n", " 'Mexico', 'Indonesia', 'Australia', 'India', 'New Zealand', 'Malaysia']\n", "model = sm.OLS.from_formula('score ~ C(country, treat_us)',\n", " data=df[df.country.isin(countries)]).fit()\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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tMcWBf1AQrbr1YvEzT+Y5IQYEB9F+wCOEVqqMZig/b9lAYuwSTp08edZ9Kl95Nd/Hn5mITfGwdOlS3nrrLU6cOEGlSpX4z3/+Q5MmTbK1GT16NFOmTKFixYosW7aMKlWqZNWlpKQwfPhwPv74Y9LS0gokxiKdcFX1mIjMAR4WkRuBGcD7qrr/fPuKSB3gGZxE+JGItFLVX926pUAt4HfgcVWNz6WLG92f284S2xaPzXqcnvZWEekFvCsi16pquqoOFZE0YDAwSlXHi0hnYK6IvKuqR9x+egJtVHW3e+16o4hsV9U1bv2/cRJyI1X9XUTuBoYBcR6x/A3n2vJLIiLA68AL5G0K3pgip2WXXmz8dDkph5IpFxaep33+2LObDSuWse+nHyh9STlueyyGynWu4r1xuU+MVavfkHKXhvHu2Ke8GXqhm7oqt3/aIPYcC4Hi4uIKJpgCFBERQZ06dRg5ciTBwcG8/fbbNG/enLVr19KsWbOsdk888QTDhw9n7ty5tG7dmuXLl9OiRQsAYmJiGDBgAJUrV2bnzp0FEmdxuC3oXpxEFYaTPPaIyCIRqXqe/d4C3lLVp4BYYIWbxDKvfR4Dos+SbAFC3Z9H8xDjWqC/nn4w9QLgSqB2jnb7VXWl+zkOZxRbx6O+narudmM8AKwGPKeuHwZmq+rvbpuFwB85jjEReM2tV2BRjj6yiEh/EUkUkcQ8nKMxPhdeszaV617JxhXL87Xf8inPs++nHwA4fuQwXyyYQ+3GTQmrXvOMtpdcFka7+/6P98aPIu1Yoa2BNBehQ4cOjB07luDgYAB69OhB8+bNGTt27BltRYQePXoQGRnJkCFDAPjmm29Yt24dAwYMKNA4C2uEqzhTntm4I7Jsa/JV9RTOCO0FEbkO+AfwINBQROqp6hlzRO7otrnbDuBRYCXwsYi0wZlqPZLbvh6S3Z8heTifU8AjIhLtxp+ZeCvhTOlm2uPxOXNUW86jrIGITHOPmQ5cDSx3z6k8UBnYQXa/5NgOAl4WkXo4U9uhbhxnUNXXcb7EcEXFUHuLhSlyal3fBP/AQLrEPAOAX6Azpdymdz/SUlJYMW0Kyb/tPm8/h/b9BkBopcs58PPpv0Jlyody22MxfPLaS+zfmVQAZ1C4BrZpnmu5L19eUFhq165NYqIzljhx4gSBgYHZ6uvVq8f06c4Vuw8//JDjx48THR0NQGpqKgCDBg0iNDSU1157jauuuuqiYyqshHsEuCSX8vLAYc8CEamkqnsBVHUDsEFE4nFGkdeS+yrdsMzd3f1OishdwHqca6hbgGnniTFz5HsNcPYb/hwTgL8DzTJjFZHcvlScyvzgTj1nxehOmb8P9FDVeW7ZzFz6yClnolyOc323jaqmudd0V52nD2OKpIQl80hYMi9ru1xYOP2mvMGqWdPOeh/uZVdUp3Ldq9j82SdZZWUrXgrAkYMHssqCQkK4/T9P8vk7s9j1X+cKUf227dm88uOCOBVTgIYOHUpMTAxlypTJKtu9ezfVqlUDoHHjxmzatAn331zAuf0n8xpuTEwMMTExWXU7d+6kZs2aTJo0yav34RbWlPIWoH4u5fWBrTnK4nJplzlqPNt073ac5NY2s8C97ns70Bi4DZiX+65Z7b/FmSrukrNOREqJyE8ikrlwKxJY7ZFsA3PukwetcJLrQo+yrH5U9U/gN5xrz56qecR1Kc715PdUNfOq/4XEYkyx0bJrT3pPeDlrQVXwJeW4odOdBJd1vtP7+fvT9Na72fPDNvYlObeBBAQFc8fQp/h580aOH/6TiFp1iKhVh4bt7OaD4ig+Pp4ZM2Zkba9evZrPPvuMgQMHAnDkyBGmTJmSVb9+/XoWLVrEfffd59M4C2uEOwN4UURmquoXkPWQilE4D8bwdJWIdPMY9QUA/8QZrf6UW+fugqLXgSdEZJ2qZi49LAXsw1khfB/nH+X+A/hcRAaq6lT3+EHAeJx7gTOT9lagmYiEuA/CuD1Pv4XstuIk3DbApyJSESeRf+rR5iVggIhMdM/xTpxp5kx/uOcX7f5uFefLhTHFXlTvflSu60zrtendj+S9e1g6cSz+AYH4BwYh7mTQwZ938MO6L7hjyEjST5wgIDiYAz8n8fGrL5J5h2CjWzpzed2rubzu1dx4291nPaYpHoYMGcLkyZNZuHAhGRkZpKenM3/+/KyHWjzzzDNMnz6duXPn4ufnx/Hjx3n++ed58MEHz+hr0KBBJCQkZH2uW7cuCxcuPKPdhSi0F9CLyEBgAE6SOYwzIp2amVg92g3Gma4NdNuEABuBGFXdw1m4t9AMBXrjjIQP4FzvHAU8hrMY6yucp129co5+KgMjgeuA40Awzu04z2auLnafRjUN55rrZuAbd5+NwBCcUXU/nOupHwAP4Uwft85so6oficgInC8CP+CMZivjTJvPU9VB7jm9gJNEfwTWAS1wvkC8466GbgVMBvyAJPecH8JZgNUtcxSek72A3pj/HfYCeu/JzwvoCy3hmqLFEq4x/zss4XpPfhJucbgtyBhjjCn2LOEaY4wxPmAJ1xhjjPEBS7jGGGOMD1jCNcYYY3zAEq4xxhjjA0X6bUHGd8qERZTo56uW9FsT7PyKr5J8biY7G+EaY4wxPmAJ1xhjjPEBS7jGGGOMD1jCNcYYY3zAEq4xxhjjA5ZwjTHGGB+wtwUZwN4WZExJV1i3/ZX0257sbUHGGGNMEWMJ1xhjjPEBS7jGGGOMD1jCNcYYY3zAEq4xxhjjA/byAmNMkXVd+4607TuA+U8NZdfWzedt7x8URJ8JUzl8YD8Lnh6are7/3pjHgZ07spVtXLGM7+M/92rMxveWLl3K1KlTSUtLIyUlhQoVKvDcc8/RoEGDrDZHjx7lySefJD4+noyMDMqUKcPkyZP5y1/+kq2vuLg4xowZQ3p6Ort27aJ69erMnj2bypUrX3SclnBzEJFg4N9ARyAVCAZ+AZ5S1e8KM7acRORRoLWq3lbYsRjjbSEVKtKk0x352qdll54ElQnJte7Azh1nJGFTMvTp04eXXnqJ7t27AzBkyBDatm3Lli1biIiIAKBv374cPHiQuLg4goKCePXVV2nXrh3btm0jNDQUgLVr1/LAAw+watUqLr/8cg4fPkzDhg35/fffvZJwbUrZg4gEASuBukAbVY1S1WbAfGCtiEQWaoBn2gskFXYQxhSE6HsfYN17C/LcPrxGLSrVrstP69cVYFSmKIqMjMxKtgCDBw/m4MGDfPLJJwDs27ePhQsX8uCDDxIUFARAv379OHbsGNOnT8/a71//+heDBw/m8ssvB6BcuXIsWbKE6tWreyVOS7jZxQDVgf6qejyzUFUXAzOBuW5SLhJU9R1V/Vdhx2GMt9Vq1JSMU6fYufGbvO0gQtu+D7JyxivYw3z+9yxZsiTbdunSpQFIS0sD4JdffgHIGu0C+Pn5ERERwerVq7PafP3110RGZh9XXX/99VxyySVeidMSrktE/ICBwAeqmpZLk3lAFaCz2769iKwTkXgRWS8is0Sklkd/PUTkGxFZIyJfikgXz2OJyGQR+VpE4kQkQUQ6e9R3FZENIqIi0lFEPhCRH0RkskebXpltPMpCReRNEflKRFaLyOci0tKrvyhjCph/UBCtuvUibta0PO9zffuO7Nr2HQd//fmsbUJCQ+n4yON0HTmWu54YzXXtOyJi/wSWRPHx8QQHB9O5s/PPao0aNYDTiRcgPT2dffv2sWvXLgC2bNkCQFJSEh06dKBFixbccccdbNiwwWtx2TXc064CKgD/PUv9NvdnExH5DogF2qnqGve67yogEkgSkXbAZOA6Vf1FRKoDm0TkoKp+BgQAnYD6qnpERK4EvhKRG1T1R1WdLyL73D7rqWpnEQkHfhGRJaq6SlVni8ivbptMlYBrgJaqelJEbgLeF5E6qnrIe78qYwpOyy692PjpclIOJVMuLPy87ctWvJT60X9l7hP/Pme75L2/sXb+HA7t3UO5sHDuHDaKS6tUZeUbr3or9EIxdVV8ntrF5uHxinFxcRcXTBGgqowaNYrRo0cTHu78/xMWFkb37t2ZOHEit9xyCxUrVmTcuHGkpqZy6tQpAJKTkwGIiYnho48+IiwsjMmTJ9O8eXO2bNlC7dq1Lzo2+3p3WgX3Z8pZ6o96tPsPsF5V1wCoaiowEvjRbfMEsEBVf3HrfwY+Af7p1qcBN6nqEbd+O06ib5vLcd9x2+wHtgLXneMckoBbVfWku8/nwEngxtwai0h/EUkUkcRz9GmMz4TXrE3luleyccXyPO8Tfe8DfP7OLNJP5DYxddp7457m0N49ABw+sJ+vP1hEw5tvITik7EXFbIqWYcOGUb16dQYPHpytfMaMGdxyyy106tSJ1q1bk5GRwa233krFihUBZ4oZYODAgYSFhQHwz3/+k4oVK/LKK694JTYb4Z6W7P7MfYkjZP6t/ANoh5P8sqjqxx6b9YFqIhLnUXYp8KvbVkUkWkR644x2T+GMTCvlctw9Hp+PAOXOcQ7pQA8RyVy1nIHzBSG3flHV14HXwXl5wTn6NcYnal3fBP/AQLrEPAOAX2AAAG169yMtJYUV06aQ/NvurPYBwaUJq16LJp3upEmnOwGoWKUqfgEBdHnyWfb8sI2178zK9ViH9u1FSpWifEQlUpN+zLVNcTCwTfM8tSuslxf40qRJk9i6dSuLFy8+oy44OJhRo0YxatSorLKoqCjq168PQNWqVbP9BBARqlWrxo4d2W8nu1CWcE/7HjgEXH2W+szyBJyEez7vqOrw3CpE5G5gBhClqmvdsjhAcrZV1VOem7m18TAYZ3TdVFW/d/vdeZ59jCkyEpbMI2HJvKztcmHh9JvyBqtmTcv1PtyTqceZ8fD92craPziI8mER2W4BqvaXhgQEBfHT+q+yyspWvBSAwwcPePs0TCGYPn06y5YtIzY2Fn9/f5KSkkhKSqJdO+ef64SEBBo2bJi1oOrYsWMkJiby9NNPA9C4cWNCQkL47bffsvW7b98+mjVr5pUYbUrZ5Sa2qUBnEQnMpUkXnCnbpcAWoI5npYjcJCLR7uZmnGvCnvWtRGSQuxkJ7M5Mtq7cjplfkcCGzGTrxX6NKTJadu1J7wkv4xcQkOd9Lrn0Mm7odCf+gc5NBoGly9D4llvZnvAFxw//WVChGh+ZN28eY8aMYfjw4WzevJnExERWrFjB2rWn/4kdPXo08+Y5X+ZUlZiYGDp06JC1Krl06dI88sgjvPrqqxw/7tyk8v7777Nnzx769+/vlThthJvd08BNwGsi8qB7bRYRuR34B3CLuxjpOWCDiES6i6ZCgBeBAW4/o4ClItJIVb8RkdLAM8Czbv1WYICIXKOq/xWRmkBDnOu8F2MrcL+IRKjqPhFpxlmmk40p6qJ696NyXed7a5ve/Ujeu4elE8fiHxCIf2AQkmPiJqx6Tdr07p9tSvnr2MXs+DaRX7ZsJLxmbbo8+QzpJ08QWLo0v27ZxJeL3imMUzNe1qtXL9LT08947+6IESOyPkdFRfHMM88wbdo0SpUqRatWrZg9e3a29k8//TSqyo033khoaCilSpXi008/5ZprrvFKnPYC+hzc+2z/jbOKOBUIAnYAI1T1B4927XES6ymcqd4pqjrXo/4eYCjOIqxTwHRVnenW+eMk6E44SfIXnIVN5YFXcUbIY3CS8GrgDuB54Hacae9Xgd04U8iZbe4H9gOvAS3cPrYD9wB/AmMzj58bewG9MSWbvYC+YOTnBfSWcA1gCdeYks4SbsHIT8K1a7jGGGOMD1jCNcYYY3zAEq4xxhjjA5ZwjTHGGB+whGuMMcb4gCVcY4wxxgfswRcGgDJhESX6Wasl/dYEO7/iqySfm8nORrjGGGOMD1jCNcYYY3zAEq4xxhjjA5ZwjTHGGB+whGuMMcb4gCVcY4wxxgfsbUEGsLcFGVNSFfbtfiX9tid7W5AxxhhTxFjCNcYYY3zAEq4xxhjjA5ZwjTHGGB+whGuMMcb4gL28wBhT5FzXviNt+w5g/lND2bV183nb+wcF0WfCVA4f2M+Cp4dmlQeXvYQbb+/C5XWvJj39JKXLXsKBn3cQ99Z0jh85XJCnYHxo6dKlTJ06lbS0NFJSUqhQoQLPPfeVCOoFAAAgAElEQVQcDRo0AEBVefvtt3nzzTcBOHLkCDVq1GDcuHHUqFEjW1/PPPMMixYtIjAwkCpVqvDKK68QHh7ulTiL/QhXRPxEZJiIfCUicSKyVkTWiMhTBXCsKBHpk6PsTRHZKyIzL6Lf10TkVxGRfO5XRUT2iUiVCz22MUVNSIWKNOl0R772admlJ0FlQs4or1D5cqrVv45FY2JY+PQw3h72KKERlWl3//95K1xTBPTp04eePXuycuVKEhISaNiwIW3btmXfvn0ApKSk0KdPH0aOHMnKlSuJj48nICCA9u3bc/z48ax+XnrpJWbPns2aNWtISEigZs2a3H777V6Ls9gnXOAJoCvQVlWjVLUV8DowvACOFQX08SxQ1XuBjy60QxEJBG4HqgKt87l7KvA9cPx8DY0pLqLvfYB17y3Ic/vwGrWoVLsuP61fd0bd77t+5cNJz3EyLRWAU+np7PlhG6GVKnstXlP4IiMj6d69e9b24MGDOXjwIJ988gkAfn5+dOvWjZtuuilre9CgQWzfvp3ExEQAMjIyGDNmDAMHDqRs2bIAPPbYY3z55ZesXLnSK3GWhIR7K/Cxqh7JLFDVOcBXhRdSvnQAFgCHgB752VFVf1fVSFX9o0AiM8bHajVqSsapU+zc+E3edhChbd8HWTnjFXJ7iM+J48f4Y8+urO0KlatQp0lzNnxcct/9/L9oyZIl2bZLly4NQFpaWtb2nDlzztlm06ZN7N+/nxtuOP0Mi4iICKpVq8aKFSu8EmdJSLgngNYiEuxZqKotPLdFpImIrBaRr0Vki4g8KyL+bt1wEdkpInHudnl3elpFJMotewxndHudWxcnIjU9DlFKRJ5zj7FNRNrnMf4ewJvAYuAuEQnKEXcjt884EflSRN4QkUoiEuaWpXpOc4vIABFZJyKr3HMdnt+pamMKg39QEK269SJu1rQ873N9+47s2vYdB3/9+ZztwmvW5h/jp9Br7It8s/wDNn/2ycWGa4qw+Ph4goOD6dy58znbVKpUicjISACSkpIAqFw5++xHpUqVsuouVklYNPU6MAPYJiLTgUWqus2zgYiEASuAh1X1LRG5BFgLZADDVXWMiATgTBmjqn8CUSKS9ZVZVceLSAgQpapRucTREWihqv8RkX+6cVU/V+AiUg64UlXXi8jbwH3A3wHPr2tzgAmq+oaI+LnncbWqxrkx7szR7T+A/qq60Y33S+BX4K1zxWJMYWvZpRcbP11OyqFkyoWdf5FK2YqXUj/6r8x94t/nbbt/x0+89dg/KR9Ridv/M4Jyl4WzevZ0b4RdKKauis9z29h8PlYxLi4uf8EUMarKqFGjGD169FkXO6WmpjJu3DimTJlCYGAg4FznBQgKyjbmISgoiGPHjnkltmI/wlXVN3CmlXcDo4D/ikiCiNzk0eyfwDFgtrvPEeAV4F8iUtpLoXzrkejXANVEpMJ59rmD08l1tXsOOaeVq+AmblU9BTwAbDpHn91UdaPbPgVYhjNtfQYR6S8iiSKSeJ44jSlQ4TVrU7nulWxcsTzP+0Tf+wCfvzOL9BNped7nz317+WLebBrf0pnyEZUuJFRTxA0bNozq1aszePDgXOtVlb59+9K1a1fuvPPOrPKQEGfRXeYUc6a0tDTKlCnjldhKwggXVf0A+EBErsBZQDUIWCki9VX1e+AvwE+a/SLPj0AwUAc4/30H57fH43Pm/QblgORz7NMDeNA9hwwRmQ/8n4iEquoht81QYKKI3A28A7xxnmu2V4jIZOAy4CRQA9iRW0NVfR1nJM4VFUPtLRam0NS6vgn+gYF0iXkGAL/AAADa9O5HWkoKK6ZNIfm33VntA4JLE1a9Fk063UmTTs4/mhWrVMUvIIAuTz7Lnh+2sfadWUipUs61XY+/+r/v/gUpVYpLq1Tjz317fXiW3jOwTfM8ty3slxf40qRJk9i6dSuLFy8+a5tHH32UChUqMHr06GzltWrVAmDv3r3ZbhXau3cv0dHRXomv2CdcEamkqnsBVPVXYIKIzAV24ozsvs9jV9kSjjt9mx+ncgvvbI1FpDJwAzDd4xJrWSAIuAuYDqCqU0VkMdATuB94XETaqeoZSzJFpDrOlPPTqjrWLRuJO1VuTFGVsGQeCUvmZW2XCwun35Q3WDVrWq734Z5MPc6Mh+/PVtb+wUGUD4vIdh9uszu6cfDXn/lh3RdZZWUrXArA0eTfvX0aphBNnz6dZcuWERsbi7+/P0lJSSQlJdGuXbusNjExMSQnJzNz5kwA1q9fD0Djxo1p0KABERERJCYm0qxZMwD279/PL7/8kq2Pi1Hsp5SBeSKSbW5IVfcAR90/AFuAWjkWD9XGua3mR3f7CHCJR31u97ZmZH4QkcCcC5zyqRvwpHsrU+afG4D/4jGtLCJ3qeo+VX0eqO+eS8+z9HkDUBqY71EWeBExGlNktOzak94TXsYvICBf+13/t44EBDlrKv2Dgrjxjq7s/Wk7B37OdeLHFEPz5s1jzJgxDB8+nM2bN5OYmMiKFStYu3ZtVpvx48cTGxvLwIEDWb9+PYmJicTGxrJ5s/OFrlSpUgwbNoypU6dmXc+dMGECLVq0sBFuDsNF5FFVTQdwV+2WAj5266cAj+AksjkiUhZnKvcFVc28h3UDMEpEKqhqMnBPLsfZD1R0P/8LJ0m/fIExdwFyW0I3BxgtIlVVdRcwTUTWZo7icf6bbT9Ln9twRuptcUbOwcDfOD3FbUyRF9W7H5XrXgU4U8rJe/ewdOJY/AMC8Q8MQnJMHIVVr0mb3v2zTSl/HbuYHd8m8n3855S7LIyuT43lZGoqgcGl2bfjR76YPwfNyMjt8KYY6tWrF+np6We8d3fEiBEA7N69m8cffxwga/SaKfPpUwAPP/wwR44coVWrVgQFBXH55Zfz7rvv4q0bPYr9C+hFpDPOytxqOAujgnDuaR2hql95tGsKTMAZAZYGlgJPZCZpt83LQDvgB5xrm+8DG4HRqrpIRC4DYnFGumnA3cBI9yc4K4FnALOAG4F1wABV3ZAj5o+Am4BPVfVWj/Jo4AWgIbAVGAxEAn/FSe5lcRZkPY6T+BcCzXCmz6eo6hQReQAYAuwC9uJMa7cDPlLVbmf7PdoL6I0pmQr7Gq69gN6jbXFPuMY7LOEaUzJZwi1Y+Um4JeEarjHGGFPkWcI1xhhjfMASrjHGGOMDlnCNMcYYH7CEa4wxxviAJVxjjDHGB0rKgy/MRSoTFlHotw8UpJJ+a4KdX/FVks/NZGcjXGOMMcYHLOEaY4wxPmAJ1xhjjPEBS7jGGGOMD1jCNcYYY3zAEq4xxhjjA/a2IAPY24KMKYmKwq1+Jf22J3tbkDHGGFPEWMI1xhhjfMASrjHGGOMDlnCNMcYYH7CEa4wxxviAJVxjTJFzXfuODJ6/lKr16uepvX9QEPdPnkGXJ5/Ntb56w0b0nzqT5nd192aYpohYunQpt9xyC23btqVZs2Z06NCBTZs2ndFu06ZNdOzYkejoaK655hpatmzJli1bcu3zrrvuQkS8GqfXEq6I+InIMBH5SkTiRGStiKwRkae8dQyPY0WJSJ8cZW+KyF4Rment4+WHiIwUkRr5aF9FRE6JSL8LONYkEZmU3/2MKcpCKlSkSac78rVPyy49CSoTkmtd9L0P0CC6PaX8/LwRnimC+vTpQ8+ePVm5ciUJCQk0bNiQtm3bsm/fvqw227dvp3PnzowbN47PPvuMjRs3kpGRwc6dO8/ob+nSpaxcudLrcXpzhPsE0BVoq6pRqtoKeB0Y7sVjZIoC+ngWqOq9wEcFcKz8GgHUyEf7ewAFelzAsXa5f4wpMaLvfYB17y3Ic/vwGrWoVLsuP61fl2v9L1s2ETvxWdJPnPBWiKaIiYyMpHv307MXgwcP5uDBg3zyySdZZU888QTdu3enXr16AAQGBjJz5kyaNm2ara+UlBSGDx/OkCFDvB6nNxPurcDHqnoks0BV5wBfefEYJdHdwPNApIhckZ8dVXWCqk4omLCM8b1ajZqSceoUOzd+k7cdRGjb90FWzniFsz3E58ev470YoSmKlixZkm27dOnSAKSlpQFw4sQJYmNjiYyMzNbuqquuIjw8PFtZTEwMDz74IBEREV6P05sJ9wTQWkSCPQtVtYXntog0EZHVIvK1iGwRkWdFxN+tGy4iO0Ukzt0u705Pq4hEuWWP4Yxur3Pr4kSkpuc5ichz7jG2iUj7HMevIyLLRWSdO+09RURCPOrvFJEvRWSV22aiiAR51NcSkY/c6fLPRWSBiFwlImGZcQOT3LjOOZ0uIvWAfcAUt6h7jnpxfz+JIvKZe8yemb8H9/x2erSv5sYT77b91D2GMUWef1AQrbr1Im7WtDzvc337juza9h0Hf/25ACMzxU18fDzBwcF07twZgB9//JHU1FT++OMPbr/9dlq2bMktt9zCqlWrsu337bff8tVXX9G/f/8CicubCfd1oCmwTUSeEJGrczYQkTBgBTBDVZsAzYFbgKcAVHUMMDOzvar+qapRnn2o6ni3zQZ36jpKVXd4NOkIvKmqrXES2esexw/EmXb+UFVvBFoDlYFXPPa/Gxirqm2AVsA1wH886qcAX6lqpKreBBwHmqvqAY9YB7lxjTjP76wH8I6q/gp8zpnTyne7f5qrajQwErjf4/cwNkf7ejj/TVuoaiQwC3g38wuNMUVZyy692PjpclIOJeepfdmKl1I/+q/EL3qngCMzxYmqMmrUKEaPHp01ek1Odv6fGjZsGM8//zxffPEFAwYMoF27dnzxxRcAZGRkMHDgQKZOnUqpUgWznthr/xCr6hsichAnOY0CRonIOuAxVf3cbfZP4Bgw293niIi8AkwUkdGqetwLoXyrqtvcz2uAySJSQVWTcUaQlXATrKqeEpE3gFgReVhVDwH/Bna79SdF5F2cEfXTbp9VgH0i4qeqp3CuUef7gdTiLH/rDIxxi+YCr4pIfVXd7HGsECAM2AOsAo6eo9u1OF8GMuNZALwF1Aa+z2+MxvhKeM3aVK57JavnzMjzPtH3PsDn78wi/URaAUZWdE1ddf6p8tg8PsM4Li7u4oIpQoYNG0b16tUZPHhwVpmfu2CuV69e1KpVC4DOnTtz4403MnHiRFq2bMnkyZNp1aoVDRo0KLDYvDryUdUPgA/ca5FdgUHASjeJfA/8BfjJIyEA/AgEA3WAzTn7vAB7PD4fdn+WA5KB+jgjwJUey72DgF+Ay4FDQHlgvIhUx5kmr+S2yTQC5wtDGxGZB7yhqtsvIM4WwEZVPeZuLwQmAz05PaKeA/QCfhKR94G3gQ/P0ecp4BERiQYyOP1FoBK5JFwR6Q/0B6haofwFnIIx3lHr+ib4BwbSJeYZAPwCAwBo07sfaSkprJg2heTfdme1DwguTVj1WjTpdCdNOt0JQMUqVfELCKDLk8+y54dtrH1nlu9PxBSqSZMmsXXrVhYvXpytvGrVqtl+ZqpevTrbtzv/fH/yySckJydnvWhh7969AERFRVG6dGmWL19+0fF5LeGKSCVV3QvgTpFOEJG5wE6gA3kfYWUbLYpIftfyn8otPI/PyTmnqT2OFQJ8BiwGeroj4D44U7lOcKrviUhVoBvO9O5gEblbVd/LZ5w9gAYe133B+YJwj4gMUccBEWkMROOMshcBH+BMM+dmAvB3oFnmfwsRUbKffxZVfR13yv2KiqH22ihTaBKWzCNhybys7XJh4fSb8garZk1j19Yzv4efTD3OjIfvz1bW/sFBlA+LYMHTQws83qJgYJvm521TFN4W5CvTp09n2bJlxMbG4u/vT1JSEklJSbRr146qVatSq1Ytfvvtt2z77Nu3j2rVqgHw4YfZxzIzZ87k3nvv9ero35sT1fNEpJJngaruwZkCzZwG3QLUkux3E9cGUnFGugBHgEs86qvkcqyMzA8iEui5qOk8NgMRIhLqsb+fiMxyF3tdDYQDC93pYoBAzw5E5C732vJr7nXod4H7PJqoR1vP8/DsIwDn+nEjj+vQUcBA4Aog0m3XFLhCVVeqai/gDuAuEbn0LOcXCaz2SLaBZ2lnTLHTsmtPek94Gb+AgMIOxRQx8+bNY8yYMQwfPpzNmzeTmJjIihUrWLt2bVabIUOG8NZbb/H7778DsH79ej7//HMeeughn8Xp7cU0w0XkUVVNB3BHh6WAj936KcAjOKO7OSJSFngQeMHj+u0GnOu/mddd78nlOPuBiu7nf+Ek6ZfzEN9cnPuFhwGPu2UDgSBVTXVX/B4H2gKr3NF1pxx9PCciW1V1q7sdAHhOKe8HKrpJdQPOF4qc2gOfZv6ePHyAM8rtCazGWVAWBGR+ZQ8ADuJMj+dmK9BMREJUNQW4/SztjCmyonr3o3LdqwBnSjl57x6WThyLf0Ag/oFBSI4Jm7DqNWnTu3+2KeWvYxez49tEAJrd2Y1q1zYkJLQC17ZuyxX16rPm7TfZ+9OFXAkyRVGvXr1IT08/4727I0acXrfar18/jh49SnR0NOXKlSMjI4PFixcTHR19Rn9RUVHZppRvvvlmhg+/+EdKeO0F9CLSGfgHUA1nYVQQzjXREar6lUe7pjhTn6XdP0uBJzyTj4i8DLQDfsCZ8nwf2AiMVtVFInIZEIsz0k3DmWIdyemp1reAGTirdG8E1gEDVHWDiNQGXgKqAweAJOBRVT3sHvs2nNW/h3EWT2UutkpQ1SgRyfzCcMyN/zvgYVU96u4/EHjYPfeZqvpqjt9TV2Aczqj/CVV916PuLZyFVAHu+b3gnld54CTOl5f/qGq8e3vUfTgP2UjAWZ1dHpiGM1LfDHzj7r8RGKKqZ30wiL2A3piSpyhMKdsL6D3aeivhmuLNEq4xJY8l3IKXn4RrLy8wxhhjfMASrjHGGOMDlnCNMcYYH7CEa4wxxviAJVxjjDHGByzhGmOMMT5gb5ExAJQJiygStxAUlJJ+a4KdX/FVks/NZGcjXGOMMcYHLOEaY4wxPmAJ1xhjjPEBS7jGGGOMD1jCNcYYY3zAEq4xxhjjA/a2IAPY24KMKUmK0i1+Jf22J3tbkDHGGFPEWMI1xhhjfMASrjHGGOMDlnCNMcYYH7CEa4wxxviAvbzAGFMkXNe+I237DmD+U0PZtXVzrm38/P258Y5uVLu2Pukn0yldtiyHD+5n9ew3OLTvt2xtG7TrwNUtIxERyla8jF3/3czHr7zoi1MxRdDSpUuZOnUqaWlppKSkUKFCBZ577jkaNGgAgKry9ttv8+abbwJw5MgRatSowbhx46hRo4ZXYrARbgEQkY9F5Iuz1HUXkW9FZLWIfCMi1c/Rzx0i8k3BRWpM0RBSoSJNOt1x3nZBIWWp3+ZmPnjhWRaNHs7soYM4lZ7O3x95PFu7Jp3vpFajJiweE8P8kUP44Pkx1Lq+SUGFb4qBPn360LNnT1auXElCQgINGzakbdu27Nu3D4CUlBT69OnDyJEjWblyJfHx8QQEBNC+fXuOHz/ulRgs4XqZiEQAUUALEamZoy4IeAN4VFVbA88BGefo7g9gewGFakyREX3vA6x7b8F526UePcq7zz3FsT8POQWq7N72HaGVKme1CS57Cc3v7s7q2dM5lZ4OwIGfd/DBxGcLJHZTPERGRtK9e/es7cGDB3Pw4EE++eQTAPz8/OjWrRs33XRT1vagQYPYvn07iYmJXonBEq73dQNewEmk3XPUVQKCgJ0AqjpfVX89W0eqGqeq3QooTmOKhFqNmpJx6hQ7N55/MifjVDr7dyZlbZetcCn1Itvy7fIPsspqXn8DJ44dI/m3Pdn23f3f77wXtCl2lixZkm27dOnSAKSlpWVtz5kz55xtLpZdw/W+rsBtQBOgBzAGQEQyR7QA80QkFegNzAKaAU8ADYArgRuB/sB97ueaqrrT7acO8CJO8j4B/AmMVdU4EQkFJgLXAsdxvlANUdVcp7eNKWz+QUG06taLxc88iV9AQJ73K1vhUm57PIZLq1bjm2Xv8+Wid7LqwqrV4Gjy79SP/itXt4rC3z+AA7/s5Iv5szl+5HBBnIYphuLj4wkODqZz587nbFOpUiUiIyO9ckwb4XqRiNQFDqvqfuBt4BoRaQSgqqtxRr8A3VQ1SlV/VtUoYC/QCxikqs2AD4CPPdpn9h8EfAIkqGpjVW0O/Bfo4zapBFwDtHSnrIcB77uJ2Jgip2WXXmz8dDkph5Lztd/R5N+ZM3QQ0/7Zl8uvqkenR4dk1QWFlOWyK6pT9Zq/sGj0E8x/aghBISF0GfEspfz8vH0KphhSVUaNGsXo0aMJDw/PtU1qairjxo1jypQpBAYGeuW4NsL1rh7AXPfzEmCqW5aXhU/vquofAKp6K4CI1MjRpjtQFWcUm2kScLP7OQm4VVVPuv18LiIncUbJH+fzXIwpUOE1a1O57pWsnjPjgvs49uchVs16nV5jX+SKaxvw63eb0IwM/PwD+HLRXDQjAwW+XDCHvpNep0bDRiR98/VFxz51VfxF91GQYovQs4sPHTpEaGj27/xxcXGFE4xr2LBhVK9encGDB+dar6r07duXrl27cuedd3rtuJZwvet2oBWAqv4pIsuAe0TkMVU91+IogLNey/XwF2Cfqh7NLFDVn4Hp7mY60ENEbnO3M4AKOCPfM4hIf5ypa6pWKJ+HwxvjPbWub4J/YCBdYp4BwC/QmVJu07sfaSkprJg2heTfdmfbR8SZlPP86/THLuevzmVXVOPX7zZx5I+DABz9/WBWm8MH9gNQPjyigM7GFBeTJk1i69atLF68+KxtHn30USpUqMDo0aO9emxLuF4iIk2BykCsiGQWX+aWRQOfnqeLU14IYzDOteCmqvq9G9dOQHJrrKqvA6+D87YgLxzfmDxLWDKPhCXzsrbLhYXTb8obrJo17az34daLbEPpS8qRuPTdrLKQihUBOPLH7wDs2rrFKa9QMSvRlilfAYDDBw94JfaBbZp7pZ+CYm8Lyt306dNZtmwZsbGx+Pv7k5SURFJSEu3atctqExMTQ3JyMjNnzgRg/fr1ADRu3Piij2/XcL2nB3Cfe202yr022xg45NZ5wxYgQkTKZhaIyBUi0tfdjAQ2ZCZbl3cuPhhTCFp27UnvCS9nW1BVP/qvlL6kHACl/Pxo2aUnhw/s55fNGwDYve07dm/7jsa33Ja1T+O/38ofe3blaSW0KZnmzZvHmDFjGD58OJs3byYxMZEVK1awdu3arDbjx48nNjaWgQMHsn79ehITE4mNjWXz5ty/AOaXjXC9QET8gLbAvz3LVTVNRBYCXUVkoBcONReIAR4FRokzlI7h9L26W4H7RSRCVfeJSDPOMp1sTFES1bsfleteBThTysl797B04lj8AwLxDwxC3EmaX7ZsJLxmbe4aPooTqccJCArm0L7fWDj6CU54PJzg/QljiO47gJ5jJ5F+4gRH//idRaNjOHXyZKGcnyl8vXr1Ij09/YzR9ogRIwDYvXs3jz/uPEClWbNm2dpkPn3qYtkL6C+SiJTHWTlcB1ikqg941HUHngSucovScO7DXQck4EwBr8S5LWgn8JWq/sPd92ZgFM6Cp3XAv1V1rbsS+kUgwu1vDTBMVTNEpBzwGtAC2IyTiO/h9K1DM892HvYCemNKDptS9p38vIDeRrgXSVX/xEmKudXN5fSq5bOJOsu+K4AVuZT/ANxyln0O4yRYT/86z/GNMcb4gF3DNcYYY3zAEq4xxhjjA5ZwjTHGGB+whGuMMcb4gCVcY4wxxgcs4RpjjDE+YLcFGQDKhEUUqXv3vK2k3wto51d8leRzM9nZCNcYY4zxAUu4xhhjjA9YwjXGGGN8wBKuMcYY4wOWcI0xxhgfsIRrjDHG+IDdFmQAOHZgH8937VjYYRSo9a9MKOwQCpSdX/FTkm/FM2eyEa4xxhjjA5ZwjTHGGB+whGuMMcb4gCVcY4wxxgcs4RpjjDE+YKuUjTHnVeWaa2l8y60Eh1yClCpFUEjI/7d37/E51v8Dx1/vbXZwHMo5x3KmLwqlGImK+HYkUSodvpVKvkoq7Ruis/pJKpXoQEU5RBEmhIycE2JEzsfZ7Pz+/XFdm3uz2Wb37tm8n4/HHtv1OVzX+3Onve/P5/pc91i/YC6/z5mRZZ/SF1ekXZ/7KV46lMDixTm0cwcLJnxAfExMWptqDRpzTc8+qIJfgD9H9uxm0cTxxMWc9MWwTBExa9Ysxo4dS3x8PDExMZQtW5ZXX32Vpk2bprUJDw/n+++/JzQ0NK0sJCSEOXPmAKCqfPHFF3z66acAREdHU7NmTV577TVq1qzplTh9PsMVkWtEJEJEVEQ2i8j/POqucuvi3O+1ROQWEVnutl8jIv9x2/YQkR0isl9Ezrq3XkTKisiXIrJSRJaIyAoRuT2H8WZ6/TyMv4zHGPvm5Vw5uNZwEYkSkYj8vI4p+hq0CeNA1Ha+fvk5poQ/y5wxbxJ2zwPUbn5lpu0DgoK448URHP1nD1PCn2XSs08gfn50ffLZtDZBxUtwy7ND2fzrYqaEP8tXLw4iMDiEjg897qthmSKib9++9O7dm/nz57N8+XIuv/xyrrvuOvbv35+u3ejRo4mIiEj7Sk22ADExMfTt25fw8HDmz5/PsmXLKFasGJ07d+bUqVNeidPnCVdVl6hqmHs4SlVf8qhb5tbtU9UwVd2hqt8BPd0mT6nq++7PUcBhoJWqZvcA6UignNv2GmAKcE0O483q+udEVY+njjEv58nhtV4AJuT3dUzRt3rODFb9MD3t+ODOHcTHxBBaqXKm7es0b0loxUqs+uF7p0CVVbOnU/Py5lSsfSkAZSpWIjCkOLs2rElrs2vjWmo2bZavYzFFT9u2benVq1fa8cCBAzl06BBz587N8Tn8/f3p2bMn1157bdrxU089xZYtW4iMjPRKnIXyHq6ItAXeBbqpalQOupQHdqpqins8Gngmn8Izpsg5sudvEuPcd/kiNOnQmeTERLYsW7OPGu0AACAASURBVJpp+1IXXUxKSjKnok+klcUcOQJAtYZNADi8exeH9/xN/TZhAAQEBnFZy6uJOXYs/wZiiqRp06alOw4JCQEgPj4+x+cICQnh888/z/N5zqbQJVwR6QyMArqq6j857DYJ6CUiDQBUNUVVE/IQg+ey8H9FZKLHsnNNt83T7hL0IhH5RUQ6ZHPO20TkVxFZ6C55vy0iQZlc7xkRmeQujy8TkVoZzvOgiGx3l84/Bkqe6ziNyajVrT14ZNxEWnTpzrRR4Zw8ejjTdicO7sfPz5+S5cqnlZUs7/xcyi1LTkzkm2HPU71xUx4c8wkPj/uMiy6pwfxPxub/QEyRtmzZMoKDg+nWrVu68k8++YSwsDDatGlDnz592LJlS7bnqVSpEm3btvVKXIUt4f4beAG4SVUP5qSDiFwKvAK8AfwoIpd41M0SkU0islhErsppEBmWhfvgLDW3BmYAKSLyAPAfoL2qtgOeBmaLSN2znPYOnCX29jjL3Q2AZzO53u3Af1T1SmAvEO4xnquA94Ge7tL5K0DvnI7LmOysmDaFcQ/3Yfl3X9MjfBRV6tbPtN1fq37j2L69XHV7L0T88A8IoPUtPUhOSkL8nF87xYJDuP35Yez5YyMfPX4/H/znXlZ89zUnj2SexI3JCVVl2LBhDB8+nAoVKqSVV69encsvv5yff/6ZJUuW0LBhQ1q0aMGOHTsyPU9cXByvvfYaY8aMITAw0CuxFbZdyo8CO4BiuegzEZioqq+JyMXAPBG5VlUPqmpXEYkEOqhq4jnG9J2qHgFQ1e4AIvIiME5Vj7rlkSKyHngEJ/lm5r/AHrd9ooh8B/QFXs7Qbqaqpm7hjAAe8KjrDyxT1d/c8/wlIvOASzDGizYviaD+1W25tldfpoQPPqM+OTGRyeHPck3PPvR8+TUS4+NYO28OFetcRtxJ559vkw7XU6ZiJX799ksAkuLjObgrih4vjeKTpx4mPjbmjPMWJmMXLsu2zcywMI4dO5Zu52xGERERXoyq6BsyZAg1atRg4MCB6crvv//+dMeDBw9m3LhxvPPOO4wePTpdnapy//3306NHD2677TavxVaQCVcByVgoIgKknNkcgCeBYcAcEWmvqtFnu4A7u70KZ7YJMACYD/wkIu2BICA6D8kW4O8M1ywF1ADuEZEbPKpKcvbl3TLA6yJSA0gAKrnxZeS5jB4NlPY4bgCsz9B+F1kkXBF5CHgIoFrZMmcJzVzo/PwDSElOSld2ePcumnTolGWfmKNH+On9d9KOnV3Kz3BoVxQAZStXJfbYUZITT//vd/zAPoqXCaVaw8b8FbnCu4MwRd7o0aPZtGkTU6dOzbatiFCrVi22bdt2Rt2AAQMoW7Ysw4cP92p8BZlwo4FSmZSXAU5kUg7wB3AjsACYLiI3qurZ7mZf7H4XSJs53g6sAn4ANgAfnUPsnpKzKH9bVXN0bhEpgTOmqUBvVU12HxkKz+Z6mb5pyUCzrFD9EPgQ4JJyoVm2M6b3qNFMHJT+cZ2SZcuddfn3kkZN+Hvj6fd/Veo1IDE+nqi1qwE4eeQwIaXLIOJH6n7GkmXLAc5st7B7tH32d6kGTplFREQEYWFh+R9QETd+/Hhmz57NzJkzCQgIYPv27Wzfvp2OHTsC8OSTT/LOO++k67Nnzx6uv/76dGUvvvgiR48eZcKECQCsWrUKgBYtWuQ5xoK8h7sBaJJJeRNgU1adVHUl0B24GvhSRPzPco0tOAnqOo/+B4BbgBY494Qn5zrys3Bn3TuBep7l7vO8d2fRrT5QAfhGVVMT6rncNPgDqJ2hrPo5nMeYdAKDQ2h2w+mn7yrUqsNlrduwfuE8AJp2vIEHx3xCidCyaW26Pf08ZStXAZzncq/p0YclX31GYnwcAJuXLkJE+FfnmwAQ8aNFl39z4tAB/tmy2VdDM0XA5MmTGTFiBM8//zzr168nMjKSefPmsWTJkrQ2M2bMYMaM0x/U8vnnnxMVFcWDDz6YVvb6668zc+ZMHn30UVatWkVkZCQzZ85k/fqMC4fnpiBnuB8D74jIBFVdCs4HVOAsGZ91Hq+qC0SkJ/Atziahh7Jod1hEPgReEJEVqpr66vsB+3GWfh8g77PcjIYBr4jIGFWNEpFyblmvLNpHAadw3hgsdN9E3HwO1/0/YImItFTV39wdzF04c5nZmFxZMnkiTTp0on6bMDQlmYDAIBZN+pi1c2cD4B8QQEBgYNqGKIAdayK5dfD/iD5yCBE/Nkb8zIaIeWn1xw/sZ+orL3FNzz7Uu7otAcUCOXnkMFNfGZqWlI3JiT59+pCUlHTGSsFLL6V9zAMjRoxg9OjRvPXWWyQkJBAQEMDcuXNp1sx57nvPnj0884zztGjr1q3TnSf106fySlQLbiVRRB7F2UgkOMvIycBYVZ3s0eYWnN26rYC1wAepHz7hLrt+grNE/LaqfpnJNQKA54B7gZPAQZz7msOAQcB9wG/AlMw+1CKz6+Msw84HWuMky99U9Z4M/Z7CeSNwxB3Xa6r6g4iUAaZ79B2jqmNE5N84jzudwNk8dRQnQS/HScSe13vZPef/gJrA8tQPExGRfsAQnB3MUTgfDnIPzmaqGzOOL9Ul5UL1qetz9FkgxhgvuRCWlIv6+ERklapekaO2BZlwzfnDEq4xvmcJt/DLTcItbM/hGmOMMYWSJVxjjDHGByzhGmOMMT5gCdcYY4zxAUu4xhhjjA9YwjXGGGN8oLD98QKTT4pfXJGBU2YVdBj5pqg/mmDjM+b8ZzNcY4wxxgcs4RpjjDE+YAnXGGOM8QFLuMYYY4wPWMI1xhhjfMASrjHGGOMD9liQASD24H7e7NE1+4aF2Kr33yjoEPKVje/8VJQftzO5YzNcY4wxxgcs4RpjjDE+YAnXGGOM8QFLuMYYY4wPWMI1xhhjfMB2KRtjAKjaoBEtbupOcIlSiJ8fQSVKsH7BXH6fMyPLPhdVr0m73vcTGFIc1RRijx9j4WcfEX3oYFqb+956n5hjx9L127py2VnPa4y3zZo1i7FjxxIfH09MTAxly5bl1VdfpWnTpunajR8/nvfff5+QkBBCQkIYN24cderU8UoMlnCNMQA0aBPGgajtLJ86GYCLa9Si96jRHN+/l+2rV2ba55Znh7Jl2RIWff4JAO369KPb08/xxZCn09rEHDvG1y8/l/8DMOYs+vbty7vvvkuvXr0AGDx4MNdddx0bNmygYsWKAEyfPp0hQ4awbt06KlWqxJgxY+jUqRMbN24kODg4zzGct0vKIvIvEYkQkTgROSIiJbJo95CIqIisEZFBbllVEdkvIlWz6HOpe24VkbCcthGRkSISJSIReRzbdBHZJyLH3Gt4fu3LKqZzuE6YiPT1xrlM0bd6zgxW/TA97fjgzh3Ex8QQWqlypu2DS5ai9EUV2LlhbVrZrvVrqFSnLkElMv3f1ZgC07Zt27RkCzBw4EAOHTrE3Llz08qGDRtGnz59qFSpEgAPP/wwhw4d4osvvvBKDOdtwlXVNaoaBuwDSgL3Z2wjIgI87h4+paqvuz/HAX8Cp7I49zb33Ge7/hltVPU5YEKOB5H1ubsDPwJrVDXM88st95YwoK8Xz2eKsCN7/iYxzv1fRoQmHTqTnJjIlmVLM20fdzKaXRvXUe+qaxE/P8TPj3pt2pIQd4rEuHgfRm5M9qZNm5buOCQkBID4eOff6tGjR1m1ahVXXHFFWptixYrxr3/9i3nz5nklhsKypDwFeEpExqpqskd5F2AN0MSzsaoeBtr6MD5vehPYU9BBmAtXq1t70KxzV+JORjNtVDgnjx7Osu33rw2jyxODePj9zwAICAxi3kfvkZKclNamWHAQnR95ktBKldEUZeeGNUTOnEZyYmK+j8WYrCxbtozg4GC6desGwI4dOwCoXDn9ik6lSpXYvn27V6553s5wM3gTqA3cmqH8ceA9zwIRudhjKbqvR3klEZktIltE5EcR6ZbxIjlpkxkR6SwiK0RkiYj8KiKPu7PvXBGRKFVdr6pH3ONQEflURH4TkUUislhE2mTo85SIRIrIAvfaT7nlg3Bmt6lL8xEiUiu3MZkLz4ppUxj3cB+Wf/c1PcJHUaVu/Uzbifjx72deJD42hg8f7cuHj/YlYuJHnDiwL127I//sYc282UwJH8zMt0dS+19XcPMAu6drCo6qMmzYMIYPH06FChUAiImJASAoKChd26CgIGJjY71y3UIxw1XVNSIyHxgIfAMgIi1wZoL7M7Q9CISJSFSG00wA4oH6qpoiIq9zppy0SUdE6gPTgGtVdbWIlANWAbHAJzkeZOYqAQ2ANqqaKCLXAtNF5FJVPSYiLYFhQFVVPSEidYHZwGhVfd297x2W3fK5MZnZvCSC+le35dpefZkSPviM+jotWlK9UVM+fOw+UpKdhaddG9Zy31vjmPDfRzm+30m8c8a8mdbnVPQJln79OXe8OIKLa9Ti4M4dOYpl7MJlXhhRwZgZFnbW+mPHjhEaGuqbYHIpIiKioEPIF0OGDKFGjRoMHDgwrayEu+8gdYk5VXx8PMWLF/fKdQvLDBecWW4rEbnGPX4aeCsnHUWkHtAZeFdVU9zicbltk4XBwGJVXQ3gzk6/5fS95bPxnH1G4CRYT9uB7qqa6J57MZAItHLrqwLF3O+o6hbg7hxcF0jbcBYpIpE57WOKLj//M99/H969i/LVqmfavmyVqqSkJKd7BOjEwQP4BfhTu3nLLK9zbP9eAEIrVcljxMbk3ujRo9m0aROffvppuvJatZwFwH370q/Q7Nu374J8LOhHYBPwXxHZCZRR1Y0iUjMHfVPXxDzfTu86hzaZaQJUzrBzuQzgn4O+azxnn5nMypOAu0Xk3+5xClCW04l5DrAYWCciPwJf4a4A5ISqfgh8CHBJuVDNaT9TNPUeNZqJg9K/TyxZthwnj2R+Dzf6yGH8/PwpXiaU2OPOc7bFy4Ti5+dPkjtLuOiSGlS+rB7rF5zeCVqyXHmnv0eizs6j7a/K1VjOJ9n9taCIiAjCspkFG+8YP348s2fPZubMmQQEBLB9+3a2b99Ox44dKVu2LFdccQWRkZH07NkTgMTERNauXcs999zjlesXmhmuqirOjPZm4F33K0+n9FIbgIUZdhs3U9Wm2XfLcDHVmhmKBgIvAQ+qaluPXdvito9T1euBa4DdwAfALyJSmN5ImfNEYHAIzW44/ScaK9Sqw2Wt27B+obNDs2nHG3hwzCeUCC0LwI7VK4k5dpQru92W1ufKbrcRHxtD1NpVAASXKs0VN99GcMlSAPgHBNCy+x38s3Uz+7dv89XQjGHy5MmMGDGC559/nvXr1xMZGcm8efNYsmRJWpsXXniBSZMmsX+/c6fyo48+onz58tx9d44XDs+qsP1i/hwYAdRR1bnZNfaw2f1eG2eZFiDjOllO2mRmPdDYs8C9l9pXVYfkIsbUvs2BaFXdirPTeo2q/unRJNCjbX0gQFVXACtEZAywAbgc5z5yikfbQEBU1Z7XMJlaMnkiTTp0on6bMDQlmYDAIBZN+pi1c2cDTrIMCAxE/Jz36fGxMXw7/AXa3n0fdw1/AxE/EuNOMfWVoUQfPgTAoZ072LpiKbcODicpIYFiwcEc3Lmdn8a9w+k7N8bkvz59+pCUlHTGasJLL72U9nP37t05ePAgN954I8WLFyc4OJiffvrJKx96AYUs4apqvIj0BGJy2e9PEfkJ6C8iC9x7tI/ntk0WRuEs6d6kqrPd2eXLQERuYvTQDYgCtuIsofcTkYqqul9EWpP+Pm9roJOI3O2uABTD2fSVuhR+ACjn/vw0EE2GXd3GpNq8dBGbly7Ksv73H2fx+4/pl0cP/b2TaaPCs+wTF3OSJZMneitEY85ZYg4fQ+vXrx/9+vXLlxjO2yVlEamVupHI3VTUEkBVI1R1pdumGzDZ7TLafRznYo8NSINFJDVp9sWZHW4WkXk4M8DUfj1y0kZERnL6UZtZbjybcZ4H/p+IrMRJtL+rapYbrtz7rV2A5iKy3PML8PwvPQKYC/zmXu9OnF3Zg91Hnn7FSbLLRGQhziav292d2uBs3ooRkaVAJ4/XyhhjjI+JMzEyF7pLyoXqU9dfk31DY0yuXOibpor6+ERklapekX3L83iGa4wxxhQllnCNMcYYH7CEa4wxxviAJVxjjDHGByzhGmOMMT5QqJ7DNfmn+MUVs91NWZgV9Z2SNj5jzn82wzXGGGN8wBKuMcYY4wOWcI0xxhgfsIRrjDHG+IAlXGOMMcYHLOEaY4wxPmCPBRkAYg/u580eXbNvWIitev+Ngg4hX9n4zh9F+RE7c+5shmuMMcb4gCVcY4wxxgcs4RpjjDE+YAnXGGOM8QFLuMYYY4wP2C5lYy5gVRs0osVN3QkuUQrx8yOoRAnWL5jL73NmZNnnouo1adf7fgJDiqOaQuzxYyz87COiDx1MaxMYEkL7vg9z0SXVET8/dq5bw5LJE9GUFF8My5hMxcfHM3jwYBYuXEiZMmWIi4tj8ODB3HLLLWlt1q1bx5AhQ4iNjWXv3r2UK1eODz74gMaNG+f5+pZwjbmANWgTxoGo7SyfOhmAi2vUoveo0Rzfv5ftq1dm2ueWZ4eyZdkSFn3+CQDt+vSj29PP8cWQp9Pa3PDoABLj4vhiyNP4+QfQ46WRtLmzN0smT8z/QRmTheHDhzN9+nTWrl1LqVKl+P3332ndujW//fYbl19+OVu2bKFbt27Mnj2bhg0bkpCQQLt27YiKivJKwr0glpRFpJaIRIhInIhEuT97fsV58Vp9RSQsl33+FJEvzuFat4rI6tz2MybV6jkzWPXD9LTjgzt3EB8TQ2ilypm2Dy5ZitIXVWDnhrVpZbvWr6FSnboElSgBQPlLanBZy6tZOWMqACnJSayaPZ3mN3WjWFBwPo7GmLNbs2YNV155JaVKlQKgWbNmlClThgULFgDwwgsv0KtXLxo2bAhAYGAgEyZMoGXLll65/gWRcFV1h6qGAfuACaoa5vnllntLXyAsp41F5AqgDtBdRErk8lpHgC257GNMmiN7/iYx7pRzIEKTDp1JTkxky7KlmbaPOxnNro3rqHfVtYifH+LnR702bUmIO0ViXDwANZpcTmJCPIf+3pnWb99fWykWFEzV+g3zfUzGZOW2225j8eLF7N69G4CffvqJgwcPUrFiRRISEpg5cyZt27ZN16devXpUqFDBK9e3JWXHvQV47buBUcDzwL+BHM90VTUCiMiXqMwFpdWtPWjWuStxJ6OZNiqck0cPZ9n2+9eG0eWJQTz8/mcABAQGMe+j90hJTgKgTIVKxB47lq5P7LGjTl3FSvk0AmOy17dvX2JjY2ncuDGVK1dmy5Yt3HHHHdx5551s2bKFuLg4jhw5wi233MKBAwcoU6YMgwYNon379l65/gWdcEWkJu6M16OsKU4CLAUIcBDor6q73fpgYAzQBIgBFHhDVee4y8L/Amq6y8rHVbX7Wa7vD1wPNAd6AL3JkHBFpBcwADgJBAMRqvqciFwPDANaAbVUNco932igtRtbMPCKqma9A8YYYMW0KayYNoX614TRI3wU00a+xD9bNp/RTsSPfz/zIiePHObDR/sC0LBtB04cOL1IVCwomOSkxHT9ktzjYoFB+TcIY7Ixfvx4XnnlFSIjI7n00ktZt24dP//8M35+fhw96rwpHDJkCAsWLKB27drMmDGDjh078ssvv9CmTZs8X/+CTrhZuBrYrKpPA4jIi8BEoINb/wRwmaq2cuvvx0mWc1T1bhGJwEmK4Tm4VgdgqaomiMiXwBARqaCqB9xzV3GvXVdVt4vIxcBm4DlVnSciW4EdHucrBtwMNFHVaBGpC/wmIleo6rZzf0nMhWLzkgjqX92Wa3v1ZUr44DPq67RoSfVGTfnwsftISU4GYNeGtdz31jgm/PdRju/fR2J8HP4BxdL1C3CPExPi838Q52jswmVeO9fMsLActz127BihoaFnbRMREZG3gAyqyjPPPMOTTz7JpZdeCkDTpk154okniI2NpWPHjgD06dOH2rVrA9CtWzdatWrF22+/7ZWEe0Hcw82gb+pmKWByJvVTgKEex18DYSIS4h5XBcqKSBn3eDLw5jnGcjenZ7Rf4rwB6uFRXxHwB2oCqOpB4KaznC8euFZVo932W4A/gOsyaywiD4lIpIhEnmP8ppDz8z/zPffh3bsoX616pu3LVqlKSkpyukeAThw8gF+AP7WbOxtLjh/YR/EyZdL1Kx5aFoBj+725XcKYnDt48CBHjx6lZs2a6cpr1arF1KlTqVatGkDa91Q1atRgx44deMOFOMOdkDr7TF1SzlDvBwwTkZZAEhCEs7RcAdiJs5zcFdglIt8Ck9x7qbniJvArgPsAVPVPd8dxb+D/3GZrgEnAzx5vELK8x6uqKiIdRORenNluMtAAyPTGmap+CHwIcEm5UM3tGEzh13vUaCYOejxdWcmy5Th5JPN7uNFHDuPn50/xMqHEHnfu0xYvE4qfnz9J8c7sdee6NbS/9yHKX1KDw+7GqUp1LiUxPo5/Nm/Kx9HkzaPtr/LauXLz14IiIiIIy8WM2Jybiy66iKCgIPbu3ZuufO/evRQvXpxq1apRu3btM+r3799P9eqZvwHNrQtxhptGVaM879+6JgJtgBtVtR3Q0y0Xt89WoB7ORqtywAIRef0cLn8zUBpY6DHjLgO0FJFL3Wupqt6Dc794FTACWCMima4/icgdwMfAUFW91h3bmtTYjckoMDiEZjec/rOMFWrV4bLWbVi/cB4ATTvewINjPqGEO0PdsXolMceOcmW329L6XNntNuJjY4hauwpwZshbf/uVK2++FQA/f3+a39iN1bNnkBjvtSfwjMkVPz8/7r33Xj755BOOHDkCwOrVq5k/fz533nknAIMHD2bixIkcPuy84Vy1ahWLFy+mf//+XonhQpzhnkFEugCLVPUk0BZ4S1VPuNWBGdpeB6xW1e+B70XkMZxNVoPcJikebYsD8aqanMll7wa6qOp6j/aVgb/duv+JSFWguqouAwa5iX0HzhLx1EzO2RbYo6pLPMoCM2lnDABLJk+kSYdO1G8ThqYkExAYxKJJH7N27mwA/AMCCAgMRPyc9+bxsTF8O/wF2t59H3cNfwMRPxLjTjH1laFEHz6Udt4fx75Nh/se4e5X3kL8/Ni1fi1Lv/68QMZoTKq3336b8PBwOnbsSPHixYmOjubVV1/liSeeAODBBx/k5MmTdOjQgdKlS5OSksLUqVPp0KFDNmfOGUu4jkHARpydwJuAdiISoKpJwC0Z2vYBLgU+cI+Lkf5Z2AM4M1+AacBA99xpRKQcUMUz2QKo6l4RWYCbcIHLgJdFpIMbix/ObHVrFuPYBDwiIg1U9Q8RqQVcDszNwWtgLkCbly5i89JFWdb//uMsfv8x/fLoob93Mm1U+FnPm3DqFD+OfdsbIRrjNcWLF+e11147a5sBAwYwYMCAfLn+BZFwRaQ2zqakykA/EbkhQxPPp/HvB8YBG0XkD+BPt3yyiDyCcx91sPu4jgCncBJkqneB8SLyC/CXqmZMtvVwNmJdJCL/U9WXPOqeBuoCNURkKXAb8BewTERigBLAY6q6zuOxoNTY/gt8BDQGfhKRTcAuYBvORrE4VR2Vm9fNGGOM91wQCVdVt+M8m5qTthuBazMUP5vh+Mez9P+V9Ak8Y/2fOLPOzOreAt7KUHxfFm3nAfMyqXrM/TLGGHMeuaA3TRljjDG+YgnXGGOM8QFLuMYYY4wPWMI1xhhjfMASrjHGGOMDF8QuZZO94hdXzNXH0RU2Rf3j82x8xpz/bIZrjDHG+IAlXGOMMcYHLOEaY4wxPmAJ1xhjjPEBS7jGGGOMD1jCNcYYY3zAHgsyAMQe3M+bPbpm37AQW/X+GwUdQr6y8RWcovxInfEem+EaY4wxPmAJ1xhjjPEBS7jGGGOMD1jCNcYYY3zAEq4xxhjjA7ZL2ZgLSNUGjWhxU3eCS5RC/PwIKlGC9Qvm8vucGZm2r9awCTf85ylOHDyQrrxCrdr8+s2XrJ49Hf+AAFrd2pPqjZqQlJhESMmSnDh0gEWTPuHY/r2+GJYxJCQkMHToUN544w22bdtGzZo10+qmT5/OuHHjSEhIID4+ntjYWAYNGsRdd92V1ubIkSMMHDiQtWvXUrp0aZKSknjllVdo27at12K0hGvMBaRBmzAORG1n+dTJAFxcoxa9R43m+P69bF+9MtM+GxfNZ9m3X6YdFwsK5uFxn7Fl+RIAgkqUpEn765k0+Elijx8DEbo++QxdnnyGL4YMyP9BmQteVFQUd911F3Xr1iU5OfmM+vfff59evXpxzz33ADBz5ky6d+9Oo0aNaNq0KQBPPvkkf/31F8uXLycwMJDp06fTtWtXtmzZQqVKlbwSZ64SrojUAj4FWgP7gKgMTVqrarA3AhORvkCUqkZ443znGIPPxmuML6yeM4Pow4fSjg/u3EF8TAyhlSpn2n7fX1s4vHtXurK6V13DP3/+wckjhwGIO3mS7179n5NsAVTZs3kjNZo2y59BGJPByZMnmTRpErt372bixIln1I8YMYLLL7887TgsLAxVZfv27WkJd82aNdx0000EBgYCcP311xMdHc2yZcu45ZZbvBJnru7hquoOVQ3DST4TVDXM88st95a+QJgXz5drPh6vMfnuyJ6/SYw75RyI0KRDZ5ITE9mybGmm7ZPi4zl14ni6skbtrmNDxLy045TkJA5EbU87Llm2PA3bXpflMrUx3ta4cWMuvfTSLOtbtGhBQIAzv0xMTOSNN96gYcOGdOzYMa3Nbbfdxpw5czh69CgAn3/+OQAVK1b0WpzeXlK+18vnO99daOM1RUSrW3vQrHNX4k5GM21UOCePHs5RvzIVKlK+WnW2rVxxRl3JsuX59zMvUr5adVbPns6v337l7bCNyZPHHnuML7/8kgYNGjB79mxKM1KuXgAAGYpJREFUliyZVhceHk5iYiI1a9akQoUK7Nixg/79+3P11Vd77fpe2aUsIjVFJEJVF3mUNRWR2SKyWESWiMh3IlLNoz5YRMaLyAoRWSAi80XkRrfuC+BfQF8RiRCR6R79Ort9lojIryLyuIiIWzdSRKLcPgNF5EcRiRaRcBGZIyLHROQ1EXlfRJaKyDoRaZ7X8YpIFxFZIyLq0eZT93rh7nE9Ny4VkQdE5BvPPiIS4Ma/QURWisgvInKlW1fG7RsnIv9zX8sVIvKniNycIbYrRGSR+9osddvbvXqTzoppUxj3cB+Wf/c1PcJHUaVu/Rz1a9SuI38siSAlOemMupNHD/P5c0/x0eP3U6VeQ24eMNjbYRuTJ++99x6HDx+me/futG7dmq1bt6bVDR06lBkzZrB161a2bt3KvHnzaNbMu7dF8vMX8dXAZlV9GkBEXgQmAh3c+ieAy1S1lVt/P9ADmKOqd4tIBBChquGpJxSR+sA04FpVXS0i5YBVQCzwiao+JyLxwEDgbVV9U0TucK9zo3vOO3Duve4XkbeAt4F2eRmoqv4gIjHAQo+y+9x7wKnHfwJhboLtAXQD4t34AV4GbgKuUtVoEbkXmCcil6nqQbdvFNAbaKWqh0SkB/Ct22aXiFwEzAPuUdWZIhICLAAEGJqXMZqiafOSCOpf3ZZre/VlSnj2CbJh2w58//qws7aJPX6MhZ99SJ9R73BJo6b8vXGdt8LNd2MXLjunfjPDws75muHh4efc1+Sen58fzz77LF988QXDhg1j4sSJHDx4kJEjRzJ+/HgqVKgAQPv27alVqxbFihWjd+/e3rl2Hvqmzj4jgMmZ1E8h/S/5r3GSRoh7XBUoKyJl3OPJwJvZXHMwsFhVVwOo6hHgW+DxDO0Oq+p0t803qvqKR90CVd3v/hyBM5POiezGmxtfqmqcOpq7r8kAYKyqRrttJuK8kXgsk76pu16+Bg4Cj7jHjwP7VXUmgKqeAj7nzNcHABF5SEQiRSQyj+MxhYSf/5nvsQ/v3kX5atWz7Vu98eWcij7BoV1R6cpF/BBJ/6vkyO6/AbjokuzPa0x+S0hIOKOsQYMGbNy4EYAdO3aQlJSU7lEigJo1azJ16lSvxZGXGe6E1NmniNQEJmSo9wOGiUhLIAkIwplpVQB2AmOArsAuEfkWmJSDHclNgMpu0ktVBvDP0O7vs5zjH4+fo4HS2VwzVXbjzY2M8V0KBAPbUgtUVUVkO86YPe3M0GYH0MAtagJUyPD6lABOiEhpVT3heSJV/RD4EOCScqGKKfJ6jxrNxEHp33+VLFsubcfx2TRqdx0bFs49o7xh2/aElCpN5Kzv0spKlCsHQHQOzns+ebT9VefULy9/LSgiIuKc+5qcad68ORs2bEhX9s8//1C1alWAtO9796Z/bnzv3r1UqVLFa3F45R6uqka5u3Y9TQTaADeqajugp1subp+tQD2cjUflgAUi8noOLrcww27hZqraNEObMx/EyrzunJJMFuPN7FwZ3whkFoO3/ZHh9blSVWtmTLbmwhQYHEKzG07/GcYKtepwWes2rF/o7Dpu2vEGHhzzCSVCy6bvFxJCrX+1YPPSXzI9b5MOnQgp5bx39fP3p82dvTlx8AC71q/Jp5EYk3ObNm1i+vS0rUDMmjWLpUuX8sADDwBOwu3UqRNjxozh1ClnF/+MGTP4888/ufPOO70Wh1fv4YpIF2CRqp4E2gJvefyiD8zQ9jpgtap+D3wvIo8Bo4BBbpMUj7bFce53rgcaZzhPXaCvqg7x5lhyIsN4o92yUh7LwlVzeKptQBzOTHe+ex4BagM/Z2ibtkbntqkFLHaL1gNtRMRfVZPdNmWB11T1wVwOzxRBSyZPpEmHTtRvE4amJBMQGMSiSR+zdu5sAPwDAggIDET80r8Xr3fVtUSt+5342Jgzzrlrw1oq1KrD7c8PIyHuFMWCgjm2fy/fDH+BBPeXlzH5KSEhgU6dOnHsmPMseM+ePalSpQrTpk0D4J133uHVV1/l9ddfR1VJSkriq6++onv37mnn+PLLLxk8eDDXXHMNwcHBxMXF8dlnn6Vrk1fe3jQ1CNgInAQ2Ae1EJEBVk4CMTw73wUkwH7jHxYAtHvUHcGa+4GyUGoiTkNeJyE2qOtvdffsyzr3YguA53q1ADM5msZ/cNxQVcnISVT0lIm8D/xGRL9wE3hsoDryXofmtIvKOqh4G7gQuBsa5dWNwNqM9DIx1y54HCte6nsk3m5cuYvPSRVnW//7jLH7/8czl0fUL5rJ+wZnLyQDRhw+xcMKHXovRmNwKDAw869J8//796d+//1nPUb58eT766CMvR5Zebj9pqjbwJVAZ6CciN2Ro0tDj5/txEsFGEfkD+NMtnywij+BsPBosIr1wlplPAXd79H8XGC8ivwB/qepGN4YuwCsi8j+cWe9MVR3n1j2P84EZoe59zEdVdZNb9w3OBqmaInICZ3fwaLcuAuipquk+yCI343V3FvcHxojILpzdwpE4m60CgPeBL9zmo0Vkrqo+43Guoe7rsFxETrmvx/XuDmVPk4D33PvI5YA7VHWXG8MhEbkeeEtEHsR5I7AceAFjjDEFSlRtr0xh4T4WFK6qE7x97kvKhepT11/j7dMac0HI66apsDw8VnS+K+rjE5FVqnpFTtran+czxhhjfMASbiGQ+klTQCWcZfhMn6s1xhhz/rKP/CsEVPU4BfyHHIwxxuSNzXCNMcYYH7CEa4wxxviALSkbAIpfXDFPOy3Pd0V9p6SNz5jzn81wjTHGGB+whGuMMcb4gCVcY4wxxgcs4RpjjDE+YAnXGGOM8QFLuMYYY4wP2GNBBoDYg/t5s0fX7BsWYqvef6OgQ8hXNj7vK8qPyhnfsxmuMcYY4wOWcI0xxhgfsIRrjDHG+IAlXGOMMcYHLOEaY4wxPmC7lI0pAqo2aESLm7oTXKIU4udHUIkSrF8wl9/nzMiyz51DR55R9s/WzSz56rMzG4vQa9gbFC8Tyvj+D3gzdGO8IiEhgaFDh/LGG2+wbds2atasma5+3bp1DBkyhNjYWPbu3Uu5cuX44IMPaNy4MfHx8Xz88cdMmTIFf39/jh8/TvPmzRk5ciQXXXSR