{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# Expanding the measurement of culture with a sample of two billion humans" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Replication Data and Code" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Setup and Pre-requisites" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "Let's start by importing the required packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "#%pylab --no-import-all\n", "%matplotlib inline\n", "\n", "import sys, os, time\n", "import numpy as np\n", "import pandas as pd\n", "pd.set_option('display.width', 160)\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import matplotlib.patches as mpatches\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "from statsmodels.iolib.summary2 import summary_col\n", "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n", "from scipy.stats import zscore\n", "from scipy.cluster.hierarchy import dendrogram, linkage\n", "from scipy import spatial, stats\n", "from scipy.stats import zscore\n", "import MantelTest.MantelTest as MantelTest\n", "import re\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Let's setup our paths" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "pathfb = './data/'\n", "pathfbor = './data/OriginalData/'\n", "pathout = pathfb + 'Regs/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathshare = pathout\n", "if os.path.exists(pathfbor) == False:\n", " os.mkdir(pathfbor)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Let's load the pairwise distance data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "mypairs = pd.read_stata(pathout + 'AllDists.dta')\n", "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n", "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ISO_CODE_1ISO_CODE_2CosDist1CosDist2CosDist3CosDist4CosDist5CosDist6CosDist7CosDist8...total_non_binaryCosDistAllCosDistBinCosDistOptionsCosDistScaleFBDistdistdistcapdistwdistwces
0ADAE0.6497261.0000001.0000001.01.0000001.01.01.0...NaNNaNNaNNaNNaN0.2335525209.6948245209.6948245239.4649945239.175640
1ADAF0.0277771.0000001.0000001.01.0000001.01.01.0...NaNNaNNaNNaNNaN0.2792335806.3588875806.3588875712.4030905707.325970
2ADAG0.2982301.0000001.0000001.01.0000001.01.01.0...NaNNaNNaNNaNNaN0.2271616565.2124026565.2124026574.2782226574.205836
3ADAI0.9176721.0000001.0000001.01.0000001.01.01.0...NaNNaNNaNNaNNaN0.2620216589.5312506589.5312506593.2653406593.264953
4ADAL0.0026740.9986140.9980621.00.9999671.01.01.0...NaNNaNNaNNaNNaN0.2164981519.5506591519.5506591523.7184201523.040130
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5 rows × 46 columns

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" ], "text/plain": [ " ISO_CODE_1 ISO_CODE_2 CosDist1 CosDist2 CosDist3 CosDist4 CosDist5 CosDist6 CosDist7 CosDist8 ... total_non_binary CosDistAll CosDistBin \\\n", "0 AD AE 0.649726 1.000000 1.000000 1.0 1.000000 1.0 1.0 1.0 ... NaN NaN NaN \n", "1 AD AF 0.027777 1.000000 1.000000 1.0 1.000000 1.0 1.0 1.0 ... NaN NaN NaN \n", "2 AD AG 0.298230 1.000000 1.000000 1.0 1.000000 1.0 1.0 1.0 ... NaN NaN NaN \n", "3 AD AI 0.917672 1.000000 1.000000 1.0 1.000000 1.0 1.0 1.0 ... NaN NaN NaN \n", "4 AD AL 0.002674 0.998614 0.998062 1.0 0.999967 1.0 1.0 1.0 ... NaN NaN NaN \n", "\n", " CosDistOptions CosDistScale FBDist dist distcap distw distwces \n", "0 NaN NaN 0.233552 5209.694824 5209.694824 5239.464994 5239.175640 \n", "1 NaN NaN 0.279233 5806.358887 5806.358887 5712.403090 5707.325970 \n", "2 NaN NaN 0.227161 6565.212402 6565.212402 6574.278222 6574.205836 \n", "3 NaN NaN 0.262021 6589.531250 6589.531250 6593.265340 6593.264953 \n", "4 NaN NaN 0.216498 1519.550659 1519.550659 1523.718420 1523.040130 \n", "\n", "[5 rows x 46 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mypairs.head()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# Correlations Between Facebook Distances and Other Distances\n", "## Graphical Analysis\n", "\n", "Let's plot the correlation between all measures and our FB measure" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Pairwise correlations full sample\n", "\n", "#### Pearson Correlations" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "SMALL_SIZE = 24\n", "MEDIUM_SIZE = 28\n", "BIGGER_SIZE = 32\n", "\n", "plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n", "plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n", "plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n", "plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n", "plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# All correlations\n", "cols = ['Dist1', 'Dist2']\n", "corrs = mypairs.corr().copy()\n", "spear_corrs = mypairs.corr(method='spearman').copy()\n", "corrs = corrs.stack()\n", "spear_corrs = spear_corrs.stack()\n", "corrs = corrs.reset_index()\n", "spear_corrs = spear_corrs.reset_index()\n", "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n", "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr.sort_values('Corr', inplace=True)\n", "FBspcorr.sort_values('SpCorr', inplace=True)\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n", "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Pairwise Common Sample" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n", "mypairs_com = mypairs.dropna(subset=measures).copy()\n", "mypairs_com.reset_index(inplace=True, drop=True)\n", "corrs_com = mypairs_com.corr().copy()\n", "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n", "corrs_com = corrs_com.stack()\n", "spear_corrs_com = spear_corrs_com.stack()\n", "corrs_com = corrs_com.reset_index()\n", "spear_corrs_com = spear_corrs_com.reset_index()\n", "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n", "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com.sort_values('Corr', inplace=True)\n", "FBspcorr_com.sort_values('SpCorr', inplace=True)\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n", "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Prepare data for plotting" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# We need to construct some stats and prepare the data for plotting\n", "# Drop duplicates and FB if necessary for plots\n", "\n", "# Remove if Dist1==Dist2\n", "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n", "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n", "\n", "mean_corrs = corrs2.groupby('Dist1').mean()\n", "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n", "mean_corrs = mean_corrs.reset_index()\n", "mean_spcorrs = mean_spcorrs.reset_index()\n", "mean_corrs['Dist2'] = 'Average'\n", "mean_spcorrs['Dist2'] = 'Average'\n", "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n", "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n", "\n", "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n", "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n", "mean_corrs_com = mean_corrs_com.reset_index()\n", "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n", "mean_corrs_com['Dist2'] = 'Average'\n", "mean_spcorrs_com['Dist2'] = 'Average'\n", "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "# Remove FB from average\n", "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n", "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n", "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n", "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n", "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n", "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n", "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n", "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n", "def assign_type(x):\n", " '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n", " '''\n", " if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n", " y = 'Linguistic'\n", " elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n", " y = 'Cultural'\n", " elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n", " y = 'Genetic'\n", " elif x.find('reldist')!=-1:\n", " y = 'Religious'\n", " elif x in geocols:\n", " y = 'Geographical'\n", " elif x=='FBDist':\n", " y = 'FB'\n", " elif x=='FBDist_old':\n", " y = 'FB_old'\n", " return y\n", "\n", "NoFBcorrs3 = NoFBcorrs2.copy()\n", "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n", "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n", "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n", "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr3 = FBcorr.copy()\n", "FBspcorr3 = FBspcorr.copy()\n", "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n", "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n", "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n", "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n", "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n", "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n", "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n", "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n", "meancorrs_types.reset_index(inplace=True)\n", "meanspcorrs_types.reset_index(inplace=True)\n", "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n", "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n", "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n", "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n", "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n", "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n", "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr_com3 = FBcorr_com.copy()\n", "FBspcorr_com3 = FBspcorr_com.copy()\n", "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n", "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n", "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n", "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n", "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n", "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n", "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n", "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n", "meancorrs_com_types.reset_index(inplace=True)\n", "meanspcorrs_com_types.reset_index(inplace=True)\n", "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n", "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n", "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "# Merge Correlations\n", "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "\n", "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Correlations with Facebook Distances (Mantel Tests)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_stata(pathout + 'AllDistsFull.dta')\n", "# Set seed for replication\n", "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n", " '''Compute Mantel test between Distance 1 and 2'''\n", " np.random.seed(seed)\n", " if common==False:\n", " mydist = df[codes + [Dist1, Dist2]].copy()\n", " else:\n", " mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n", " mydist = mydist.dropna().reset_index(drop=True)\n", " otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n", " mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n", " mydist = mydist.values\n", " np.fill_diagonal(mydist, 0)\n", " mydist = (mydist + mydist.T)/2\n", " otherdist = otherdist.values\n", " np.fill_diagonal(otherdist, 0)\n", " otherdist = (otherdist + otherdist.T)/2\n", " mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n", " return mymantel\n", "\n", "#######################################\n", "# Figure with all measures\n", "#######################################\n", "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "\n", "spear_corrs3m = spear_corrs3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Common Sample" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs_com3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n", "\n", "spear_corrs3m = spear_corrs_com3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Top 4 Correlations by Type (Figure 2 Panel A in paper)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Common Sample\n", "corrs3m = pd.read_stata(pathshare + 'FBCorrs_com.dta')\n", "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n", "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n", "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n", "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n", "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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e5J1Jfp7kjna8Hyc5LskmbZ/jk1R7HNLv2NNRVYv67HcR8P3OpScPpCBJkiRJkiRJkiTNC3N+ye6qOmHYNYiXAFu07fuAo5Z3oKpaMtn9JI8APgnsNM7tLdrjAOCiJM+vqmsmGWtlmpncr+KBX87YrD32AY5NcmAb1k5W2wHAR2j2ZB6zJvDY9jii7bOi+w3wxLa94TALkSRJkiRJkiRJ0tw25wNprRD267S/WlVXDOIlSXYAzmVpSHoTcDZwKXAvsDXwPGAj4EnABUl2qqrfTzDkJ2jC6zEXA+cAtwOPBPYF1qUJuc9JsldVXThBbfu04439N3UDcCbwW2B9mmD70cBZ7fUV2Wad9g1Dq0KSJEmSJEmSJElznoG0piXJSsBTO5cWDeg9awGfYWkYfSJwfFUtHqffB4AX0wTU7wZeNs54r2RpGH0vcFhVfbSnzybAp4HdaWY6n5Fk+6q6o6ffg4APsvS/p7OAl1XVbZ0+x9DssX0i8Ipl+sfPoiSbAbt0Ln17WLVIkiRJkiRJkiRp7jOQ1nQ9BFivc/7jAb3nVcC2bfvkqjp2vE5VdUeSlwLbAE8ADkpyXHfWdrtU95s6j72hN4xux7o+yXOB/6GZJb0lTZj8np6uh7B0VvEvgQOr6q6esQo4KcnWwCun/NcOzzuABW37/Kr65TCLkSRJs+eggw4adgmaZ1ZfY41hl6B5ZtGiRcMuQZIkSZLmJQNpTVfvHsM3TdY5yXrAYVOMeWp3dnHrVe3PO4FJ9w2vqiVJTgHOoAlXnwP8W6fLnsDmbft3wCmTjHV7krfRzLoGeDkPDKRf0mn/Q28Y3eMEmn//gkn6DEWSg2lmlkMza/zoPp45HDgcYNNNNx1ccZIkSZIkSZIkSZqTDKQ1Xev0nN8+Rf+NaGbhTuazQHe5661pZicDXDROWD2en3TaO/fc27XT/kJVLZlirM8ApwIBHptkrbFlu5OsDuzY9ivgi5MNVFXXJPkBzR7XK4wkT6ZZdnzMm6vq4qmeq6pTaT4bFi5cWAMqT5IkzYKPf/zjwy5B88zW22wz7BIkSZIkSdIsWGnYBWjO6w2H1x7AOx7TaT8tSU11AD/rPLNxz3jbdtpTLjFeVbcCl7enC2j2ph6zJbBK276y7TuVS/roM2uS7AB8CVi9vXQ6cNLwKpIkSZIkSZIkSdKoMJDWdPUu0d27hPf9VNWvqyq9xxTvmHTMPqzVc75+p31jn2N0+23Qaa/XaU+6XPly9Bu4JI8GvsnSf9OngEPaPa8lSZIkSZIkSZKkaXHJbk3XtcCtwLrt+Y7AuTP8ju7f6UXA55bx+Ssnubc8wWv3manC9PEszzMzLsmf0/yuxmaQfxZ4SR9LmEuSJEmSJEmSJEl9MZDWtFTVfUm+BTy3vbQH8K4Zfk13RvENVfXOaY53c6e9UZ/PdPvdMkG735ncG0zdZbDaMPo8YJP20ueBF1fVvcOrSpIkSZIkSZIkSaPGJbs1E87stJ+V5OEzPP4vOu0nJ5nu3+2lnfaOU3VOsi5L941ewtL9pAGuAO5p25u3faeysI8+A9Mu090No88EXmQYLUmSJEmSJEmSpJlmIK2ZcDpwVdteAJwyw+P/D83S4NDMVH7uJH378Z1Oe78kC6bovz9Ll9n+SVXdMXajqhYDP25PAzxvsoGSPBR4/LKVO3PaMPpclobRZwEvrKp7Jn5KkiRJkiRJkiRJWj7zMpBO8pAkC5M8JclTh13PXFdVdwPHdC7tm+SkJDOyV3JVFfDezqWTk/S97PU4dZzL0n2lHwYcOcmzawFv6Vw6bZxuZ3Taf59ktUnKOY4mtJ91Sbbn/jOjvwi8wDBakiRJkiRJkiRJgzJvAukkOyU5LclVwNXAT4DzacLJ8fofneS49lhjFkudk6rqk8DJnUvHAN9MsstkzyVZI8kRfbzi3cCv2/bWwLeSPG6ScR+U5CVJfkTP3s7t0tRv71x6R5KDxxljI5rQdsv20hXAR8Z53WnANW17O+BTSdbpGStJjgH+BqiJ6u70PyRJtccVU/XvY7yxmdEbt5cMoyVJkiRJkiRJkjRwKw+7gEFrZ7j+O9ANHPuZubsF8Gqa8PBymmWpNbnXAbcBb6X5jPcE9kzyf8AFNMt63wKsQhMSbwfsBqzZGeNXwK29A1fV7UmeRzPD98HAo4GLk3wfuBC4HliVJnDdAXgCMOFM5ao6NclewAFtPacneQ1wDnA78AhgP2C99pE7gYO7y3V3xrotyWE0Ie8CYF/g10m+APwWWB94VlvzzcAXgEPHHp+oxpmSZD3uH0bfDnwPOKqPSexXVtWnBledJEmSJEmSJEmSRtlIB9JtGL0IeBz9hdBd76MJpAFeiIH0lNqltU9Icj7wNuAp7a0tgIOmePzXNLOg3z/RrN2q+t8kO9HMUt6rvfyE9pjIpcBdE9x7MXAdcATNagE7t0evK4EDq+q7E72kqr7SzrL+ELAWTfh7eE+362n2o967c+3OSWqfKeuxdJlugAcB/9Dns+cDBtKSJEmSJEmSJElaLiMdSAOnAjvRzEK9D/gw8J/AT2lCtr0nerCqfpnkf4Dtgd2TLKiqJYMvee6rqkXAbkkeD+wDPJVmme0NacLa22lmCv8C+AHw9cnC3p6xrwaemeRJwIvasTenCV3vBm5ox/0u8NWq+v4kY90LHJnkVOAwmhndDwPWAG6i+Tv5IvDhqlrcR22fSvJd4DXAs9u67qGZJX0W8L6qujbJCzuPPWA2uCRJkiRJkiRJkjQqRjaQTrIzzQxYaGbI7ltV3+jc72eY82gC6bVpllv+6QyXOdKq6gc0gfMgxr4IuGiGxvopcNQMjfV/wGvbYyKP6rSvmGCc02j2pp6Jmq5g2VcIkCRJkiRJkiRJkqZtpWEXMEAvaX8W8PfdMHoZ/KTT3m7aFWnea/dz3qU9/QPNkuKSJEmSJEmSJEnSSBrlQPpp7c/FwL8v5xjXdNoPmV45EgBvAtZs22dV1X3DLEaSJEmSJEmSJEkapFEOpDejmR19SVXdtZxj3N5przX9kjSqkmyU5JQkD5/g/qpJjgOObi8V8J5ZK1CSJEmSJEmSJEkagpHdQ5pm32e4f6i8rLoh9J3TGEejb2WafahfneT7NHtnX9Ne3wrYG3hop/+7qup7s16lJEmSJEmSJEmSNItGOZC+iWaZ7Y2nMcYjesaTphLgie0xniXAicCbZ60iSZIkSZIkSZIkaUhGOZC+imZG6qOSrFVVdyzHGM/stH8+M2VpRF1HE0LvTbN/+WY0X4ZYG/g9cAVwHvDBqrp0OCVKkiRJkiRJkiRJs2uUA+lzgMfT/Bv/Cnjvsjyc5FHAX7SntwI/mtHqNFKqqoDvt8fbhlyOJEmSJEmSJEmStEJYadgFDNCnO+23J9m23weTrAd8iubzKeD0NnCUJEmSJEmSJEmSJPVpZGdIV9VPknwO2B9YB/h2kiOq6vOTPZdkb+A9wDbtpcXASQMtVhoBq622Gltvs83UHSVJkiRJkiRJkjRvjGwg3XoVsBPwcJr9fD+T5Lc0y3k/YqxTkqOAbWn2jB5L1EIzO/pVVXXVbBYtSZIkSZIkSZIkSaNgpAPpqrohyT7Al1gaQG8JvGKsS/vzX9qf6T4O/H1VfXTQdUqSJEmSJEmSJEnSKBrlPaQBqKpfAY8D/gO4u72cnm7pufZL4DlVdeLgK5QkSZIkSZIkSZKk0TTSM6THVNUfgCOSvBV4MbA7sAOwIbAW8HvgWuBC4KvAF6uqxh9NkiRJkiRJkiRJktSPeRFIj6mq64FT2kOSJEmSJEmSJEmSNEAjv2S3JEmSJEmSJEmSJGk4DKQlSZIkSZIkSZIkSQNhIC1JkiRJkiRJkiRJGoiRDaSTrJTk3CQ/SnJhkjWX8fm/bZ/9UZL9B1WnJEmSJEmSJEmSJI2qkQ2kgb2APYDHAJdU1R+X8fmzgB3a5189s6VJkiRJkiRJkiRJ0uhbedgFDNCzOu2PLevDVXVVkkXAnsAuSdatqltnqjhp1Nx1111cftllwy5DkiRJy2nrbbYZdgmSJEmSJGkEjfIM6Se0P+8ELlzOMc5pfy4Adp52RZIkSZIkSZIkSZI0j4xyIP0IoIBfVNV9yznG//SMJ0mSJEmSJEmSJEnq0ygH0uu2P2+ZxhjdZ9ebxjiSJEmSJEmSJEmSNO+MciB9V/tz7WmMsWanvbyzrCVJkiRJkiRJkiRpXhrlQPoGIMA20xhj257xJEmSJEmSJEmSJEl9GuVA+uftzw2T7LqcY+zbaV86zXokSZIkSZIkSZIkaV4Z5UD6nE77H5JkWR5O8nTg6e3p7cBFM1WYJEmSJEmSJEmSJM0HoxxIfxz4Y9veDfhAkpX7eTDJjsCn2tMC/rOqlsx8iZIkSZIkSZIkSZI0ukY2kK6q64F30+wjDfBXwPeT/OVEwXSSLZOcCHwXWL+9fDvwD4OuV5IkSZIkSZIkSZJGTV8zhuew44BdgKfSzHR+DPBZ4K4k/w1cD9wFrAv8GbB5+9xYiH0v8KKqum42i5YkSZIkSZIkSZKkUTDSgXRV3ZvkecDpwF/QhNIBVgee0NN9LISu9uetwF9V1dmzUesoSrIzsDewO7AVsCHwIJpZ57cAPwN+BHy5qn4wrDrngyRr0vzNPx7YGXgksFF7BPg98HNgEc0S9b8dSqGSJEmSJEmSJEkaKamqqXuNgCSvAN5AE8RN5h7gDOD/VdUVg65rFCXZDXgbTRDdr98A7wA+VFV3D6SweSzJS4CP9dn9buBE4K21DP+DWLhwYZ115pnLUZ0kSZJWBFtvs82wS5AkSZIkSXNUkouraufx7o30DOmuqvpwko/QzBLdHXgUsAHNbOlbgGto9o4+t6puHFqhc1iSAG+kCaO7+5NfCVwAXEXzWa8NbEIzU/cxNDN0twLeBzwEeOvsVT3v3AX8N3AZzZL119P8f2ArYC9gM2BV4C3Ag4FXDqdMSZIkSZIkSZIkjYJ5E0gDtLM9v9cemnknAsd0zs8H3lxVF0z0QJINgUOAI4EtgQUDrG8++yGwJ/CdiWagJ1kZOBr45/bS4UnOqKpvzVKNkiRJkiRJkiRJGjErTd1FmlqSF3D/MPpfgD0nC6MBquqmqnoXsC3NrNzFg6ty/qqqX1TVeZMth15V91bVicBnO5dfNPjqJEmSJEmSJEmSNKoMpDVtSVYB3tm59F9V9dqquq/fMarqnqp6O/BPfbwvSfZN8tEklya5LcmdSX6b5DNJDmiXD++3/h2S/GuSS5LckmRxkquSfDXJEUlWX4axNk/yziQ/T3JHO96PkxyXZJO2z/FJqj0O6XfsWXRup73V0KqQJEmSJEmSJEnSnDevluzWwLwE2KJt3wcctbwDVdWSye4neQTwSWCncW5v0R4HABcleX5VXTPJWCvTzOR+FQ/8csZm7bEPcGySA6vqoilqOwD4CM0e2WPWBB7bHke0fVZ0G3TafxxaFZIkSZIkSZIkSZrz5lUgnWQlmhmf69EEhX3PonUf3Unt12l/taquGMRLkuxAM3t3w/bSTcDZwKXAvcDWwPOAjYAnARck2amqfj/BkJ+gCa/HXAycA9wOPBLYF1iXJuQ+J8leVXXhBLXt04439t/UDcCZwG+B9WmC7UcDZ7XXV0hJNgAO61xaNKRSJEmSJEmSJEmSNALmRSCd5MXAK4AnA2ssxxDFPPmsllUb8j+1c2nRgN6zFvAZlobRJwLHV9Xicfp9AHgxTUD9buBl44z3SpaG0fcCh1XVR3v6bAJ8Gtid5gsMZyTZvqru6On3IOCDLP0bOQt4WVXd1ulzDM0e2yfS/C2uMNolyTcHng4cCzy8vfUr4MPDqkuSJEmSJEmSJElz30iHrO1szzOBXccudW5Xv8PMZE0j6CE0M87H/HhA73kVsG3bPrmqjh2vU1XdkeSlwDbAE4CDkhzXnbXdLtX9ps5jb+gNo9uxrk/yXOB/aGZJb0kTJr+np+shNMt7A/wSOLCq7uoZq4CTkmwNvHLKf+0AtQH0nVN0WwS8sDd8lyRJw3HQQQcNuwTNA6uvsTzf3ZX6t2jRomGXIEmSJEkagpENpNuZu1+hCSXH7TKL5YyyDXvOb5qsc5L1uP+S0OM5tTu7uPWq9uedwAmTPVxVS5KcApwBLACeA/xbp8ueNDOCAX4HnDLJWLcneRvNrGuAl/PAQPolnfY/9IbRPU6g+fcvmOzfMETXA39bVZ/tp3OSw4HDATbddNNB1iVJkiRJkiRJkqQ5aGQDaZplmp9AMxM6wP8C/wqcD1xVVX8cXmkjZZ2e89un6L8R8I4p+nwW6C53vTXN7GSAi8YJq8fzk0575557u3baX6iqJVOM9RngVJq/o8cmWWts5nA723jHtl8BX5xsoKq6JskPaPa4HpZ7aJYPH/MgmtnnewObAJ9Mcgbw2qqa9AsGVXUqzWfDwoUL+111QJIkLaOPf/zjwy5B88DW22wz7BIkSZIkSdIIGuVA+oWd9peA/avqnmEVM8J6w+G1B/COx3TaT0uyrMHnxj3n23baUy4xXlW3JrmcZhnwBTR7U1/S3t4SWKVtX1lVt/ZRzyUMMZBuA/h39l5vw/UTgNfTfqEjya5VdfMslyhJkiRJkiRJkqQRsdKwCxigx7Y/lwCHGUYPTO8M2t4lvO+nqn5dVek9pnjHpGP2Ya2e8/U77Rv7HKPbb4NOe71Oe9LZxMvRb1ZV1eKqegPw3vbSdowTXEuSJEmSJEmSJEn9GuUZ0hvQLKH806q6ftjFjLBrgVuBddvzHYFzZ/gd3b/Ti4DPLePzV05yb3mWme4+szx7ka/o+5f/E/C3NHUenORIl7iXJEmSJEmSJEnS8hjlQPpm4MHA74dcx0irqvuSfAt4bntpD+BdM/ya7oziG6pqurN2u0tQb9TnM91+t0zQ7ncm9wZTdxmeqvpdkhtpljpfFXgUcPFwq5IkSZIkSZIkSdJcNMpLdl9GM8PzwcMuZB44s9N+VpKHz/D4v+i0n5xkun+3l3baO07VOcm6NPtGQ7ME/OWd21cAY8vBb972ncrCPvoMW/fLKguGVoUkSZIkSZIkSZLmtFEOpD/d/nxUEkPpwToduKptLwBOmeHx/4dmaXBoZio/d5K+/fhOp71fkqkC1/1Zusz2T6rqjrEbVbUY+HF7GuB5kw2U5KHA45et3NmVZBvuv8/21cOqRZIkSZIkSZIkSXPbKAfS/wn8jiYkPG7ItYy0qrobOKZzad8kJyWZkb2Sq6qA93YunZyk72Wvx6njXJbuK/0w4MhJnl0LeEvn0mnjdDuj0/77JKtNUs5xrPgzjk/otH9WVQbSkiRJkiRJkiRJWi4jG0hX1a3AS4B7gb9JcvSQSxppVfVJ4OTOpWOAbybZZbLnkqyR5Ig+XvFu4Ndte2vgW0keN8m4D0rykiQ/omdv56q6F3h759I7khw8zhgbAV8EtmwvXQF8ZJzXnQZc07a3Az6VZJ2esZLkGOBvgJqo7k7/Q5JUe1wxVf8pxlo3yTeT7JNkwn3jk2yU5CNA97P45+m8W5IkSZIkSZIkSfPbhOHUKKiqRUmeDnweOCnJvsD7aJZsvraq7pl0AC2r1wG3AW+lmZm+J7Bnkv8DLqBZ1vsWYBWakHg7YDdgzc4YvwJu7R24qm5P8jzgPJp9wR8NXJzk+8CFwPXAqsDGwA7AE4AJZypX1alJ9gIOaOs5PclrgHOA24FHAPsB67WP3Akc3F2uuzPWbUkOowmvFwD7Ar9O8gXgtzTLXz+rrflm4AvAoWOPT1TjDArw9Pa4Ocn3gP9ta7mP5nexENiD5jMc84GqOn0W6pMkSZIkSZIkSdKIGtlAOsmS3kvAru0x1qff4aqqRvazmint0tonJDkfeBvwlPbWFsBBUzz+a5pZ0O+f6IsCVfW/SXaimaW8V3v5Ce0xkUuBuya492LgOuAImtUCdm6PXlcCB1bVdyd6SVV9pZ1l/SFgLZpg/PCebtfT7Ee9d+fanZPUPlO6ofcGNOH4sybpfyvwlqp6z0CrkiRJkiRJkiRJ0sgb5ZA1NEHc2M/qXNcAVdUiYLckjwf2AZ5Ks8z2hjRh7e00s3N/AfwA+PpkYW/P2FcDz0zyJOBF7dib08xkvhu4oR33u8BXq+r7k4x1L3BkklOBw2hmdD8MWAO4CfgpzaznD1fV4j5q+1SS7wKvAZ7d1nUPzSzps4D3VdW1SV7YeewBs8FnWlXdmmQz4JnALjSzobeimbm9Es3v4xrgv4GvA5+rqtsHXZckSZIkSZIkSZJGX5pJraMnyX0zOFxV1YIZHE/zWJJvAM9oT7erql8Os56ZsnDhwjrrzDOHXYYkSZKW09bbbDPsEiRJkiRJ0hyV5OKqGm8l4pGeIf20YRcg9UqyHs0sZYA/0CwpLkmSJEmSJEmSJI2kkQ2kq+r8YdcgjeNNwJpt+6yqmsmZ/JIkSZIkSZIkSdIKZaVhFyCNgiQbJTklycMnuL9qkuOAo9tLBbxn1gqUJEmSJEmSJEmShmBkZ0hLs2xl4Cjg1Um+D/wAuKa9vhWwN/DQTv93VdX3Zr1KSZIkSZIkSZIkaRYZSEszK8AT22M8S4ATgTfPWkWSJEmSJEmSJEnSkBhISzPjOpoQem/gacBmwMbA2sDvgSuA84APVtWlwylRkiRJkiRJkiRJml3zLpBO8iBgU2A9YLV+n6uqbw2qJs19VVXA99vjbUMuR5IkSZIkSZIkSVohzItAOslDgL8Fng/8Gc2yysuimCeflSRJkiRJkiRJkiTNlJEPWZO8CPgPmqWT4YFhdI1zTdIyWm211dh6m22GXYYkSZIkSZIkSZJWICMdSCfZDziD8QPnGuu2jPckSZIkSZIkSZIkSX1YadgFDEqSNYEP0ITKBVwMPBN4EPC19jpVtRKwDvBo4JU0ewCPBdH/DqxaVQtmtXhJkiRJkiRJkiRJGgEjG0gDLwc2pAmjfwrsXlXfrKo7ejtW1R+q6n+r6gNV9STgMOAe4G+AM2exZkmSJEmSJEmSJEkaGaMcSD+j0359Vf2x3wer6sM0gXaAZyX5/2a6OEmSJEmSJEmSJEkadaMcSO/Y/rytqr6xrA9X1aeAb9KE0kfPZGGSJEmSJEmSJEmSNB+MciA9tlz3L8a5d99YI8kak4zx6fbnQ5PsMoO1SZIkSZIkSZIkSdLIG+VAeixovn2ce3/otDeYZIxfd9qPmHZFkiRJkiRJkiRJkjSPjHIgPRZErznOvd932ltOMkY67YdMsx5JkiRJkiRJkiRJmldGOZD+LU2gvMk497rLeO86yRiP7bTvmYGaJEmSJEmSJEmSJGneGOVA+mftz62SrN5z73ud9iuSrNz7cPvMEZ1Lv5nh+iRJkiRJkiRJkiRppD0giB0h3wYOpgnddwe+Nnajqi5M8n/A5sAjgc8m+buq+i1Akj8D3sfSfaPvAhbNXunS3HPXXXdx+WWXDbsMSZIkLYOtt9lm2CVIkiRJkqQRN8ozpL/eae83zv3/x9I9op8LXJ7kuiTXAT8H9mjvFfAfVfX7wZQpSZIkSZIkSZIkSaNpZAPpqroCOBe4Gdg7yZo99z8MfIyloXSAjdsjna4XAscOul5JkiRJkiRJkiRJGjUjG0gDVNUzqmrjqtq6qv44TpdDgP8PuGGce38ETgKeUVV3DbBMSZIkSZIkSZIkSRpJo7yH9JSqqoBTkrwbeBzwcGAV4HfA9w2iJUmSJEmSJEmSJGn5zetAekwbTF/cHpIkSZIkSZIkSZKkGTDSS3ZLkiRJkiRJkiRJkoZnZGdIJ/lw27ykqv5lOcc4kmYp76qqQ2esOEmSJEmSJEmSJEmaB0Z5hvQhwMuBvaYxxtPbcQ6ZfjmSJEmSJEmSJEmSNL+MciAtSZIkSZIkSZIkSRoiA2lJkiRJkiRJkiRJ0kAYSE9u7fbnnUOtYo5KsnOSNyX5epJLk9yc5J7252VJvpjk+CSPH3at812STyWpznHasGuSJEmSJEmSJEnS3LfysAtYUSVZCVjYnt40zFrmmiS7AW8Ddp+gy/rtsTXwXOCtSX4DvAP4UFXdPSuFCoAkzwdeOOw6JEmSJEmSJEmSNHoMpHskWR14JPAaYBOggEuGWdNckSTAG2nC6O7s+yuBC4CrgFtoZp5vAuwMPAYIsBXwPuAhwFtnr+r5LcmGNJ87wN3AqkMsR5IkSZIkSZIkSSNmJALpJEsmugXsPcn9fp05zefnixOBYzrn5wNvrqoLJnqgDUQPAY4EtgQWDLA+PdB7gQcDNwCfBv52uOVIkiRJkiRJkiRplIzKHtLp/EznvPfashxjfgx8dIC1j4QkL+D+YfS/AHtOFkYDVNVNVfUuYFvgLcDiwVWpriT7AS9qT/8OuHF41UiSJEmSJEmSJGkUjUogDfcPkWfCdcA7gT2q6p4ZHnukJFmF5rMa819V9dqquq/fMarqnqp6O/BPfbwvSfZN8tEklya5LcmdSX6b5DNJDmiXD++3/h2S/GuSS5LckmRxkquSfDXJEe0y7v2OtXmSdyb5eZI72vF+nOS4JJu0fY5PUu1xSL9jz6QkGwD/3p5+qao+MYw6JEmSJEmSJEmSNNpGYslu4Gk95wHOpdn/+QfAG/oc5z7gDuCaqrpm5sobeS8Btmjb9wFHLe9AVTXp8upJHgF8EthpnNtbtMcBwEVJnj/Z7zHJyjQzuV/FA7+csVl77AMcm+TAqrpoitoOAD5Cs0f2mDWBx7bHEW2fFcG7afbrvg04Ysi1SJIkSZIkSZIkaUSNRCBdVef3XutMkL15vPuaUft12l+tqisG8ZIkO9B80WDD9tJNwNnApcC9wNbA84CNgCcBFyTZqap+P8GQn6AJr8dcDJwD3A48EtgXWJcm5D4nyV5VdeEEte3Tjjf239QNNHuP/xZYnybYfjRwFkPekzzJc4GD29M3VNVVw6xHkiRJkiRJkiRJo2skAukJ/CfNDOlLhl3IKEuyEvDUzqVFA3rPWsBnWBpGnwgcX1WLx+n3AeDFNAH1u4GXjTPeK1kaRt8LHFZVH+3pswnwaWB3mpnOZyTZvqru6On3IOCDLP3v6SzgZVV1W6fPMTR7bJ8IvGKZ/vEzKMn6wH+0p9/qtCVJkiRJkiRJkqQZN0p7SN9PVR1SVX9VVScPu5YR9xBgvc75jwf0nlcB27btk6vq2N4wGqANi18KfL+9dFCSLbt92qW639S59IbeMLod63rgucD/tZe2ZPww+RCa5b0Bfgkc2A2j27Gqqk6iCYBner/zZXEK8FBgMfDXVVVDrEWSJEmSJEmSJEkjbpRnSGt2bNhzftNknZOsBxw2xZin9ga6NIE0wJ3ACZM9XFVLkpwCnAEsAJ4D/Funy57A5m37dzQh7URj3Z7kbTSzrgFeDrynp9tLOu1/qKq7JinvBJp//4LJ/g2DkOQ5NGE9wAlV9avZrkGSJC2bgw46aNglaMStvsYawy5BI2zRokXDLkGSJEmStAIwkG4leRKwN82M35uB86rqm8Otak5Yp+f89in6bwS8Y4o+nwW6y11vTTM7GeCiccLq8fyk0965596unfYXqmrJFGN9BjiVZmbzY5OsNbZsd5LVgR3bfgV8cbKBquqaJD+g2eN61rRfBDi1Pf0x8M4ZGvdw4HCATTfddCaGlCRJkiRJkiRJ0ggZ2UC6XZb57TTLkt8DvHm85YmTrAp8FHhhz61jk3wHeEFVXTfoeuew3nB47QG84zGd9tOSLOsy0xv3nG/baU+5xHhV3ZrkcmAbmpnNW7N0b/ItgVXa9pVVdWsf9VzCLAfSwL8Am9Lsl31oVd07E4NW1am0QffChQtd/luSpBn28Y9/fNglaMRtvc02wy5BkiRJkiSNuJHdQxrYC3g9cDTw8En2yj0ZOJCl+/qmczwF+EqSVSZ4Vg9cort3Ce/7qapfV1V6jyneMemYfVir53z9TvvGPsfo9tug016v0550ufLl6DcjkjyLZp9rgHdW1aD2+ZYkSZIkSZIkSZLuZ2RnSNPsEzxm3KklSbYF/oZmqWVoZo/+L80s363ba48FXsPUy0zPV9cCtwLrtuc7AufO8Du6f6cXAZ9bxuevnOTe8szq7T4zVZg+nuV5ZjrGluq+lCn235YkSZIkSZIkSZJm0igH0o9rf97HxAHpYTSzxAu4Cti7qn4BkORVwHtpwsNXYSA9rqq6L8m3gOe2l/YA3jXDr+nOKL6hqqa7//HNnfZGfT7T7XfLBO1+Z3JvMHWXGfWw9ucjgTuTvvLwlyd5+dhJH7PYJUmSJEmSJEmSpAcY5SW7t2p/Xl5Viyfo8/xO+y1jYTRAVb0P+GZ7ukWSRw+gxlFxZqf9rCQPn+Hxf9FpPznJdP9uL+20d5yqc5J1WTpjfglweef2FTR7lANs3vadysI++kiSJEmSJEmSJElz3ijPkN6IZubzdePdTLI5S0PGxcBnxun2BeAZbfsxwM9muMZRcTrNUtAPAxYApwD7zeD4/0OzNPhDaH6vzwXOmsZ43+m090vymqpaMkn//Vm6zPZPquqOsRtVtTjJj4EntH2eB3xsooGSPBR4/HJXvnw+2me/x9L8nQNcBlwwkGokSZIkSZIkSZI0b4xyIL1G+/POCe4/uf1ZwAVVNV6/X3XaD56pwkZNVd2d5BjgE+2lfZOcBLyhqpZnj+be8SvJe4G3t5dOTvLtqrp5sufGJElPHefS7Cu9OU2IfiRNiD7es2sBb+lcOm2cbmfQBNIAf5/k01V11wTlHEcT2s+aqjqkn35JjmdpIH1Bv89JkiRJkiRJkiRJExnlJbvHlul+0AT3d+20vzVBn25Ivea0KxphVfVJ4OTOpWOAbybZZbLnkqyR5Ig+XvFu4Ndte2vgW0keN1HnJA9K8pIkP6Jnb+equpel4TbAO5IcPM4YGwFfBLZsL10BfGSc150GXNO2twM+lWSdnrHShvZ/Q/MliEklOSRJtccVU/WXJEmSJEmSJEmSVkSjPEP6RuDhwCMnuL93p/2dCfp0Q8WJZlprqdcBtwFvpVm+ek9gzyT/R7P881XALcAqNCHxdsBu3D/s/xVwa+/AVXV7kucB59HMVn80cHGS7wMXAtcDqwIbAzvQzFhebaJCq+rUJHsBB7T1nJ7kNcA5wO3AI2iWHV+vfeRO4ODuct2dsW5LchhNeL0A2Bf4dZIvAL8F1gee1dZ8M81S8IeOPT5RjZIkSZIkSZIkSdJcN8qB9CU0gfQGSXavqvPHbiTZGdi2Pb0L+O4EY2zead8wkCpHSLss9glJzgfeBjylvbUFcNAUj/+aZhb0+6vqngnG/98kO9HMUt6rvfwEli6XPZ5LaX7H43kxzR7jR9CsFrBze/S6Ejiwqib6O6GqvtLOsv4QsBZNMH54T7frafaj7n4Zwi86SJIkSZIkSZIkaWSNciD9FeAv2vZ/JHlOVV2W5KHAqe31As6eZL/f7pLQlw+ozpFTVYuA3ZI8HtgHeCrNMtsb0oS1t9PMFP4F8APg65OFvT1jXw08M8mTgBe1Y29OM5P5bpovDvyC5ksGX62q708y1r3AkUlOBQ6jmdH9MJr9x28Cfkoz6/nDVbV4onE6430qyXeB1wDPbuu6h2aW9FnA+6rq2iQv7Dz2gNngkiRJkiRJkiRJ0qhIM6l19LR7+F4KbNReKpoZqpvQLCed9tqe3dnTPWP8hmaW9RJgvfGWa5aWVZJvAM9oT7erql8Os56ZsnDhwjrrzDOHXYYkSZKWwdbbbDPsEiRJkiRJ0ghIcnFVjbcSMSvNdjGzpapuo5n1uqS9tBLwEO7/b/7oJGH0k2jC6AIuMYzWTEiyHrBLe/oHmi9NSJIkSZIkSZIkSSNpZANpgKr6L+CZNEsvd/0R+Efgryd5/DXtzwBfnfHiNF+9CVizbZ9VVfcNsxhJkiRJkiRJkiRpkEZ5D2ngT/sZ75hkM5o9fe8Efl5V90zx6H+xNIg+d3AVahQk2Qh4C3ByVf12nPurAscCR7eXCnjP7FUoSZIkSZIkSZIkzb6RD6THVNXVwNXL0P+MAZaj0bMycBTw6iTfB34AXNNe3wrYG3hop/+7qup7s16lJEmSJEmSJEmSNIvmTSAtzZIAT2yP8SwBTgTePGsVSZIkSZIkSZIkSUNiIC3NjOtoQui9gacBmwEbA2sDvweuAM4DPlhVlw6nREmSJEmSJEmSJGl2GUhLM6CqCvh+e7xtyOVIkiRJkiRJkiRJK4Q5HUgneWr3vKq+NdG96eqOLUmSJEmSJEmSJEma2pwOpIFFQLXt4v7/nu696eodW1KP1VZbja232WbYZUiSJEmSJEmSJGkFMioha+bo2JIkSZIkSZIkSZI0skYhkJ4sMDZMliRJkiRJkiRJkqQhmdOBdFWttDz3JEmSJEmSJEmSJEmDZ2grSZIkSZIkSZIkSRoIA2lJkiRJkiRJkiRJ0kAYSEuSJEmSJEmSJEmSBsJAWpIkSZIkSZIkSZI0ECsPu4DZkGQhsA2wAbAhUMBNwM3Ar6vqZ0MsT5IkSZIkSZIkSZJG0sgG0kmeARwB7A6sP0Xfm4DzgX+rqkWDr06SJEmSJEmSJEmSRt/ILdmd5M+TXAB8DdiPZlZ0OsefunaOjYDnA+ckWZTkz2a1aEmSJEmSJEmSJEkaQSM1QzrJnsDngHVoguZqj94guld17j0VuDDJX1bVtwZYrjRS6rYbWfy1Dw27DEmSpBXK6nsfOuwSJEmSJEmShmpkAukkTwC+AqzK/QPmy4ELgB8CNwK3tNfXAzYBHg/sCmzZPlM0S3yfnWSnqvrf2fkXSJIkSZIkSZIkSdJoGYlAOskqwMdYGkaHJoT+f1X1zT7H2Ad4C/DkdozVgdOSPLmq7htI4ZIkSZIkSZIkSZI0wkZlD+lDgUeydGb0icAe/YbRAFV1NrAbcDJLl/XeGXjJDNYpSZIkSZIkSZIkSfPGqATSR3bap1fVG5dnVnNV3VdVrwM+0bn819OuTpIkSZIkSZIkSZLmoTkfSCd5FPDn7emtwKtmYNhXtmMF2CXJNjMwpiRJkiRJkiRJkiTNK3M+kAb2aH8W8JGqumO6A1bVH4CPdC7tNt0xJUmSJEmSJEmSJGm+GYVAeudO+7MzOG53rB1ncFxJkiRJkiRJkiRJmhdGIZD+s/bnvcCPZnDcH7VjAjx2BseVJEmSJEmSJEmSpHlhFALpTdufv62qu2Zq0KpaDPyGZh/pB8/UuJIkSZIkSZIkSZI0X4xCIL0hzf7Rvx/A2GNjrjOAsSVJkiRJkiRJkiRppI1CIL16+/P3Axj71vbnvA6kkxySpNrj+An6HN/pc8iKUpckSZIkSZIkSZKk4RmFQHqV9ue9k/ZaPkvan2sMYOw/SXJFJ1jtPe5NcnOSS5L8Z5L9kqw8yHo0upKsm2SPJK9L8okkv0py32x/mUCSJEmSJEmSJEnzg8Hmim8BsH57bA+8FPhpkoOq6mdDrUxzSpJnAV+m2RddkiRJkiRJkiRJGjgD6RXP+4HLOucrAw8B9gAe017bATgnyc5VddXslqc5bDUeGEbf2f4c6CoAkiRJkiRJkiRJmp8MpFc8n6qqRePdSHIQ8FGa39uDgbcBfzV7pU2sqo4Hjp/ld54GnDab75zjFgMXAT8ELm6PnwPnALsPsS5JkiRJkiRJkiSNqFEKpPdOsmTqbnNXVX08yeOAo9tL+yc5vKruGWZdmhuq6mzg7N7riSt4S5IkSZIkSZIkaTBWGnYBMywzfKyIvtBpPwjYZqoHkjwtyfuT/DzJLUnuSnJ1kv9K8ook0/5iQpLjk1R7HDJF35WTvDLJoiQ3JLkzyWVJPpZkl7bPlp3xFk0wziGdPsf3UeMOSf41ySXt57A4yVVJvprkiCSrT/H8Hp33ndbH+/r6TJJsmuS4JN9uP4+7k9ya5NdJLkxySpLnJFlrqndKkiRJkiRJkiRJK5JRmSE9qPB4RQylr+8532Cijkk2AU4H9hrn9qbt8RfA65PsV1W/mLEqJ67pocCXgR17bm3dHgcn+UfggzP4zpWBfwFexQO/hLFZe+wDHJvkwKq6aKbe3UdtB9L8W9fuubUKsA7NFw6eDBwFvBp472zVJkmSJEmSJEmSJE3XKATSJwy7gFn24J7zO8brlGQz4AJgy/bSH2iWa/45zV7CWwDPATYH/gz4TpKdquqKmS/5TzWtDZwLbNdeWgJ8jWYv4/uAnWiC4TfRBLIz5RPAAZ3zi2n2Tb4deCSwL7AuzWdyTpK9qurCGXz/uNrl188AFrSXfkXz+VxF83msDzwK2LVtS5IkSZIkSZIkSXPKnA+kq2q+BdL7d9qLgV/2dkiyEk0Iu2V76T+Bo6rq1p5+qwD/RLMn9QbAx4DdZr7kP/lHlobRNwDPrqof9tS0I80M6mNm4oVJXsnSMPpe4LCq+mhPn02ATwO7A2sCZyTZvqrGDftn0GtYGkYfB7y9qqq3U5IFwJ40v29JkiRJkiRJkiRpzpjzgfR8kuSlNMs2j/lUVY0XUu7P0mD581X18vHGq6p7gNcl2Qp4PvCUJLtV1bdnsm6AJBsBh3cuvbA3jG5r+nGS/YHvzMA7V6aZbT3mDb1hdPvO65M8F/gfmlnSWwKvAN4z3RqmMLZs+a3AP44XRrf1LQG+MeBaJEnSND3zmJOGXYJWQCv908eGXYJWUIsWLRp2CZIkSZIkzQoD6RXPgUl27pyvTLNM957ADp3rvwDeMMEYr+q0j+3jne+iCaQBngfMeCANvABYrW2fW1WLJupYVd9NcjbwrGm+c0+aJckBfgecMsk7b0/yNuAD7aWXM/hAemx29Kpte8mA3zfjkhxO+0WDzTeZcDtzSZIkSZIkSZIkzVMG0iuev5ni/hLgczRLcF/XezPJGsAu7elvqurSPt75k05754k6TdOTO+2z+uh/FtMPpHfttL/QzjSezGeAU4EAj02y1oCX7f5vmj2i1wA+lOSoqrplgO+bcVV1Ks1nxk7bbjnuDG9JkuaLr7/j9cMuQSug1fc+dNglSJIkSZIkDdVKwy5Ay+x84OjxwujWdjQzbgG2SlJTHUA3dN14QHVv22lf0kf/fvosyzt/PFXndo/ty9vTBcDWM1DDZE6m2dca4CXA75J8Ocnrkzy1/XKBJEmSJEmSJEmSNGcZSK94nlZVqarQ/H4eAjwD+Ep7f0/gwiQThaUbTvP9a03z+Yms12nf1Ef/fvpMZf1O+8Y+n+n2G+ga1FX1A+AvgWvbS6sDzwZOpPniwS1Jzk5yYBL/W5UkSZIkSZIkSdKc45LdK7CqKuC69jgnybuBV9Psi/zpJLtU1d09j3V/p78EPriMr711eeudQgbcfyrLs5z0wJegrqovtV8uOAB4DvAUYLP29mrA3u1xdJJ9q+qaQdckSZIkSZIkSZIkzRQD6bnlaGAPYCGwE/Ba4J97+nRnFt9dVe+cndKm1N0buZ9Z3DMxO/nmTnujPp/p9uvdz7kbUPcTmK/Zzwur6k7gY+1Bkq1ofs/70YTUC4DH0+xx/ZR+xpQkSZIkSZIkSZJWBC4DPIdU1T00ofSYNybp3fP5UmBJ2/7zJOuzYri0017YR/9++izLO3ecqnOSdVm6b/QSlu4nPeYPnfbafbx/iz76PEBV/aaqPlJV+wK7A3e1t3ZN8pjlGVOSJEmSJEmSJEkaBgPpOaaqvgFc0J6uAxzbc//3wA/b0wXAy2atuMld2Gnv20f/fvpM5Tud9n5JFkzRf3+Wznz+SVXd0XP/uk5728kGSrIq8LS+qpxEVX0HOK9zabvpjilJkiRJkiRJkiTNFgPpuemETvuIJA/tuf+eTvu4do/iviSZ6b2bx3wGGNvves8ku09Sw5OBfWbgnecCV7bthwFHTvLOtYC3dC6d1tunqq4CbmhPt08yWSh9JLDJshTbpzsHMKYkSZIkSZIkSZI0EAbSc1BVfZOlM47XAN7Y0+UTnfsbAOcnecZE4yVZPcl+Sc4DHjfT9QJU1Y3ABzqXPp1k53FqeSzwuRl6573A2zuX3pHk4HHeuRHwRWDL9tIVwEcmGPbznfYHkzxg6e4kr+CBe3s/QJKfJjlssmXVk+wP7NWe3gt8d6pxJUmSJEmSJEmSpBXFysMuQMvtBOBrbfvwJCe1M3ipqvuSPB/4NvBImtnB30hyCfAt4BqaLyNsCGwPPJGleyIPaoY0NMH5XjTLXW8CXJTkbJolxosmDH82zd/lScDr2+dqeV9YVacm2Qs4AFgFOD3Ja4BzgNuBRwD7Aeu1j9wJHDzOct1jTgJeCqwJ7Ab8MslngWuBjYBn0nym1wJfAg6bpLyFNCH9+5L8APjv9rn7gAcDe7RjjXlXVd3QO8iySPI+Hjhz+9Gd9t8m+Yue++dV1b9N572SJEmSJEmSJEmanwyk56iq+nqSi4AnAasBbwKO6Ny/LsnjgfcDB9IEzQvbYyJXA7cMsObbk+wJfBl4DM0e189pjz91o5ld/EGWBtLTXab6xTT7Px9BE8Tv3B69rgQOrKoJZyFX1eXtLOtP0nzumwJH9XT7DfB8mqB7MvfQhOSrALu0x3iWACcDfz/FeP14NvDwSe6P99n8YQbeK0mSJEmSJEmSpHnIJbvntu5e0ocm2bJ7s6puraoX04TQJwIX0QSz99CEvFcD57X39gS2qKrLBllwVV1NE3geQTNb+ybgLpplsj8O7F5VbwTW7Tx26zTfeW9VHQnsSLO/9s/aMe+mmS3+NeBvgW0nC6M7451J85meClwOLAZ+D/yIZhb4jlX1kz5K2xh4IfBvNEtxX9vWdC/N53IRze9m+6p6fVXd19c/WJIkSZIkSZIkSVpBpGq5V0OWBqadhXx6e/rPbUitFdhO225Z33nPW4ZdhiRJ0gpl9b0PHXYJkiRJkiRJA5fk4qoab4ViZ0hrhdVdxvvioVUhSZIkSZIkSZIkabkZSGuFk2RH4ID29I/AN4ZYjiRJkiRJkiRJkqTlZCCtWZXkuCTPSJIJ7u8GfAlYpb10WlVNaw9pSZIkSZIkSZIkScOx8rAL0LyzC3ACcFWS84HLgMXAxsCuwBM6fS8H3DtakiRJkiRJkiRJmqMMpDUsDwMOnuT+94DnV9Vts1SPJEmSJEmSJEmSpBlmIK3Z9gpgH2BvYDuamdEb0sySvh64CPgs8MWqqmEVKUmSJEmSJEmSJGn6DKQ1q6rqd8CH20OSJEmSJEmSJEnSCFtp2AVIkiRJkiRJkiRJkkaTM6QlzYissxGr733osMuQJEmSJEmSJEnSCsQZ0pIkSZIkSZIkSZKkgTCQliRJkiRJkiRJkiQNhIG0JEmSJEmSJEmSJGkgDKQlSZIkSZIkSZIkSQNhIC1JkiRJkiRJkiRJGggDaUmSJEmSJEmSJEnSQBhIS5IkSZIkSZIkSZIGwkBakiRJkiRJkiRJkjQQBtKSJEmSJEmSJEmSpIEwkJYkSZIkSZIkSZIkDcTKwy5A0mio225k8dc+NOwyJElabqvvfeiwS5AkSZIkSZJGjjOkJUmSJEmSJEmSJEkDYSAtSZIkSZIkSZIkSRoIA2lJkiRJkiRJkiRJ0kAYSEuSJEmSJEmSJEmSBsJAWpIkSZIkSZIkSZI0EAbSkiRJkiRJkiRJkqSBMJCWJEmSJEmSJEmSJA2EgbQkSZIkSZIkSZIkaSAMpCVJkiRJkiRJkiRJA2EgrSklOSRJtcfxE/Q5vtPnkBWlLkmSJEmSJEmSJEnDs/KwCxAkuQJ4+AS3lwC3AVcDPwY+D3ypqu6dneo0SpI8BtgLeArwaOChwKrALcCvgG8BH66qy4ZWpCRJkiRJkiRJkkaGgfSKbwGwfntsD7wU+GmSg6rqZ0OtTHNGkicCZwDbTNBlk/Z4CvCGJCcDb6qqe2apREmSJEmSJEmSJI0gA+kVz/uB7uzUlYGHAHsAj2mv7QCck2TnqrpqdsvTHLUV9w+jrwa+DfwGuB14GPBsYEuaL0EcA2yV5IVVVbNbqiRJkiRJkiRJkkaFgfSK51NVtWi8G0kOAj5K83t7MPA24K9mr7SJVdXxwPGz/M7TgNNm851z3F3Af9IsyX1R780kC4A3ASe0lw4ADgE+MlsFSpIkSZIkSZIkabSsNOwC1L+q+jhwSufS/klWGVY9mlN+CDyiqg4fL4wGqKolVfX/aGbpjzlyVqqTJEmSJEmSJEnSSDKQnnu+0Gk/iIn3BP6TJE9L8v4kP09yS5K7klyd5L+SvCLJtGfKJzk+SbXHIVP0XTnJK5MsSnJDkjuTXJbkY0l2afts2Rlv0QTjHNLpc3wfNe6Q5F+TXNJ+DouTXJXkq0mOSLL6FM/v0XnfaX28r6/PJMmmSY5L8u3287g7ya1Jfp3kwiSnJHlOkrWmeudEqurXy7C8e/dLD49LstryvleSJEmSJEmSJEnzm0t2zz3X95xvMFHHJJsApwN7jXN70/b4C+D1Sfarql/MWJUT1/RQ4MvAjj23tm6Pg5P8I/DBGXznysC/AK/igV/C2Kw99gGOTXLgRDOIByHJgTT/1rV7bq0CrEPzhYMnA0cBrwbeOwtl/abnfAPgmll4ryRJkiRJkiRJkkaMgfTc8+Ce8zvG65RkM+ACYMv20h+As4GfA4uBLYDnAJsDfwZ8J8lOVXXFzJf8p5rWBs4FtmsvLQG+BlwM3AfsRBMMv4kmkJ0pn6DZD3nMxcA5wO3AI4F9gXVpPpNzkuxVVRfO4PvHleRxwBnAgvbSr2g+n6toPo/1gUcBu7bt2bJZp13ATbP4bkmSJEmSJEmSJI0QA+m5Z/9OezHwy94OSVaiCWG3bC/9J3BUVd3a028V4J+Ao2lmwX4M2G3mS/6Tf2RpGH0D8Oyq+mFPTTvSzKA+ZiZemOSVLA2j7wUOq6qP9vTZBPg0sDuwJnBGku2ratywfwa9hqVh9HHA26uqejslWQDsSfP7ng0v7LS/V1V3z9J7JUmSJEmSJEmSNGIMpOeQJC+lWbZ5zKeqaryQcn+WBsufr6qXjzdeVd0DvC7JVsDzgack2a2qvj2TdQMk2Qg4vHPphb1hdFvTj5PsD3xnBt65Ms1s6zFv6A2j23den+S5wP/QzJLeEngF8J7p1jCFsWXLbwX+cbwwuq1vCfCNAdcCQJIHA6/vXPqP2XivJM1lzzzmpGGXoBmy0j99bNglaIYsWrRo2CVIkiRJkiSpZSC94jkwyc6d85VpluneE9ihc/0XwBsmGONVnfaxfbzzXTSBNMDzgBkPpIEXAKu17XOratFEHavqu0nOBp41zXfuSbMkOcDvgFMmeeftSd4GfKC99HIGH0iPzY5etW0vGfD7JtXOxD6NpcuDX0wzu36yZw6n/aLB5ptMuJ25JEmSJEmSJEmS5ikD6RXP30xxfwnwOZoluK/rvZlkDWCX9vQ3VXVpH+/8Sae980SdpunJnfZZffQ/i+kH0rt22l9oZxpP5jPAqUCAxyZZa8DLdv83zR7RawAfSnJUVd0ywPdN5WSaPbyh2V/7RVV132QPVNWpNJ8ZO2275bgzvCVp1H39Ha+fupPmhNX3PnTYJUiSJEmSJEkjZ6VhF6Bldj5w9HhhdGs7mhm3AFslqakOoBu6bjygurfttC/po38/fZblnT+eqnO7x/bl7ekCYOsZqGEyJ9Psaw3wEuB3Sb6c5PVJntp+uWBWJHkzcFR7eg9NGP3r2Xq/JEmSJEmSJEmSRpOB9IrnaVWVqgrN7+chwDOAr7T39wQuTDJRWLrhNN+/1jSfn8h6nfZNffTvp89U1u+0b+zzmW6/ga5BXVU/AP4SuLa9tDrwbOBEmi8e3JLk7CQHJhnYf6tJXg+8rT29Fziwqr4yySOSJEmSJEmSJElSX1yyewVWVQVc1x7nJHk38GqafZE/nWSXqrq757Hu7/SXwAeX8bW3Lm+9U8iA+09leZaTHvgS1FX1pfbLBQcAzwGeAmzW3l4N2Ls9jk6yb1VdM5PvT/I6mgAcmjD6RVX1hZl8hyRJkiRJkiRJkuYvA+m55WhgD2AhsBPwWuCfe/p0ZxbfXVXvnJ3SptTdG7mfWdwzMTv55k57oz6f6fbr3c+5G1D3E5iv2c8Lq+pO4GPtQZKtaH7P+9GE1AuAx9Pscf2UfsbsRxtGv6M9XQIcVFWfm6nxJUmSJEmSJEmSJJfsnkOq6h6aUHrMG5P07vl8KU24CPDnSdZnxXBpp72wj/799FmWd+44Veck67J03+glLN1PeswfOu21+3j/Fn30eYCq+k1VfaSq9gV2B+5qb+2a5DHLM2avJMdw/zD6JVX1mZkYW5IkSZIkSZIkSRpjID3HVNU3gAva03WAY3vu/x74YXu6AHjZrBU3uQs77X376N9Pn6l8p9PeL8mCKfrvz9KZzz+pqjt67l/XaW872UBJVgWe1leVk6iq7wDndS5tN90x2z2jT2pPlwAvrapPTndcSZIkSZIkSZIkqZeB9Nx0Qqd9RJKH9tx/T6d9XLtHcV+SzPTezWM+A4ztd71nkt0nqeHJwD4z8M5zgSvb9sOAIyd551rAWzqXTuvtU1VXATe0p9snmSyUPhLYZFmK7dOd03m4DaPH9oweC6M/Me2qJEmSJEmSJEmSpHEYSM9BVfVNls44XgN4Y0+XT3TubwCcn+QZE42XZPUk+yU5D3jcTNcLUFU3Ah/oXPp0kp3HqeWxwIzsY1xV9wJv71x6R5KDx3nnRsAXgS3bS1cAH5lg2M932h9M8oClu5O8ggfu7f0ASX6a5LDJllVPsj+wV3t6L/DdqcadZKxjuH8Y/TLDaEmSJEmSJEmSJA3SysMuQMvtBOBrbfvwJCe1M3ipqvuSPB/4NvBImtnB30hyCfAt4BqaLyNsCGwPPJGleyIPaoY0NMH5XjTLXW8CXJTkbJolxosmDH82zd/lScDr2+dqeV9YVacm2Qs4AFgFOD3Ja4BzgNuBRwD7Aeu1j9wJHDzOct1jTgJeCqwJ7Ab8MslngWuBjYBn0nym1wJfAg6bpLyFNCH9+5L8APjv9rn7gAcDe7RjjXlXVd3QO0g/khzE0mW6oQm2N03yuj4e/2pV/Wx53itJkiRJkiRJkqT5zUB6jqqqrye5CHgSsBrwJuCIzv3rkjweeD9wIE3QvLA9JnI1cMsAa749yZ7Al4HH0Oxx/Zz2+FM3mtnFH2RpID2tZaqBF9Ps/3wETRC/c3v0uhI4sKomnIVcVZe3s6w/SfO5bwoc1dPtN8DzaYLuydxDE5KvAuzSHuNZApwM/P0U402md3nxp7RHP24EDKQlSZIkSZIkSZK0zFyye27r7iV9aJItuzer6taqejFNCH0icBFNMHsPTch7NXBee29PYIuqumyQBVfV1TRh8BE0s7VvAu6iWSb748DuVfVGYN3OY7dO8533VtWRwI40+2v/rB3zbprZ4l8D/hbYdrIwujPemTSf6anA5cBi4PfAj2hmge9YVT/po7SNgRcC/0YzY/natqZ7aT6Xi2h+N9tX1eur6r6+/sGSJEmSJEmSJEnSCiJVy70asjQw7Szk09vTf25Daq3Adtp2y/rOe94y7DIkSVpuq+996LBLkCRJkiRJkuakJBdX1XgrFDtDWius7jLeFw+tCkmSJEmSJEmSJEnLzUBaK5wkOwIHtKd/BL4xxHIkSZIkSZIkSZIkLScDac2qJMcleUaSTHB/N+BLwCrtpdOqalp7SEuSJEmSJEmSJEkajpWHXYDmnV2AE4CrkpwPXAYsBjYGdgWe0Ol7OeDe0ZIkSZIkSZIkSdIcZSCtYXkYcPAk978HPL+qbpuleiRJkiRJkiRJkiTNMANpzbZXAPsAewPb0cyM3pBmlvT1wEXAZ4EvVlUNq0hJkiRJkiRJkiRJ02cgrVlVVb8DPtwekiRJkiRJkiRJkkbYSsMuQJIkSZIkSZIkSZI0mpwhLWlGZJ2NWH3vQ4ddhiRJkiRJkiRJklYgzpCWJEmSJEmSJEmSJA2EgbQkSZIkSZIkSZIkaSAMpCVJkiRJkiRJkiRJA2EgLUmSJEmSJEmSJEkaCANpSZIkSZIkSZIkSdJAGEhLkiRJkiRJkiRJkgbCQFqSJEmSJEmSJEmSNBAG0pIkSZIkSZIkSZKkgTCQliRJkiRJkiRJkiQNhIG0JEmSJEmSJEmSJGkgVh52AZJGQ912I4u/9qFhlyGNlNX3PnTYJUiSJEmSJEmSNC3OkJYkSZIkSZIkSZIkDYSBtCRJkiRJkiRJkiRpIAykJUmSJEmSJEmSJEkDYSAtSZIkSZIkSZIkSRoIA2lJkiRJkiRJkiRJ0kAYSEuSJEmSJEmSJEmSBsJAWpIkSZIkSZIkSZI0EAbSkiRJkiRJkiRJkqSBMJCWJEmSJEmSJEmSJA2EgbSmlOSQJNUex0/Q5/hOn0NWlLokSZIkSZIkSZIkDc/Kwy5AkOQK4OET3F4C3AZcDfwY+Dzwpaq6d3aq06hI8jDgScDOwE7ApsBGwPrAYuA6mr+xs4DPVdXiIZUqSZIkSZIkSZKkEWEgveJbQBMYrg9sD7wU+GmSg6rqZ0OtTHPNacDTJ7i3CvAg4BHAC4C3JXlFVS2andIkSZIkSZIkSZI0igykVzzvBy7rnK8MPATYA3hMe20H4JwkO1fVVbNbnkbADTQzoa+mmRV9K7Auzd/V04HVgK2As5PsYygtSZIkSZIkSZKk5WUgveL51EQBYJKDgI/S/N4eDLwN+KvZK21iVXU8cPwsv/M0mlm/6s87gb+tql9O1CHJpsAngKfSBNMfTPLIqqpZqlGSJEmSJEmSJEkjZKVhF6D+VdXHgVM6l/ZPssqw6tHcUlVnTxZGt31+BzyfZk9pgG2Axw+6NkmSJEmSJEmSJI0mA+m55wud9oNoAsNJJXlakvcn+XmSW5LcleTqJP+V5BVJpj1TPsnxSao9Dpmi78pJXplkUZIbktyZ5LIkH0uyS9tny854iyYY55BOn+P7qHGHJP+a5JL2c1ic5KokX01yRJLVp3h+j877TuvjfX19Jkk2TXJckm+3n8fdSW5N8uskFyY5Jclzkqw11TtnQlXdBPy0c2mr2XivJEmSJEmSJEmSRo9Lds891/ecbzBRxySbAKcDe41ze9P2+Avg9Un2q6pfzFiVE9f0UODLwI49t7Zuj4OT/CPwwRl858rAvwCv4oFfwtisPfYBjk1yYFVdNFPv7qO2A2n+rWv33FoFWIfmCwdPBo4CXg28d5ZKW7/T/uMsvVOSJEmSJEmSJEkjxkB67nlwz/kd43VKshlwAbBle+kPwNnAz2mWY94CeA6wOfBnwHeS7FRVV8x8yX+qaW3gXGC79tIS4GvAxcB9wE40wfCbaALZmfIJ4IDO+cXAOcDtwCOBfYF1aT6Tc5LsVVUXzuD7x5XkccAZwIL20q9oPp+raD6P9YFHAbty/4B40HX9Jc3nAnAX8N3ZerckSZIkSZIkSZJGi4H03LN/p70YeMCewElWoglht2wv/SdwVFXd2tNvFeCfgKNpZlp/DNht5kv+k39kaRh9A/DsqvphT0070sygPmYmXpjklSwNo+8FDquqj/b02QT4NLA7sCZwRpLtq2rcsH8GvYalYfRxwNurqno7JVkA7MnSfZ1nVJLQzMb+c+BAmpnkY95ZVTcO4r2SJEmSJEmSJEkafe4hPYckeSnNss1jPlVV44WU+7M0WP58Vb28N4wGqKp7qup1wOfbS09JMpBAOslGwOGdSy/sDaPbmn7M/UP36bxzZZrZ1mPe0BtGt++8Hngu8H/tpS2BV8xEDVMYW7b8VuAfxwujAapqSVV9o6q+PVMvTvI3Y/tb08zG/j1wIfB3NLPTlwB/X1Vvnql3SpIkSZIkSZIkaf5xhvSK58AkO3fOV6ZZpntPYIfO9V8Ab5hgjO4M12P7eOe7gOe37ecBMxZ8drwAWK1tn1tViybqWFXfTXI28KxpvnNPmiXJAX4HnDLJO29P8jbgA+2llwPvmeb7pzI2O3rVtr1kwO/r1zk0M8mvGHYhw/bMY04adgma51b6p48NuwTNc4sWLRp2CZIkSZIkSZLmOAPpFc/fTHF/CfA5miW4r+u9mWQNYJf29DdVdWkf7/xJp73zRJ2m6cmd9ll99D+L6QfSu3baX6iqqQLfzwCnAgEem2StAS/b/d80e0SvAXwoyVFVdcsA39f1XZYui74A2Ijmd/9U4OnARUmOr6r3TzZIksNpZ75vvskGg6tWkiRJkiRJkiRJc5KB9NxzPnD0eGF0azuaGbcAW7VLMi+LjZe7sslt22lf0kf/fvosyzt/PFXnqro1yeXANjQh7dYzVMdETqbZ33pl4CXAAUnOpfkdXwT8oKruHMSLq+q/aQLx+0myLXAGTTj970m2rqrXTzLOqTQhPjttu+Wy/q2t8L7+jgn/6dKsWH3vQ4ddgiRJkiRJkiRJ0+Ie0iuep1VVqio0v5+HAM8AvtLe3xO4MMnWEzy/4TTfv9Y0n5/Iep32TX3076fPVNbvtG/s85luv4FO+a2qHwB/CVzbXlodeDZwIk0ofUuSs5McmGRW/lutql/R/L1d3V46Jsnus/FuSZIkSZIkSZIkjR5nSK/AqqqA69rjnCTvBl5Nsy/yp5PsUlV39zzW/Z3+EvjgMr721uWtdwoZcP+pLM/s3YHP+K2qL7VfLjgAeA7wFGCz9vZqwN7tcXSSfavqmlmo6dYk7wX+qb301zQBuSRJkiRJkiRJkrRMDKTnlqOBPYCFwE7Aa4F/7unTnVl8d1W9c3ZKm1J3b+R+ZnHPxOzkmzvtjfp8ptuvdz/nbkDdT2C+Zj8vbJfl/lh7kGQrmt/zfjQh9QLg8TR7XD+lnzFnwE877cfM0jslSZIkSZIkSZI0Ylyyew6pqntoQukxb0zSu+fzpcCStv3nSdZnxXBpp72wj/799FmWd+44Veck69LsGw3NZ3h5T5c/dNpr9/H+Lfro8wBV9Zuq+khV7QvsDtzV3to1yWyFw90vqyyYpXdKkiRJkiRJkiRpxBhIzzFV9Q3ggvZ0HeDYnvu/B37Yni4AXjZrxU3uwk573z7699NnKt/ptPdLMlWwuj9LZz7/pKru6Ll/Xae97WQDJVkVeFpfVU6iqr4DnNe5tN10x+zT4zvtq2bpnZIkSZIkSZIkSRoxBtJz0wmd9hFJHtpz/z2d9nHtHsV9STLTezeP+Qwwtt/1nkl2n6SGJwP7zMA7zwWubNsPA46c5J1rAW/pXDqtt09VXQXc0J5un2SyUPpIYJNlKbZPdw5gzPtJ8hDgiM6lrw/6nZIkSZIkSZIkSRpNBtJzUFV9k6UzjtcA3tjT5ROd+xsA5yd5xkTjJVk9yX5JzgMeN9P1AlTVjcAHOpc+nWTncWp5LPC5GXrnvcDbO5fekeTgcd65EfBFYMv20hXARyYY9vOd9geTPGDp7iSv4IF7ez9Akp8mOWyyZdWT7A/s1Z7eC3x3qnEnGOevk7xrihCdJLsC57N0n+8bgA8vzzslSZIkSZIkSZKklafuohXUCcDX2vbhSU5qZ/BSVfcleT7wbeCRNLODv5HkEuBbwDU0X0bYENgeeCJL90Qe1AxpaILzvWiWu94EuCjJ2TRLjBdNGP5smr/Lk4DXt8/V8r6wqk5NshdwALAKcHqS1wDnALcDjwD2A9ZrH7kTOHic5brHnAS8FFgT2A34ZZLPAtcCGwHPpPlMrwW+BBw2SXkLaUL69yX5AfDf7XP3AQ8G9mjHGvOuqrqhd5A+rQW8Fnhtkl8AFwO/pfkMVqX5G3lyz/vuBA6qqpuX852SJEmSJEmSJEma5wyk56iq+nqSi4AnAasBb6KzzHJVXZfk8cD7gQNpguaF7TGRq4FbBljz7Un2BL4MPIZmj+vntMefutHMLv4gSwPp6S5T/WKa/Z+PoAnid26PXlcCB1bVhLOQq+rydpb1J2k+902Bo3q6/QZ4Pk3QPZl7aELyVYBd2mM8S4CTgb+fYrzJ3Ndpb8fUe1FfDBxeVT+axjslSZIkSZIkSZI0z7lk99zW3Uv60CRbdm9W1a1V9WKaEPpE4CKaYPYempD3auC89t6ewBZVddkgC66qq2nC4CNoZmvfBNxFs0z2x4Hdq+qNwLqdx26d5jvvraojgR1p9tf+WTvm3TSzxb8G/C2w7WRhdGe8M2k+01OBy4HFwO+BH9HMAt+xqn7SR2kbAy8E/o1mKe5r25rupflcLqL53WxfVa+vqvsmGqgP7wGeABxLs+z4z2k+gyVt/dcB3wHeDewOPN4wWpIkSZIkSZIkSdOVquVeDVkamHYW8unt6T+3IbVWYDttu2V95z1vGXYZ0khZfe9Dh12CJEmSJEmSJElTSnJxVY23QrEzpLXC6i7jffHQqpAkSZIkSZIkSZK03AyktcJJsiNwQHv6R+AbQyxHkiRJkiRJkiRJ0nIykNasSnJckmckyQT3dwO+BKzSXjqtqqa1h7QkSZIkSZIkSZKk4Vh52AVo3tkFOAG4Ksn5wGXAYmBjYFfgCZ2+lwPuHS1JkiRJkiRJkiTNUQbSGpaHAQdPcv97wPOr6rZZqkeSJEmSJEmSJEnSDDOQ1mx7BbAPsDewHc3M6A1pZklfD1wEfBb4YlXVsIqUJEmSJEmSJEmSNH0G0ppVVfU74MPtIUmSJEmSJEmSJGmErTTsAiRJkiRJkiRJkiRJo8lAWpIkSZIkSZIkSZI0EC7ZLWlGZJ2NWH3vQ4ddhiRJkiRJkiRJklYgzpCWJEmSJEmSJEmSJA2EgbQkSZIkSZIkSZIkaSAMpCVJkiRJkiRJkiRJA2EgLUmSJEmSJEmSJEkaCANpSZIkSZIkSZIkSdJAGEhLkiRJkiRJkiRJkgbCQFqSJEmSJEmSJEmSNBAG0pIkSZIkSZIkSZKkgTCQliRJkiRJkiRJkiQNxMrDLkDSaKjbbmTx1z407DKkoVl970OHXYIkSZIkSZIkSSscZ0hLkiRJkiRJkiRJkgbCQFqSJEmSJEmSJEmSNBAG0pIkSZIkSZIkSZKkgTCQliRJkiRJkiRJkiQNhIG0JEmSJEmSJEmSJGkg/n/27jtO6uL+4/hr7ui9qSAqJQYF7CA2VERRFBU0YC+ILRqNJmrUaBRLYoyKGrvGiO0n2EsELOCBiCiiWEAU0EPBQu8g5eb3xy7HclyD27uF8/V8PPbh7Pc735nP7iE+kvfNjIG0JEmSJEmSJEmSJKlcGEhLkiRJkiRJkiRJksqFgbQkSZIkSZIkSZIkqVwYSEuSJEmSJEmSJEmSyoWBtCRJkiRJkiRJkiSpXBhIq0QhhL4hhJh89S+iT/+UPn03l7okSZIkSZIkSZIkZY6B9GYghJCbEqwWfK0OIcwLIXweQngihNArhFAl0zWrcgkhNAshzC/wZ69LpuuSJEmSJEmSJEnSls1AevOXDTQEdgFOB14CxocQ2me0KlU2DwENMl2EJEmSJEmSJEmSKhdX2m5+HgSmpbyvAjQFugC7J6/tBgwPIXSMMc6o2PJU2YQQTgeOSb5dBVTNYDmSJEmSJEmSJEmqRAykNz+DY4w5hd0IIZwCPE7i57YNcBNwVsWVVrQYY3+gfwXPORAYWJFzVjYhhKbAXcm3jwFdgRYZK0iSJEmSJEmSJEmVilt2b0FijP8H3J1y6XchBFezqiweBBoBPwGXZbgWSZIkSZIkSZIkVTIG0luel1LadYHflPRACOGQEMKDIYRJIYT5IYRfQggzQwivhRD6hRDKvFI+hNA/hBCTr74l9K0SQjg/hJATQpgdQlgeQpgWQngyhLB/sk/LlPFyihinb0qf/qWocbcQwl0hhM+T38OKEMKMEMLQEMIFIYQaJTzfJWW+gaWYr1TfSQhh2xDCdSGEd5Pfx8oQwsIQwtQQwpgQwt0hhB4hhNolzbkxQginAj2Tby+KMc5P5/iSJEmSJEmSJEmSW3ZveWYVeN+oqI4hhK2Bp4BuhdzeNvk6GvhLCKFXjHFy2qosuqZmwOvAngVutU6+Tg0h/AP4TxrnrALcCVzIhr+E0Tz56g5cFUI4McY4Nl1zl6K2E0l81joFblUF6pH4hYP9gD8CFwP3pmnebVi32v6lGOML6RhXkiRJkiRJkiRJSmUgveXZpsD7pYV1CiE0B0YDLZOXlgDDgEnACmAHoAewPbAT8F4IoUOMMTf9JefXVAcYAeycvLQGeAMYD+QBHUgEw9eQCGTT5Rmgd8r78cBwYDHwWxKrhOuT+E6GhxC6xRjHpHH+QoUQ9gKeBrKTl74m8f3MIPF9NATaAgck2+l0P9AYWAD8Ic1jS5IkSZIkSZIkSYCB9JbodyntFcBXBTuEELJIhLAtk5eeAP4YY1xYoF9V4BYSZwc3Ap4EDkx/yfn+wbowejZwVIzxowI17UliBfUV6ZgwhHA+68Lo1cA5McbHC/TZGngWOBioBTwdQtglxlho2