12K0hGtMEdCgTRgHorazfOpkAC6uUYveo0ZzfP9etq9emWW/r19+Lkfnb9a5C2UrVyU+NsYr8RrjTVFRUdx1113UrVuX5OTkM+q3bNlCt27dmD17Ng0bNiQhIYF27doRFRVF48aN2bp1K4MHD2blypXUq1ePuLg4brzxRm699VZ++eUXr8V51iVlEZklIvEisltEPvAobyAiKiJXepQ9LSLbRGS9iHTIa2AicquIdMvrefIYQ0kRiRCR4yKy1/3Z8+u4iFQryBiNAVg9Zwarfpiednxw5w7iY2IIrVQ5z+cuWbY8jdt3Yt38H/N8LmPyw8mTJ5k0aRL33XdfpvUvvPACvXr1omHDhgAEBgYyYcIEWrZsCUBISAgPP/ww9erVAyA4OJhHH32UxYsX8/fff3stzrPOcFW1q4jMdX7Uhz2qrnO/dwRWum3fEpH6wOuqutULsd0KxAFZr4nlM1U9CYSJyBJgs6r286x3y40pcEf2ePxSEKFJ+04kJyayZdnSPJ+7/X0PsfjLCVS+rH6ez2VMfmjcuDEAu3fvPqMuISGBmTNn8t1336UrT02uAHXq1OH1119PVx8SEgJAfHy81+LMyZLyfGCoiASqaoJb1h5YhJN4PW8EXealZFtYDAQOFnQQxqRqdWsPmnXuStzJaKaNCufk0cNnbd/+3oeoUKs2IOzdupnl06aQcCo2rb5285ZocjJRa1dbwjWF0rZt24iLi+PIkSPccsstHDhwgDJlyjBo0CDat2+fZb9ly5bRvHlzLr30Uq/FkpNdyguA4sBVACLiB1wMfAm0EZFgt7wGEOXZUURuFJHfRGSJiPwqIo961PmJyGsislJEFojILyJyl1s3Grge6OKxfBvo1rV02/7qfr0kIgFu3dMi8qe7tN1XRH4QkUMiMl5EJorIfhH51L3uLyKyWUQ65vZFE5EAEdmmqitUNd6NaYW7zF7NbfOae73x7nE5dxzxbpyTMukzyF2SX+F+Xe9xzbnuEvZoEfnKHftfInJfhtjqishPIrLcfd3fEZHiuR2jKZxWTJvCuIf7sPy7r+kRPooqdbNOkgd37mDHmkimhA9m6sihhFaqQo+XRuLn7w9AsaBgrrnrHhZ+9pGvwjfG644ePQrAkCFDePPNN1m6dCmPPPIIHTt2ZOnSzFeADhw4wPjx43nvvfe8GktOZrirgWNAB5xZbTPgd5xEHAy0wZkFd3DLABCRRsC3wNWqulZEygOrReSkqk4EegLdgUaqmiQinYBngK9U9SkRuQiI81zGFZEKwFzgLlWd4yaSCECBl91l7RPAu0CIqnYRkTZu+34i8jnQDWitqs+IyNPAB0Cdc3nxUqnqbyJyN7DVo+wZEanicXwEZ3l6N9AbuE5Vj4rID0CK+2bkCeAKVd0vItcBc0Skiar+qaqd3CXs3m6bKBG5BvhFRDao6kr3zc9PwKuqOs59IzIVGAPcn5cxmsJl85II6l/dlmt79WVK+OBM2yz87MO0n5Pi41n0+cf0e3c8tZtdybbI5bTp0Zt18+YQc+yor8LOV2MXLst1n5lhYbnuExERkes+Jv/4u28g+/TpQ+3atQHo1q0brVq14u2336ZNmzbp2ickJHDnnXcyYsQIWrdu7dVYsp3hqmoyTlJLvW97HTBfVbcBu3Du44KTcOd7dH0OWKiqa93zHAamAY+79VWBkkDqnuufgcx/M5z2BLBbVee454wFvvA4ZyoBxrttlqqqZ32kx7J3BFBbREplc13wmG1nGOe5mKaqR934uqjqP8DzwARV3e+WzwfWAYMy9J2pqlFumyVAJNDfresNlAc+dOuTgE+AezMbo4g8JCKRIhKZx/GYAubnf+Z758O7d1G+WvUcn+P4gf1oSkraRqtLGl9Ovauv5c6hI7lz6EgatbuOEqFluXPoSDr/50mvxW5MfqpWrVq676lq1KjBjh070pUlJydz11130aVLF/r1S7dlxyty+ljQfOAtESkJtMOZFYIzo01NxFXcxJGqCXCRm6BSlfH4eSJwN7BdRL7HSZyzs4mjCVA5wzlLADEiUkJVU59Z2KeqiVmcwzPGaPd7aY+fs/JD6mzbnTluzqb92aTb9iYiZYEqwLYM7bbhjNnTzgzHfwEN3J+bAP7AAhFJrQ9yr1cF+NOzo6p+iJucLykXqrkdhDl/9B41momD0r/vLFm2HCePZH4PN6R0GZpe15kV3319un1oOcTPjxOHnG0Jk57pn67PVbf3olG763L8KNH55tH2V+W6j/21oMKvWrVq1K5dm71796Yr379/P9Wrn35Dqqrcf//9NGrUiEGDnHnOzz//TO3atdNmxnmV00+aWgAUw0muIap63KO8hYhcReYJ6GdVDfP4aqaqzQDcmVwznGVlBb7DuS+cnQ0ZznmlqtbySLYAZz6IlXldapKRzBpmRVWTVDXjnfTMEpZ/DmLwtkMZXp+rVLWmqv6ZfVdTWAUGh9DshtN/XrFCrTpc1roN6xfOA6Bpxxt4cMwnlAgtC0CxoCBadPk3pS+u4HQQofXtPTl+YB87frcFD1O0DB48mIkTJ3L4sPMGdNWqVSxevJj+/U+/qXz88cfZu3cv3bp1IzIyksjISL7++mt27drltThyNMNV1U0ishcYQvrl1Pk4SXs4kPHu8nqgnmeBiDQAeqnqiyLSCtijqvOAeSLyNfC9iDziJvQUj37BOElqPXCfiPipaopbVx4YoaqP5HjUXiIiYcAf7puH1Bmy59JtVWBLdudx7+X+A2RM4nWAtRnKMq4R1gH+cH9eD/xHREqparQbYwDwMfCgxy5zU8QsmTyRJh06Ub9NGJqSTEBgEIsmfczauc6ikX9AAAGBgYif8x475thRImd9R5cnniEpMYFiQcGcOHSAb4Y9T2J8XLpzFy8TStcnn6X0xRXSlpQ3LV7ABjeZG1PQEhIS6NSpE8eOHQOgZ8+eVKlShWnTpgHw4IMPcvLkSTp06EDp0qVJSUlh6tSpdOjgfGTE0qVLGTt2LADz5qX/d92rVy+vxZmbT5pagLMEPCS1QFX/EZE/gTDg9gztRwK/i0hnVf3J/cU/DEh9ev5mnFnhi+5xMWA/cMI9PgCkzuPHAN/gbIZ6HOgHfCjOuukLwKFcjMOb+gHjcOI+iLNcfTXwh7tprAk5SLiuEcBgEfk/VT0gIu2By3Huy3rqJCI1VHWnu2nqCuAxt+5znP8+z3H6v1N/wN+SbdG2eekiNi9dlGX97z/O4vcfTy+PJicm8tv33/Db999ke+7Y48cK7TKyuTAEBgZmu1ltwIABDBgwINO6Nm3aoJr/d9Vyk3Dn4yTVjPuo5wMxqZuAUqnqRhG5GRghIsOBeOB7VR3vNpkFhLs7b5NwlnW76+lRjwe+FpFFOLukF6hqovuozFsi8ggQA/wKhIOzCQjn2diq7n3el1R1kVs3FudRoxQRGQlMAj51r/WNiDykqus9x+Des/4ZaAjUFZHlGcZeByfhoqrqXv8tEbkHWA7Mwdls9QFO4puL80jV8yJynaqmPdKjqmPd680XkVj39eiSyVLw58BLIlIX575sP1VN/fCROBHpDLwrIuuBwzg7p30++zfGGJOe+CKrG+9w35z8qKrDvX3uS8qF6lPXX+Pt0xpTqPli01RERARh5/D4UWFR1McnIqtU9YqctLU/z2eMMcb4gP21oEJCnM+0boKzXF5MVV8q6JiMMcbknCXcQkJVOxV0DMYYY86dLSkbY4wxPmAJ1xhjjPEBS7jGGGOMD9g9XANA8YsrFunPjS3qjybY+Iw5/9kM1xhjjPEBS7jGGGOMD1jCNcYYY3zAEq4xxhjjA5ZwjTHGGB+whGuMMcb4gCVcY4wxxgcs4RpjjDE+YAnXGGOM8QFLuMYYY4wPWMI1xhhjfMASrjHGGOMDlnCNMcYYH7CEa4wxxviAJVxjjDHGByzhGmOMMT4gqlrQMZjzgIhEA38WdBz56CLgUEEHkY9sfIVXUR4bFP3x1VPVUjlpGJDfkZhC409VvaKgg8gvIhJp4yu8ivL4ivLY4MIYX07b2pKyMcYY4wOWcI0xxhgfsIRrUn1Y0AHkMxtf4VaUx1eUxwY2vjS2acoYY4zxAZvhGmOMMT5gCdcgIt1EZKWI/CIiS0WkyOwoFJFAERklIkkiUrOg4/EWEekqIrNFZL6ILBeROSLStKDj8hYRaSsi00QkQkQWi8h6EXmyoOPKDyLyuIioiIQVdCzeIiJ9RWSz+9/P86tMQcfmLSJSQ0SmiMgC99/nKhFpf7Y+9ljQBU5EWgBfAi1VdZOIdAV+EpFGqrqvgMPLEzfBfgVsAfwLNBjvmwA8oapfAojIKGC+iDRW1f0FGpl39ALWqOrLACJyObBaRP5S1VkFG5r3iEgVYFBBx5FPRqnqhIIOIj+IyEXAAuABVY0QEQG+BhoBC7PqZzNc8xzwk6puAnB/me0HHivQqLyjJNAH+LSgA8kHv6QmW9ebOB8w0KmA4vG2d4G3Uw9UdS1wDLi0wCLKH/8HvFLQQZhcewZYoaoRAOpshhoInPXNoCVc0xHI+OD2SuD6AojFq1R1g6puK+g48oOq3pqh6JT7PcjXseQHVd2kqtEAIuInIg8C8cA3BRuZ94jIzUAi8FNBx2Jy7TbgF88CVd2lqlFn62QJ9wImIuWAMsDeDFX7gNq+j8jkwVVAHDCjoAPxJhF5AfgHGADcpKp7CjgkrxCREsAInHEVVV3d+5tLRORbEbmyoAPyBve/XW3AX0S+cPe9zBORO7Lrawn3wlbC/R6foTweKO7jWMw5cu8fvQi8oKoHCjoeb1LV4UBlnOS0SESuLuCQvGUYME5VM77ZLSr2A9tw3iRdA3wHLBOR1gUblleEut+HA2+qahvgeWCiiPQ6W0dLuBe2GPd7xmXIICDWx7GYc/cKsFNV3yzoQPKDOr7AWcIbVdDx5JWINAdaAeMKOpb8oqpzVHWwqsa5x18Ay4DBBRuZVyS732ep6moAVf0N503F02fraAn3AqaqR3A2olTKUFUJ+Mv3EZncEpGngIbAfQUdizeJSGAmxZtwdoEWdl2AEGCBiEQAk93y0e6jM/UKLLL89RdFY9PbQZxVwN0ZyncCtc7W0RKu+RnI+NztFW65OY+JSD/gJuBOVU0Skdoi0rGg4/KSVe5SuacqQKG/h6uqw1S1uaqGqWoY0NOtesotK/R/JlNERopIxttSVYFdBRGPN6lqMrAU51aHp4pkMz5LuGYU0FlEGgCIyE04/5DeK9CozFmJSE+c+0YjgCbuh5VcD1xToIF5Tyng8dQD93nx24GPCywikxtXAQ+kHohIO6ADMLbAIvKuV4HuIlILnA/BAG7BeZwtS/ZZygYR6Yaz6eYUzgdEPKWqKws2qrxzlyXn4mxyuBxYAfyTySM1hY6IJJL5B9f8T1XDfRyO17mbT/rhLL0mu98/Bt7XIvRLS0RGA61x7umuBbaqara7Xc93InID0B/njZMfzr/VN1T12wINzIvcf6P/xdnvEgCMV9XxZ+1ThP7tGmOMMectW1I2xhhjfMASrjHGGOMDlnCNMcYYH7CEa4wxxviAJVxjjDHGByzhGmOMMT5gCdcYY4zxAUu4xhhjjA9YwjXGGGN84P8BMXJtqh/1wQcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = []\n", "for region in df.region.unique():\n", " if not isinstance(region, str):\n", " continue\n", " stats = sms.DescrStatsW(df[df.region == region]['score'])\n", " data.append((region, stats.mean, stats.tconfint_mean(), stats.nobs))\n", "\n", "fig = plt.figure(figsize=(6,7))\n", "categories_chart(fig.gca(), data, 'C5')\n", "fig.savefig('region.png', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.051
Model: OLS Adj. R-squared: 0.046
Method: Least Squares F-statistic: 10.89
Date: Thu, 21 Jun 2018 Prob (F-statistic): 2.99e-18
Time: 16:58:11 Log-Likelihood: -3683.0
No. Observations: 2048 AIC: 7388.
Df Residuals: 2037 BIC: 7450.
Df Model: 10
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept 4.5206 0.063 71.288 0.000 4.396 4.645
C(region, treat_usca)[T.Africa] -0.1570 0.319 -0.492 0.623 -0.782 0.468
C(region, treat_usca)[T.East Asia] -0.7183 0.170 -4.219 0.000 -1.052 -0.384
C(region, treat_usca)[T.Eastern Europe] -0.7887 0.140 -5.636 0.000 -1.063 -0.514
C(region, treat_usca)[T.Latin America] 0.1831 0.209 0.875 0.382 -0.227 0.593
C(region, treat_usca)[T.Middle East] -0.6706 0.334 -2.009 0.045 -1.325 -0.016
C(region, treat_usca)[T.Oceania] -0.0679 0.106 -0.639 0.523 -0.276 0.140
C(region, treat_usca)[T.South Asia] -0.0933 0.117 -0.795 0.427 -0.324 0.137
C(region, treat_usca)[T.Southeast Asia] -0.1077 0.110 -0.977 0.329 -0.324 0.108
C(region, treat_usca)[T.UK & Ireland] -0.5444 0.112 -4.861 0.000 -0.764 -0.325
C(region, treat_usca)[T.Western Europe] -0.9774 0.131 -7.436 0.000 -1.235 -0.720
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 3.022 Durbin-Watson: 2.037
Prob(Omnibus): 0.221 Jarque-Bera (JB): 3.080
Skew: 0.087 Prob(JB): 0.214
Kurtosis: 2.925 Cond. No. 11.0


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.051\n", "Model: OLS Adj. R-squared: 0.046\n", "Method: Least Squares F-statistic: 10.89\n", "Date: Thu, 21 Jun 2018 Prob (F-statistic): 2.99e-18\n", "Time: 16:58:11 Log-Likelihood: -3683.0\n", "No. Observations: 2048 AIC: 7388.\n", "Df Residuals: 2037 BIC: 7450.\n", "Df Model: 10 \n", "Covariance Type: nonrobust \n", "===========================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------------------------\n", "Intercept 4.5206 0.063 71.288 0.000 4.396 4.645\n", "C(region, treat_usca)[T.Africa] -0.1570 0.319 -0.492 0.623 -0.782 0.468\n", "C(region, treat_usca)[T.East Asia] -0.7183 0.170 -4.219 0.000 -1.052 -0.384\n", "C(region, treat_usca)[T.Eastern Europe] -0.7887 0.140 -5.636 0.000 -1.063 -0.514\n", "C(region, treat_usca)[T.Latin America] 0.1831 0.209 0.875 0.382 -0.227 0.593\n", "C(region, treat_usca)[T.Middle East] -0.6706 0.334 -2.009 0.045 -1.325 -0.016\n", "C(region, treat_usca)[T.Oceania] -0.0679 0.106 -0.639 0.523 -0.276 0.140\n", "C(region, treat_usca)[T.South Asia] -0.0933 0.117 -0.795 0.427 -0.324 0.137\n", "C(region, treat_usca)[T.Southeast Asia] -0.1077 0.110 -0.977 0.329 -0.324 0.108\n", "C(region, treat_usca)[T.UK & Ireland] -0.5444 0.112 -4.861 0.000 -0.764 -0.325\n", "C(region, treat_usca)[T.Western Europe] -0.9774 0.131 -7.436 0.000 -1.235 -0.720\n", "==============================================================================\n", "Omnibus: 3.022 Durbin-Watson: 2.037\n", "Prob(Omnibus): 0.221 Jarque-Bera (JB): 3.080\n", "Skew: 0.087 Prob(JB): 0.214\n", "Kurtosis: 2.925 Cond. No. 11.0\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "treat_usca = Treatment(reference=\"US & Canada\") # make US & Canada the base category\n", "model = sm.OLS.from_formula('score ~ C(region, treat_usca)', data=df).fit()\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.002
Model: OLS Adj. R-squared: -0.002
Method: Least Squares F-statistic: 0.5529
Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.736
Time: 16:58:11 Log-Likelihood: -2493.1
No. Observations: 1390 AIC: 4998.
Df Residuals: 1384 BIC: 5030.
Df Model: 5
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 4.3636 0.311 14.041 0.000 3.754 4.973
region[T.Latin America] 0.3401 0.369 0.922 0.356 -0.383 1.063
region[T.Oceania] 0.0891 0.322 0.276 0.782 -0.543 0.721
region[T.South Asia] 0.0636 0.326 0.195 0.845 -0.576 0.703
region[T.Southeast Asia] 0.0492 0.323 0.152 0.879 -0.585 0.684
region[T.US & Canada] 0.1570 0.317 0.495 0.621 -0.465 0.779
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 0.574 Durbin-Watson: 2.024
Prob(Omnibus): 0.750 Jarque-Bera (JB): 0.580
Skew: 0.050 Prob(JB): 0.748
Kurtosis: 2.986 Cond. No. 22.1


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.002\n", "Model: OLS Adj. R-squared: -0.002\n", "Method: Least Squares F-statistic: 0.5529\n", "Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.736\n", "Time: 16:58:11 Log-Likelihood: -2493.1\n", "No. Observations: 1390 AIC: 4998.\n", "Df Residuals: 1384 BIC: 5030.\n", "Df Model: 5 \n", "Covariance Type: nonrobust \n", "============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "--------------------------------------------------------------------------------------------\n", "Intercept 4.3636 0.311 14.041 0.000 3.754 4.973\n", "region[T.Latin America] 0.3401 0.369 0.922 0.356 -0.383 1.063\n", "region[T.Oceania] 0.0891 0.322 0.276 0.782 -0.543 0.721\n", "region[T.South Asia] 0.0636 0.326 0.195 0.845 -0.576 0.703\n", "region[T.Southeast Asia] 0.0492 0.323 0.152 0.879 -0.585 0.684\n", "region[T.US & Canada] 0.1570 0.317 0.495 0.621 -0.465 0.779\n", "==============================================================================\n", "Omnibus: 0.574 Durbin-Watson: 2.024\n", "Prob(Omnibus): 0.750 Jarque-Bera (JB): 0.580\n", "Skew: 0.050 Prob(JB): 0.748\n", "Kurtosis: 2.986 Cond. No. 22.1\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Checking that all these regions have only statistically insignificant differences with the US & Canada\n", "regions = ['US & Canada', 'Latin America', 'Oceania', 'South Asia', 'Southeast Asia', 'Africa']\n", "model = sm.OLS.from_formula('score ~ region', data=df[df.region.isin(regions)]).fit()\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Score by background\n", "\n", "This section compares the average scores of those who said they had particular backgrounds in debating.\n", "\n", "Note that the column names don't actually mean what they say, they're just labels for brevity. They're actually stricter than the labels imply. The descriptors respondents were asked to apply are as follows, emphasis added:\n", "- `none` means \"I've never been involved in competitive debate _at the university level_.\"\n", "- `current` means \"I debate or judge in university-level debating tournaments (in any style/format).\"\n", "- `retiree` means \"I used to debate or judge in _university-level_ debating tournaments (in any style/format), but have retired from both.\"\n", "- `judge` means \"I've _broken_ as an adjudicator at a _national or international British Parliamentary title tournament_, or Australs or UADC.\"\n", "- `tabber` means \"I've tabbed a _British Parliamentary_ tournament _with at least 50 teams_\".\n", "\n", "Note that the background categories aren't mutually exclusive, _e.g._, someone could be both a (breaking) `judge` and a `tabber`." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = []\n", "for field in ['none', 'current', 'retiree', 'judge', 'tabber']:\n", " if df[df[field]]['score'].count() < 15:\n", " continue\n", " stats = sms.DescrStatsW(df[df[field]]['score'])\n", " data.append((field, stats.mean, stats.tconfint_mean(), stats.nobs))\n", "\n", "fig = plt.figure(figsize=(6,4))\n", "categories_chart(fig.gca(), data, 'C6')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.005
Model: OLS Adj. R-squared: 0.002
Method: Least Squares F-statistic: 1.986
Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.0776
Time: 16:58:12 Log-Likelihood: -3868.7
No. Observations: 2121 AIC: 7749.
Df Residuals: 2115 BIC: 7783.
Df Model: 5
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 4.4483 0.101 43.955 0.000 4.250 4.647
none[T.True] -0.1444 0.132 -1.096 0.273 -0.403 0.114
current[T.True] -0.1401 0.099 -1.421 0.155 -0.333 0.053
retiree[T.True] -0.2527 0.107 -2.370 0.018 -0.462 -0.044
judge[T.True] -0.1650 0.073 -2.247 0.025 -0.309 -0.021
tabber[T.True] 0.0858 0.104 0.828 0.408 -0.117 0.289
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 3.906 Durbin-Watson: 2.022
Prob(Omnibus): 0.142 Jarque-Bera (JB): 3.636
Skew: 0.055 Prob(JB): 0.162
Kurtosis: 2.829 Cond. No. 7.44


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.005\n", "Model: OLS Adj. R-squared: 0.002\n", "Method: Least Squares F-statistic: 1.986\n", "Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.0776\n", "Time: 16:58:12 Log-Likelihood: -3868.7\n", "No. Observations: 2121 AIC: 7749.\n", "Df Residuals: 2115 BIC: 7783.\n", "Df Model: 5 \n", "Covariance Type: nonrobust \n", "===================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "Intercept 4.4483 0.101 43.955 0.000 4.250 4.647\n", "none[T.True] -0.1444 0.132 -1.096 0.273 -0.403 0.114\n", "current[T.True] -0.1401 0.099 -1.421 0.155 -0.333 0.053\n", "retiree[T.True] -0.2527 0.107 -2.370 0.018 -0.462 -0.044\n", "judge[T.True] -0.1650 0.073 -2.247 0.025 -0.309 -0.021\n", "tabber[T.True] 0.0858 0.104 0.828 0.408 -0.117 0.289\n", "==============================================================================\n", "Omnibus: 3.906 Durbin-Watson: 2.022\n", "Prob(Omnibus): 0.142 Jarque-Bera (JB): 3.636\n", "Skew: 0.055 Prob(JB): 0.162\n", "Kurtosis: 2.829 Cond. No. 7.44\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = sm.OLS.from_formula('score ~ none + current + retiree + judge + tabber', data=df).fit()\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's maybe a case to be made that judges and retirees were worse by a statistically significant difference, but it's not really convincing." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.003
Model: OLS Adj. R-squared: 0.002
Method: Least Squares F-statistic: 3.571
Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.0283
Time: 16:58:12 Log-Likelihood: -3870.1
No. Observations: 2121 AIC: 7746.