J9Gl7IujL4OuDnGGAt2CiFkA11J/LzLLIRwEnB88u3lMcYf0zGuJEmSJEmSJEmSVJCB9BYkhHA6iW2b1xocYywspPwd64LlF2OMZxY2XoxxFXB5CKEViYCycwjhwBjju+msGyCE0AQ4L+XSCQXD6GRNn4QQfge8l4Y5q5BYbb3WlQXD6OScs0IIxwBfkFgl3RLoB9xT1hpKsHbb8oXAPwoLo5P1rQHeSseEyfB97ecaEWN8NB3jFnT4Ff8qj2GlzVrWLU9mugSpQuXk5GS6BEmSJEmSJElbAAPpzc+JIYSOKe+rkNimuyuwW8r1ycCVRYxxYUr7qlLMeQfrVsweC6Q9kAb6ANWT7RExxpyiOsYY3w8hDAOOLOOcXUlsSQ7wA+vOTC5szsUhhJuAR5KXzqT8A+m1q6OrJdtrynk+gPuAJsAy4NyyDhZCOI/kLxpsv3WRx5lLkiRJkiRJkiTpV8pAevPz+xLurwFeILEF988Fb4YQagL7J99+G2OcUoo5J6S0OxbVqYz2S2m/Uor+r1D2QPqAlPZLyZXGxXkOeBgIwB4hhNrlvG33pyTOiK4JPBpC+GOMcX55TRZCOIF125f/Lcb4TVnHjDE+TOI7o0OblvkrvN+87S9lHVra4tQ44uxMlyBJkiRJkqQMWrNmDYsWLWLx4sUsX76cvLy8TJckSUXKysqiZs2a1K1bl3r16pGdnV3yQ5vIQHrLMxK4rLAwOmlnEituAVqFEArdBroYW21yZcVrk9L+vBT9S9NnY+b8pKTOMcaFIYRvgN+QWLHcOk11FGUAiYC4CnAa0DuEMILEz3gsMC7GuDwdEyW3TL83+XYcxawWlyRJkiRJkiRtnJUrVzJ9+nRq1apFgwYNaN68OVlZWYQQMl2aJG0gxkheXh5Lly5l8eLFzJkzhxYtWlCtWrWSH94EWeUyqsrikBhjiDEGEj+fpsBhwJDk/a7AmBBC6yKeb1zG+WuX8fmiNEhpzy1F/9L0KUnDlPacUj6T2q9c96COMY4DjgN+Sl6qARwF3EoilJ4fQhgWQjgxhFDWf1fvI/HLBquAs0uxWlySJEmSJEmSVApr1qxh+vTpNGnShObNm+evNDSMlrS5CiGQnZ1NvXr1aN68OU2aNGH69OmsWVM+8ZErpDdjMcYI/Jx8DQ8h/Bu4mMS5yM+GEPaPMa4s8Fjqz/Qr4D8bOe3CTa23BBv7X950/5d6Y1eKb+ozGzdBjP9L/nJBb6AH0BlonrxdHTgi+boshNAzxvjjxs4RQjgUOCH59p8xxvJc9S1JkiRJkiRJvyqLFi2iVq1aNGzYsOTOkrQZatiwIcuWLWPRokXl8neZgfSW5TKgC7Ar0AH4M/DPAn1SVxavjDHeXjGllSj1bOTSrOJOx+rkeSntJqV8JrVfwfOcUwPq0gTmtUozYXJb7ieTL0IIrUj8nHuRCKmzgb1JnHHduTRjFrB9SvtvIYS/lfK5d1J+g+/xGGPfTZhbkiRJkiRJkiq1xYsX06BBg0yXIUllUrduXRYsWFAugbRbdm9BYoyrSITSa10dQih45vMUYO16+nYhhM3lV7KmpLR3LUX/0vTZmDn3LKlzCKE+iXOjIfEdflOgy5KUdp1SzL9DKfpsIMb4bYzxsRhjT+Bg4JfkrQNCCLtvypiSJEmSJEmSpPKxfPlyatcur9MwJali1K5dm+XLl5fL2K6Q3sLEGN8KIYwmsVK2HnAVKSF1jHFBCOEjYB8SK2vPAO7ORK0FjAFOS7Z7Av8uoX/PNMz5Xkq7Vwjh0hLOTv4d61Y+T4gxLi1w/+eUdpviJg4hVAMOKXWlRYgxvhdCeAfonry0M/DpRg4zFXi8lH17s+4c8TdYd7716I2cU5IkSZIkSZJ+FfLy8sjKcv2fpC1bVlYWeXl55TK2gfSW6QbgrWT7ghDC7QXOFr6HRCANcF0I4bUYY8HVvoUKIYTk2dXp9hxwF1AN6BpCODjGOLKIGvZjXQBbFiOA70lsWb0dcBFFhPMhhNpA6lbWAwv2iTHOCCHMBrYCdgkhtIkxfl3E3BcBW2966UXa6F9NiTGOppSBcgihC+sC6X/GGHM2dj5JkiRJkiRJ+rVJOf5QkrZI5fn3mL+yswWKMb5NYsUxQE3g6gJdnkm53wgYGUI4rKjxQgg1Qgi9kitx90p3vQAxxjnAIymXng0hdCyklj2AF9I052rg5pRLt4UQTi1kzibAq0DL5KVc4LEihn0xpf2fEMIGW3eHEPqx4dneGwghfBZCOKe4bdVDCL8DuiXfrgbeL2lcSZIkSZIkSZIkaXPhCukt1w0ktlQGOC+E8K8Y4wyAGGNeCOF44F3gtyRWB78VQvgcGAX8SOKXERoDu5BYTb02WC3PX+O6mkS42obE6uGxIYRhwEdAJBGGH0Xiz+W/gL8kn9vkFdsxxodDCN1IbEVdFXgqhHApMBxYDOwI9AIaJB9ZDpxayHbda/0LOB2oBRwIfBVCeJ7E1tZNgMNJfKc/Af8DzimmvF1JhPT3hxDGkdiK+ycgD9gG6JIca607YoyzS/fJJUmSJEmSJEmSpMwzkN5CxRjfDCGMBfYFqgPXABek3P85hLA38CBwIomgedfkqygzgfnlWPPiEEJX4HVgdxJnXPdIvvK7kVhd/B/WBdJlPUH9ZBLnP19AIojvmHwV9D1wYoyxyFXIMcZvkqusB5H43rcF/lig27fA8SSC7uKsIhGSVwX2T74KswYYAPy1hPEkSZIkSZIkSZKkzYpbdm/Zbkhpnx1CaJl6M8a4MMZ4MokQ+lZgLIlgdhWJkHcm8E7yXldghxjjtPIsOMY4k0QYfAGJ1dpzgV9IbJP9f8DBMcargfopjy0s45yrY4wXAXuSOF97YnLMlSRWi78B/AFoU1wYnTLeyyS+04eBb4AVwALgYxKrwPeMMU4oRWlbAScA95HYivunZE2rSXwvY0n8bHaJMf4lxlg+J8lLkiRJkiRJkiRJ5STEuMm7IUvlJrkK+ank238mQ2ptxjq0aRnfu+dvmS5DypgaR5yd6RIkSZIkSZKUAV9++SVt27bNdBnazOXk5HDIIYcAcP3119O/f//MFrSZyM3NpVWrVgCceeaZDBw4MLMF/cqV5e+zEML4GGNhOxS7Zbc2W6nbeI/PWBWSJEmSJEmSJGmLNXPmTF544QWGDx/OpEmTmDNnDkuXLqV+/fpst9127L333hx55JH06NGDatWqZbTWu+66iwULFtCgQQMuvfTSjNYipZOBtDY7IYQ9gd7Jt8uAtzJYjiRJkiRJkiRJafO3R5eweFmmq6g4dWvBTWfXqfB5Fy5cyLXXXssjjzzCL7/8ssH9OXPmMGfOHCZMmMAjjzzCVlttxbXXXssFF1xA1apVK7xeSATS06dPp0WLFgbSqlQMpFWhQgjXAWOA4bGQ/eJDCAcCg4C1f9sPjDGW6QxpSZIkSZIkSZI2F7+mMBoy83mnTp3KMcccw+TJk/OvderUiW7dutGyZUvq16/P3LlzmTZtGsOGDeOLL75g9uzZXHLJJey222506dKl4ouWKjEDaVW0/YEbgBkhhJHANGAFsBVwANAppe83gGdHS5IkSZIkSZKkUpk7dy6HHnoo3333HQC77bYbDz74IPvtt1+h/W+77TY+/PBDrr32Wt56yw1bpfJgIK1M2Q44tZj7HwDHxxgXVVA9kiRJkiRJkiRpC3fmmWfmh9H77bcfw4YNo169esU+06lTJ958803uuuuujJ8jLVVGWZkuQL86/YCzgWeBz4AfgZXAImAq8BTQC9gvxvhDhmqUJEmSJEmSJElbmPfff5/XX38dgLp16/LMM8+UGEanuvTSS9l///3z3/ft25cQAiEEcnNzi312Y/oW1LJlS0IITJ8+HYDp06fnj5X6GjhwYP4zAwcOLPR6YUrqm5ubm3+/b9++AMycOZNrrrmG3XbbjYYNGxJCoH///us9N3nyZG677TaOPfZYWrduTa1atahevTrNmjWje/fu3H///axYsWKjvgtVTq6QVoVKhsz/Tb4kSZIkSZIkSZLS4q677spvn3XWWbRo0SJzxWzB3njjDU4++WTmz59fZJ8nnniCM888s9B7P/30Ez/99BNvvPEGAwYM4LXXXqNt27blVa62AAbSkiRJkiRJkiRJ2qLFGBk+fHj++9NPPz2D1Wychx9+mGXLlnHeeecxe/ZsttpqKx5++OEN+u21117lXsvUqVM54YQTWLJkCSeeeCKHHnoo9erV49tvv6V58+b5/ZYtW0YIgQ4dOnDQQQex00470bBhQxYtWsT06dMZPHgwX3/9NdOmTePII49kwoQJNGjQoNzr1+bJQFpSWoR6TahxxNmZLkOSJEmSJEmS9Cs0efJk5s6dC0DNmjXZY489MlvQRjj88MOBxJbhALVq1aJXr14ZqeW9996jTp06vPPOOxx00EFF9jvwwAOZNm0arVq1KvR+//79GTBgAFdccQXTp0/n7rvv5vrrry+vsrWZ8wxpSZIkSZIkSZIkbdFmzpyZ327RogVVqrgmc1P9/e9/LzaMBmjfvn2RYTRAVlYWl19+ef44Tz75ZFpr1JbFQFqSJEmSJEmSJElbtLWrowG3hi6DWrVqcfbZ6dsNdf/99wdg2rRpzJkzJ23jasvir4dIkiRJkiRJkiRJYs8996R27dql7v/2228zaNAgxo0bx3fffcfixYtZs2ZNoX1nzpxJkyZN0lWqtiAG0pIkSZIkSZIkSdqiNW7cOL+9YMGCzBWyhWvevHmp+i1cuJATTjiBN998s9RjL1q0aFPL0hbOQFqSJEmSJEmSJElbtG233Ta/PX36dFavXu050pugZs2aperXu3dv3n77bQDq1q3LMcccwx577EGzZs2oVasWWVmJU4MHDRrE4MGDAYpcOa3Kz38TJUmSJEmSJEmStEVr27YtjRs3Zu7cuSxfvpwJEybQsWPHCps/Ly+vwubaWOmubdSoUflh9O67785bb73FVlttVWjf9957L61za8uUlekCJEmSJEmSJEmSpLIIIXDooYfmv3/yySfLPGb16tXz2ytXriy275w5c8o838bIZG1rw2iAv//970WG0ZBYrS4ZSEuSJEmSJEmSJGmLd8kll+S3H3vssTKHoQ0aNMhv//DDD0X2W7NmDR999FGZ5gLyt7mOMaatNoAPPvigTHUV9PPPP+e3f/Ob3xTZb+XKleTk5KR1bm2ZDKQlSZIkSZIkSZK0xdt///056qijAFi8eDEnn3wyixcvLvXzd999N2PGjMl/365du/z2iBEjinxu0KBBzJ49exMqXl+dOnUAWLp0aYl9S1vbt99+y2uvvVbm2lLVqlUrvz1t2rQi+z3wwANp+V605TOQliRJkiRJkiRJUqXw+OOPs9122wHw/vvv07lzZ8aOHVvsM+PGjePwww/n0ksvXW/7627dupGdnQ3AfffdV+iK648++oiLL744LbW3atUKgLlz5/Ldd98V27dFixa0bdsWgHfffbfQ0Hn27Nn07t2bVatWpaW+tfbee+/89o033sgvv/yyQZ/XXnuNq666Kq3zastVJdMFSKocVs34lp+uOC3TZUiSJG20prc9lekSJEmSJElp0qRJE4YPH84xxxzD119/zWeffcZ+++3HPvvsQ7du3WjZsiX16tVj3rx5TJs2jWHDhvH5558XOta2227LKaecwpNPPsm8efPYe++9ufDCC2nXrh1LliwhJyeHZ555hoYNG9K1a9diVyqXxqGHHsqrr74KwPHHH88FF1xAs2bN8rfy3nXXXWnevHl+/8svv5yzzz4bgN/97nf069ePgw46iBgjn3zyCY899hgLFiygT58+PPfcc2WqLdVxxx1H8+bNmTlzJh9++CHt2rXj7LPPpnXr1ixYsIAhQ4bw2muvUatWLY4//nhefPHFtM2tLZOBtCRJkiRJkiRJkiqNNm3a8MEHH/DXv/6VRx99lJUrV/LBBx8Ue5Zy06ZN+dvf/kbnzp3Xu37XXXfx+eefM2HCBGbPns0NN9yw3v1mzZrx0ksv8cADD5S57n79+nHffffx9ddfM378eM4555z17j/22GP07ds3//1ZZ53FqFGjePzxx1m1ahUPPfQQDz30UP79atWq8dBDD1GlSpW0BtI1a9bk+eef56ijjmL+/Pl88803XHPNNev1adCgAU8//TQffvihgbTcsluSJEmSJEmSJEmVS4MGDbj//vuZNm0ad955J0cffTStW7emXr16VKlShcaNG7Pnnnty3nnn8corr/D9999z4YUXUqXK+ms5GzVqxJgxY/jnP//JnnvuSZ06dahduzbt2rXjmmuu4dNPP2WfffZJS8116tRh7NixXHPNNey1117Ur18/f3V0YUIIPPbYYzzzzDN07dqVhg0bUr16dVq2bEm/fv346KOPNgi102Xffffl008/5aKLLuI3v/kN1apVo379+uyyyy5ceeWVfPrpp/nneUshxpjpGiRVArs3bRzfOP3ITJchSZK00dyyW5IkSVJZfPnll/ln+ZbG3x5dwuJl5VjQZqZuLbjp7DqZLkNSKWzs32epQgjjY4wdC7vnlt2SJEmSJEmSJEkVxHBW0q+NW3ZLkiRJkiRJkiRJksqFgbQkSZIkSZIkSZIkqVwYSEuSJEmSJEmSJEmSyoWBtCRJkiRJkiRJkiSpXBhIS5IkSZIkSZIkSZLKhYG0VA5CCDH5ys10LZIkSZIkSZIkSVKmVMl0AaoYIYSOwBHAwUAroDFQF1gMzAcmAh8Dr8cYx2Wqzs1RCKEL0CX59uUY44RM1VIWIYQAtAE6JF8dgT1J/DkAmB5jbJmZ6iRJkiRJkiRJklQZGUhXciGEA4GbSATRhWmYfLUGjgGuDyF8C9wGPBpjXFkhhW7eugDXJ9u5wIRMFVJG7wP7ZLoISZIkSZIkSZIk/XoYSFdSydWwV5MIo1O3Zv8eGA3MILEyug6wNYnVsrsDgcQK6vuBpqwLYrXlq1HItXlAo4ouRJIkSZIkSZIkSb8OBtKV163AFSnvRwLXxhhHF/VACKEx0Be4CGgJZJdjfZVajDFkuoZCfAdMA8anvHYB3slkUZIkSZIkSZIkSaq8DKQroRBCH9YPo+8ELo8x5hX3XIxxLnBHCOHfwJXlWKIyIMZ4bMFriYX0kiRJkiRJkiRJUvnIKrmLtiQhhKrA7SmXXosx/rmkMDpVjHFVjPFm4JZSzBdCCD1DCI+HEKaEEBaFEJaHEKaHEJ4LIfQOJaSeIYSBIYSYfHVJXmsdQrg9hDAphLAkOe6nIYSbQggNS/tZylLf2rpYf9vyx1JqTX11KfDs2uu5payzSwjhvhDC5yGEuSGEVSGEBSGEj0MID4YQeoQQXLEuSZIkSZIkSZKkLYorpCuf04Adku084I+bOlCMcU1x90MIOwKDgA6F3N4h+eoNjA0hHB9j/LE084YQTgIeIXG+dardkq+zQgiHxRgnZ6K+dAohbAc8CXQp5HZ9YM/k63zgOhJngkuSJEmSJEmSJElbBAPpyqdXSntojDG3PCYJIewGjAAaJy/NBYYBU4DVQGvgWKAJsC8wOoTQIca4oIShDwf+QmL1/ghgLLAM2AnoA9QAmgPPhxD2jDGuKsf6BgFfJGvqlrw2GPiokCmnlfC5CquxDYmzvZsmL0VgDPA+MA+oDewMHARshWd6S5IkSZIkSZIkaQtjIF2JhBCySISXa+WU0zy1gedYF/beCvSPMa4opN8jwMkkAuB/A2eUMPzVwM/AcTHG9wuM9w9gFIlwtj2J1c3PlFd9McZhwLAQQh3WBdLDYowDS/gMJQoh1AReYl0YPRk4Jcb4SSF9s4EjgOplnVeSJEmSJEmSJEmqSJ4hXbk0BRqkvN8g3EyTC4E2yfaAGONVBcNegBjjUuB04MPkpVNCCC1LGDsP6FkwjE6ON5nEttVrHZ+B+tLlHKBdsj0TOLCwMBoSW6fHGIfEGF+qoNokSZIkSZIkSZKktHCFdOXSuMD7ucV1DiE0IBGMFufhGOOiAtcuTP5zOXBDcQ/HGNeEEO4Gniax5XQP4L5iHnktxvhBMfefBx5Itvcsok951pcuF6a0r4oxzqmAOSVJUiGOH/RWpktQhlUb1yXTJSiDcnJyMl2CJEmSJEmVmoF05VKvwPvFJfRvAtxWQp/ngfxAOoTQGmiZfDu2kLC6MBNS2h1L6Du0uJsxxjkhhPlAQ2DrgvcroL4yCyFsS+JsaEiE5s+W95zlJYRwHnAeQPO6tTJcjSRJkiRJkiRJkjY3BtKVS8HwtU45zLF7SvuQEELcyOe3KuH+9FKMsZhEIF3Y5yvv+tKhXUp7QoxxZQXMWS5ijA8DDwPs3rTxxn7XkiRtFl48qVumS1CGNb3tqUyXIEmSJEmSVGl5hnTlUnCL7oJbeK8nxjg1xhgKvkqYo9gxS6F2Cfc3OOu5EGuDz8JqLe/60iG1xlkVMJ8kSZIkSZIkSSrBwIEDCSEQQmDgwIGZLidjunTpkv89bA5atmxJCIGWLVtmuhRtIldIVy4/AQuB+sn3ewIj0jxH6p+ZscALG/n892mspTCbe30FuapYkiRJkiRJkqQ0SA1QY/T/ft9cDRw4kNzcXAD69++f0VpUMQykK5EYY14IYRRwTPJSF+CONE+Tugp7dozx9jSPX1abe32wfo3bZKwKSZIkSZIkSVKFe3V8Hr+synQVFad6VTi2gxv2ap2BAwcycuRIwED618K/ASqfl1PaR4YQWqR5/Mkp7f1CCJvbn6HNvT6AiSntPUII1TJWiSRJkiRJkiSpQv2awmjYsj5v3759iTESY6Rv376ZLidjcnJy8r+HzUFubi4xxvxV1drybI5hncrmKWBGsp0N3J3m8b8gsTU4QBPWrcbeXJRHfan/ucwu62Axxh+BL5NvawInlHVMSZIkSZIkSZIkaXNkIF3JxBhXAlekXOoZQvhXSNPJ8zHx6zD3plwaEEJoVNrn01VHUcqpvoUp7VKPVYL7U9r/DCE0SdO4kiRJkiRJkiRJ0mbDQLoSijEOAgakXLoCeDuEsH9xz4UQaoYQLijFFP8GpibbrYFRIYS9ihm3bgjhtBDCx0DjUoxfVumu76uU9iFpqvFRYFKy3TxZ455F1JcdQugRQjguTXNLkiRJkiRJkqQCBg4cSAiBEAIDBw4stM/a+126dAFg2bJl3H777XTs2JGGDRtSu3Zt2rdvz9VXX838+fNLNe8nn3xC3759adGiBTVq1KBZs2YcccQRDB48GEhsWb123sK2Ei/p/sb27dKlS36foqxYsYL777+fbt260axZM6pXr06dOnVo2bIlnTp14pJLLmHo0KGsWrVqg3HXnh8N677P1FfBc6VbtmxJCIGWLVsW+9kAfvjhB/r370/nzp1p2rQp1apVo27duuyyyy7069ePl19+mdWrV5c4jtKrSqYLULm5HFgEXA8EoCvQNYTwHTCaxLbe84GqJELYnYEDgVopY3zN+quDAYgxLg4hHAu8A2wDtAfGhxA+BMYAs4BqwFbAbkAnoHr6P2LhyqG+0SS+h/okzuUeCowCFqf0eSnGOHMjalweQvgdMBLYGmibrPE94H1gHlAH2Ak4OFnrDcBLpZ2joBBCF+CiApe3Sm2HEJ4v5NELYoyzN3VeSZIkSZIkSZIqo2+++YZjjjmGSZMmrXd90qRJTJo0iWeeeYacnJxig9Q77riDK6+8kjVr1uRf++mnn/jpp5948803ef755/nHP/5RXh9hk0ybNo3u3bszderU9a6vXLmSpUuXMn36dMaNG8e///1vPvnkE/bYY48KqevWW2+lf//+rFixYr3rq1atYuLEiUycOJHHHnuMgQMHcuaZZ1ZITUowkK6kkltX3xBCGAncBHRO3toBOKWEx6eSWGX8YIxxVWEdYoxfhhA6AI8B3ZKXOyVfRZkC/FK6T1A26awvGR7/BXiQRLjfPflK9QVQ6kA6Oe7kEEIn4P+A/ZNjd2bdz6qgQn8WG6El8Lti7tcq4v7lgIG0JEmSJEmSJElJixYtokePHkyePJljjz2WI488kkaNGvHNN9/wwAMP8N133zF9+nTOOOMMRo0aVegYjz/+OJdffnn++2OOOYajjz6a+vXrM2XKFP773//y/PPPF7tSuaLFGOnTp09+GL3HHnvQu3dvWrduTdWqVZk/fz5ffvkl77zzDhMmTFjv2Ztvvpk5c+Zw7bXXMnHiRABeemnDdXg777zzRtd18cUXc++96050PeKII+jevTvbbrstv/zyC1OmTGHEiBGMGTOGRISmimQgXcnFGHOAA0MIe5MIUQ8isY11Y6A2iVW+84DJwDjgzRjj+6UceyZweAhhX+Ck5NjbAw2AlSRCzMkkVvwOjTF+mLYPVsH1xRgfDiF8BZwP7AM0Zf3V5Jta43TggBBCd+AE4IDk2LVJrHD/FhgLvAy8Xdb5JEmSJEmSJElS2X3yySdUq1aN1157jaOPPnq9e+eeey5777033377Le+++y4ffvghnTqtv15u7ty5XHrppQBkZWXx5JNPcsop668nvOyyyzj++ON57rnnyvWzbIzx48fzySefAHD00Ufz8ssvk52dXWjfSZMmsc022+S/79w5sR7vrrvuyr/Wq1evMtf07LPP5ofRDRs25MUXX8zfUj3VjTfeyNdff83KlSvLPKc2joH0r0SMcRyJwLk8xh5LIjTd1Of7An03on/LjRy/TPWljDOSxBbbpem7Ub+uFGMcBgzblLo2Yo6BwMDynEOSJEmSJEmSpF+La6+9doMwGqBx48b89a9/5dxzzwXgjTfe2CCQfuyxx1iwYAEA55133gZhNEDNmjV5+umn2XHHHUt9HnV5S92mu1+/fkWG0QDt2rUr93ry8vK47rrr8t8PGjSo0DB6rTZt2pR7TdpQVqYLkCRJkiRJkiRJkrYk2dnZXHTRRUXe79q1a3674BnTAK+88kp++5JLLilynEaNGnH66advYpXpV6vWus1j1267nUnjx4/nq6++AqBLly4cfvjhGa5IhTGQliRJkiRJkiRJkjZCmzZtaNiwYZH3mzdvnt8uuLo5Ly+Pjz/+GICmTZuWeGZycSt+K1rnzp2pWbMmADfccAOXXXYZn332WcbqGT16dH772GOPzVgdKp6BtCRJkiRJkiRJkrQRmjRpUuz96tWr57dXrFix3r2FCxeybNkyAFq3bl3iXKXpU1EaNWrEnXfeSQiB1atXM2DAAHbffXe22WYbjjvuOAYMGMCXX35ZYfXMmDEjv922bdsKm1cbx0BakiRJkiRJkiRJ2ghZWZsesS1dujS/nboFdlFq1669yXOVh/PPP5933nmHQw89NP97mDVrFi+//DKXXXYZ7dq144ADDuDDDz8s91oWLVqU365Tp065z6dNYyAtSZIkSZIkSZIkVZDUgHntSunipAbYZZWXl5eWcQ4++GDefvttZs2axUsvvcRf/vIX9tlnn/yAesyYMXTu3JmcnJy0zFeUevXq5beXLFlSrnNp0xlIS5IkSZIkSZIkSRWkfv36+Sujv/nmmxL7l9QndXvwlStXFtt3zpw5paiw9Bo3bkyvXr249dZbGTt2LN999x2nnHIKAKtWreLyyy9P63wFbbfddvntitwqXBvHQFqSJEmSJEmSJEmqIFlZWey1114A/PTTT0yePLnY/iWtMm7QoEF++4cffii27wcffFCqGjdV8+bNefzxx2natCkA48ePZ/ny5ev1Sd3uPMZYpvkOPPDA/Parr75aprFUfgykJUmSJEmSJEmSpArUs2fP/Pbdd99dZL958+bx1FNPFTtWzZo1admyJQDjxo0rcuvqVatW8cADD2x8sRupSpUq661cXr169Xr3U896Lut25B06dGDnnXcGEsH9m2++WabxVD6qZLoASZVD1e1a0fS24v+jKEmSJEmSJEmSoG/fvvz9739nwYIFPPzwwxx44IH5W12vtXz5ck499VTmzZtX4njdu3fnwQcfZNmyZVx//fXccccd691fvXo1559/fpm3tX766adZuXIlJ510EjVr1iy0z9ixY/nkk08AaN26NXXr1l3vfqtWrfLbH3/8MQcddNAm1xNC4KabbqJPnz4AnHTSSbz44ot06dKl0P5Tp07ll19+oX379ps8pzaegbQkSZIkSZIkSZIqlWuvvbZU/fbaay+OP/74cq5mQ02aNOHOO+/krLPOIi8vj1NPPZXBgwfTo0cP6tevz5QpU3jsscf45ptv6NOnD8899xyw/nbXqf74xz/y3//+l5UrVzJgwAAmT57M8ccfT926dZk6dSpPPPEEX331FSeddBKDBg3a5LqnTJnCDTfcwMUXX0y3bt3Ye++92X777alevTqzZs3i3Xff5eWXX2bNmjUA/PWvf91gjEMPPZR///vfAJx99tn86U9/okWLFmRnZwOw4447suOOO5a6pt69e3PRRRdx7733Mn/+fA455BC6d+/OEUccwbbbbsvKlSuZNm0a77zzDu+++y6PPvqogXQFM5CWJEmSJEmSJElSpfL3v/+9VP3OPPPMjATSkFglPWfOHK666irWrFnDq6++usE5yL179+aGG27ID6QLrjZeq23bttx///2cd9555OXlMWTIEIYMGbJen3POOYerr766TIH02kB86dKlvPzyy7z88suF9qtatSo33XQTZ5999gb3evToQefOnRk9ejRTp07lD3/4w3r3r7/+evr3779Rdd1zzz1svfXW3HzzzaxcuZJhw4YxbNiwYj+DKo7fuCRJkiRJkiRJkpQBl19+OR9++CGnn3462223HdWqVWObbbahW7duDBo0iOeee45Fixbl92/UqFGRY5199tm8//77nHDCCTRr1oyqVavStGlTevTowf/+9z8eeeSRMoex11xzDWPHjuUf//gH3bt3p2XLltSsWZMqVarQsGFDOnXqxJVXXsmkSZO48sorCx0jOzubt956i3/+85/st99+NGzYMH91dFn87W9/4+uvv+bqq6+mQ4cONGrUiOzsbOrWrcuuu+7KOeecw5AhQzjttNPKPJc2TogxZroGSZVAx44d40cffZTpMiRJkiRJkiSpQn355Ze0bdu21P1fHZ/HL6vKsaDNTPWqcGwH10eWxT333MMf//hHAF588UWOO+64DFekympj/z5LFUIYH2PsWNg9t+yWJEmSJEmSJEmqIIaz2hirVq3ioYceAhLbYB9wwAEZrkjaeP6tJ0mSJEmSJEmSJFWwJUuWMH78+CLv//LLL/Tr14+JEycCcNxxx7H11ltXVHlS2rhCWpIkSZIkSZIkSapgCxYsoGPHjuy2225069aNdu3aUb9+fZYsWcJnn33G4MGDmTlzJgANGzbkjjvuyHDF0qYxkJYkSZIkSZIkSZIy5LPPPuOzzz4r8v4OO+zAq6++ynbbbVeBVUnpYyAtSZIkSZIkSZIkVbBmzZoxdOhQhg0bxujRo5k1axZz5swhxkjjxo3ZfffdOeaYY+jbty81atTIdLnSJjOQliRJkiRJkiRJkipYdnY23bt3p3v37pkuRSpXBtKS0mLVjG/56YrTMl2GJEmqZJre9lSmS5AkSZIkSVIZZGW6AEmSJEmSJEmSJElS5WQgLUmSJEmSJEmSJEkqFwbSkiRJkiRJkiRJkqRyYSAtSZIkSZIkSZIkSSoXBtKSJEmSJEmSJEmSpHJhIC1JkiRJkiRJkiRJKhcG0pIkSZIkSZIkSZKkcmEgLUmSJEmSJEmSJEkqFwbSkiRJkiRJkiRJkqRyYSAtlYMQQky+cjNdiyRJkiRJkiRJkpQpVTJdgCpGCKEjcARwMNAKaAzUBRYD84GJwMfA6zHGcZmqc3MUQugCdEm+fTnGOCFTtZRFCKEe0A3oCuwJ/BaoD6wAfgY+Al4k8RlXZapOSZIkSZIkSZIkVR4G0pVcCOFA4CYSQXRhGiZfrYFjgOtDCN8CtwGPxhhXVkihm7cuwPXJdi4wIVOFbKoQwiPA6UD1Qm5XJfHLCTsCJwGTQwhn+IsJkiRJkiRJkiRJKisD6UoqhBCAq0mE0albs38PjAZmkFgZXQfYGugI7A4EEiuo7weasi6I1ZbtQNaF0StJrIYeT2JldHWgA4kV9NnAzsA7IYTDYoxjM1CrJEmSJEmSJEmSKgnPkK68bgX+zrqf8UjgwBjjDjHGU2KMf4kx3hJjvCbGeG6McU9gK+ByEquAIRFOahPEGEPy1