Df Residuals: 2118 BIC: 7763.
Df Model: 2
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 4.3198 0.043 99.655 0.000 4.235 4.405
judge[T.True] -0.1329 0.070 -1.901 0.057 -0.270 0.004
retiree[T.True] -0.1403 0.077 -1.833 0.067 -0.290 0.010
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 3.352 Durbin-Watson: 2.024
Prob(Omnibus): 0.187 Jarque-Bera (JB): 3.183
Skew: 0.053 Prob(JB): 0.204
Kurtosis: 2.843 Cond. No. 2.68


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.003\n", "Model: OLS Adj. R-squared: 0.002\n", "Method: Least Squares F-statistic: 3.571\n", "Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.0283\n", "Time: 16:58:12 Log-Likelihood: -3870.1\n", "No. Observations: 2121 AIC: 7746.\n", "Df Residuals: 2118 BIC: 7763.\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "===================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "Intercept 4.3198 0.043 99.655 0.000 4.235 4.405\n", "judge[T.True] -0.1329 0.070 -1.901 0.057 -0.270 0.004\n", "retiree[T.True] -0.1403 0.077 -1.833 0.067 -0.290 0.010\n", "==============================================================================\n", "Omnibus: 3.352 Durbin-Watson: 2.024\n", "Prob(Omnibus): 0.187 Jarque-Bera (JB): 3.183\n", "Skew: 0.053 Prob(JB): 0.204\n", "Kurtosis: 2.843 Cond. No. 2.68\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = sm.OLS.from_formula('score ~ judge + retiree', data=df).fit()\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: score R-squared: 0.000
Model: OLS Adj. R-squared: -0.000
Method: Least Squares F-statistic: 0.08002
Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.777
Time: 16:58:12 Log-Likelihood: -3873.7
No. Observations: 2121 AIC: 7751.
Df Residuals: 2119 BIC: 7763.
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 4.2404 0.035 122.017 0.000 4.172 4.309
tabber[T.True] 0.0287 0.101 0.283 0.777 -0.170 0.228
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 3.415 Durbin-Watson: 2.028
Prob(Omnibus): 0.181 Jarque-Bera (JB): 3.249
Skew: 0.055 Prob(JB): 0.197
Kurtosis: 2.844 Cond. No. 3.15


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: score R-squared: 0.000\n", "Model: OLS Adj. R-squared: -0.000\n", "Method: Least Squares F-statistic: 0.08002\n", "Date: Thu, 21 Jun 2018 Prob (F-statistic): 0.777\n", "Time: 16:58:12 Log-Likelihood: -3873.7\n", "No. Observations: 2121 AIC: 7751.\n", "Df Residuals: 2119 BIC: 7763.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------\n", "Intercept 4.2404 0.035 122.017 0.000 4.172 4.309\n", "tabber[T.True] 0.0287 0.101 0.283 0.777 -0.170 0.228\n", "==============================================================================\n", "Omnibus: 3.415 Durbin-Watson: 2.028\n", "Prob(Omnibus): 0.181 Jarque-Bera (JB): 3.249\n", "Skew: 0.055 Prob(JB): 0.197\n", "Kurtosis: 2.844 Cond. No. 3.15\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = sm.OLS.from_formula('score ~ tabber', data=df).fit()\n", "model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Questions by background\n", "\n", "This code runs a logistic regression on whether answers to each question were correct, against respondents' answers to the background question.\n", "\n", "As with the section just above, the column names don't actually mean what they say, they're just labels for brevity. Full descriptions are above.\n", "\n", "If the log-likelihood ratio p-value is greater than 0.05, then there's no real difference between the categories, so it's no longer interested. If it's less than 0.05, it prints the whole model summary for perusal. This applies to two questions: (a) and (c). On further examination, there's a potentially significant coefficient (P>|z|) for tabbers in question (a) (a bit worse) and both non-debaters and breaking judges in (c) (again slightly worse). But because we're testing 50 hypotheses, I wouldn't read very much into a couple of apparently-significant differences." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Question (a): LLR p-value = 0.0036\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: a_correct No. Observations: 2121
Model: Logit Df Residuals: 2115
Method: MLE Df Model: 5
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.006167
Time: 16:58:12 Log-Likelihood: -1410.5
converged: True LL-Null: -1419.2
LLR p-value: 0.003636
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coef std err z P>|z| [0.025 0.975]
Intercept -0.5174 0.140 -3.695 0.000 -0.792 -0.243
none[T.True] 0.0525 0.181 0.290 0.772 -0.302 0.407
current[T.True] 0.2261 0.136 1.659 0.097 -0.041 0.493
retiree[T.True] -0.1508 0.148 -1.017 0.309 -0.442 0.140
judge[T.True] -0.0038 0.101 -0.038 0.970 -0.201 0.194
tabber[T.True] -0.3212 0.147 -2.184 0.029 -0.609 -0.033
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: a_correct No. Observations: 2121\n", "Model: Logit Df Residuals: 2115\n", "Method: MLE Df Model: 5\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.006167\n", "Time: 16:58:12 Log-Likelihood: -1410.5\n", "converged: True LL-Null: -1419.2\n", " LLR p-value: 0.003636\n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "Intercept -0.5174 0.140 -3.695 0.000 -0.792 -0.243\n", "none[T.True] 0.0525 0.181 0.290 0.772 -0.302 0.407\n", "current[T.True] 0.2261 0.136 1.659 0.097 -0.041 0.493\n", "retiree[T.True] -0.1508 0.148 -1.017 0.309 -0.442 0.140\n", "judge[T.True] -0.0038 0.101 -0.038 0.970 -0.201 0.194\n", "tabber[T.True] -0.3212 0.147 -2.184 0.029 -0.609 -0.033\n", "===================================================================================\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Question (b): LLR p-value = 0.2720\n", "Question (c): LLR p-value = 0.0419\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: c_correct No. Observations: 2119
Model: Logit Df Residuals: 2113
Method: MLE Df Model: 5
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.004823
Time: 16:58:12 Log-Likelihood: -1189.4
converged: True LL-Null: -1195.1
LLR p-value: 0.04186
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coef std err z P>|z| [0.025 0.975]
Intercept 1.3564 0.155 8.724 0.000 1.052 1.661
none[T.True] -0.4240 0.196 -2.161 0.031 -0.809 -0.040
current[T.True] -0.2339 0.151 -1.552 0.121 -0.529 0.061
retiree[T.True] 0.0195 0.165 0.118 0.906 -0.303 0.342
judge[T.True] -0.2619 0.112 -2.346 0.019 -0.481 -0.043
tabber[T.True] 0.0793 0.161 0.492 0.623 -0.236 0.395
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: c_correct No. Observations: 2119\n", "Model: Logit Df Residuals: 2113\n", "Method: MLE Df Model: 5\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.004823\n", "Time: 16:58:12 Log-Likelihood: -1189.4\n", "converged: True LL-Null: -1195.1\n", " LLR p-value: 0.04186\n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "Intercept 1.3564 0.155 8.724 0.000 1.052 1.661\n", "none[T.True] -0.4240 0.196 -2.161 0.031 -0.809 -0.040\n", "current[T.True] -0.2339 0.151 -1.552 0.121 -0.529 0.061\n", "retiree[T.True] 0.0195 0.165 0.118 0.906 -0.303 0.342\n", "judge[T.True] -0.2619 0.112 -2.346 0.019 -0.481 -0.043\n", "tabber[T.True] 0.0793 0.161 0.492 0.623 -0.236 0.395\n", "===================================================================================\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Question (d): LLR p-value = 0.3447\n", "Question (e): LLR p-value = 0.2306\n", "Question (f): LLR p-value = 0.8376\n", "Question (g): LLR p-value = 0.4451\n", "Question (h): LLR p-value = 0.9291\n", "Question (i): LLR p-value = 0.1207\n", "Question (j): LLR p-value = 0.1032\n" ] } ], "source": [ "for q in questions:\n", " model = sm.Logit.from_formula('%s_correct ~ none + current + retiree + judge + tabber' % q, data=df).fit(disp=False)\n", " p = model.llr_pvalue\n", " print(\"Question (%s): LLR p-value = %.4f\" % (q, p))\n", " if p <= 0.05:\n", " display(model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Are countries better at deciphering themselves?\n", "Not really, no.\n", "\n", "`author_countries` are the countries the authors of the respective images, so image (a) was written by a Canadian, (b) by an American, and so on." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Question (a) (from Canada) - LLR p-value = 0.3205\n", "Question (b) (from United States) - LLR p-value = 0.3175\n", "Question (c) (from United States) - LLR p-value = 0.0413\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: c_correct No. Observations: 549
Model: Logit Df Residuals: 546
Method: MLE Df Model: 2
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.01276
Time: 16:58:12 Log-Likelihood: -246.57
converged: True LL-Null: -249.76
LLR p-value: 0.04126
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept 1.7691 0.150 11.791 0.000 1.475 2.063
C(country, Treatment(reference=\"United States\"))[T.Canada] -0.3757 0.241 -1.558 0.119 -0.848 0.097
C(country, Treatment(reference=\"United States\"))[T.Mexico] -1.2582 0.538 -2.340 0.019 -2.312 -0.204
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: c_correct No. Observations: 549\n", "Model: Logit Df Residuals: 546\n", "Method: MLE Df Model: 2\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.01276\n", "Time: 16:58:12 Log-Likelihood: -246.57\n", "converged: True LL-Null: -249.76\n", " LLR p-value: 0.04126\n", "==============================================================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------------------------------------------------\n", "Intercept 1.7691 0.150 11.791 0.000 1.475 2.063\n", "C(country, Treatment(reference=\"United States\"))[T.Canada] -0.3757 0.241 -1.558 0.119 -0.848 0.097\n", "C(country, Treatment(reference=\"United States\"))[T.Mexico] -1.2582 0.538 -2.340 0.019 -2.312 -0.204\n", "==============================================================================================================================\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Question (d) (from United States) - LLR p-value = 0.1579\n", "Question (e) (from Canada) - LLR p-value = 0.1435\n", "Question (f) (from Canada) - LLR p-value = 0.3387\n", "Question (g) (from United States) - LLR p-value = 0.7331\n", "Question (h) (from United States) - LLR p-value = 0.4353\n", "Question (i) (from United States) - LLR p-value = 0.0571\n", "Question (j) (from Mexico) - LLR p-value = 0.0152\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Logit Regression Results
Dep. Variable: j_correct No. Observations: 550
Model: Logit Df Residuals: 547
Method: MLE Df Model: 2
Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.01126
Time: 16:58:12 Log-Likelihood: -367.90
converged: True LL-Null: -372.09
LLR p-value: 0.01517
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept 1.0986 0.577 1.903 0.057 -0.033 2.230
C(country, Treatment(reference=\"Mexico\"))[T.Canada] -1.0647 0.597 -1.785 0.074 -2.234 0.105
C(country, Treatment(reference=\"Mexico\"))[T.United States] -0.5893 0.588 -1.003 0.316 -1.741 0.562
" ], "text/plain": [ "\n", "\"\"\"\n", " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: j_correct No. Observations: 550\n", "Model: Logit Df Residuals: 547\n", "Method: MLE Df Model: 2\n", "Date: Thu, 21 Jun 2018 Pseudo R-squ.: 0.01126\n", "Time: 16:58:12 Log-Likelihood: -367.90\n", "converged: True LL-Null: -372.09\n", " LLR p-value: 0.01517\n", "==============================================================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------------------------------------------------\n", "Intercept 1.0986 0.577 1.903 0.057 -0.033 2.230\n", "C(country, Treatment(reference=\"Mexico\"))[T.Canada] -1.0647 0.597 -1.785 0.074 -2.234 0.105\n", "C(country, Treatment(reference=\"Mexico\"))[T.United States] -0.5893 0.588 -1.003 0.316 -1.741 0.562\n", "==============================================================================================================================\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "countries = ['United States', 'Canada', 'Mexico']\n", "author_countries = ['Canada', 'United States', 'United States', 'United States', 'Canada', \n", " 'Canada', 'United States', 'United States', 'United States', 'Mexico']\n", "questions = 'abcdefghij'\n", "for q, author_country in zip(questions, author_countries):\n", " model = sm.Logit.from_formula('%s_correct ~ C(country, Treatment(reference=\"%s\"))' % (q, author_country),\n", " data=df[df.country.isin(countries)]).fit(disp=False)\n", " p = model.llr_pvalue\n", " print(\"Question (%s) (from %13s) - LLR p-value = %.4f\" % (q, author_country, p))\n", " if p <= 0.05:\n", " display(model.summary())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }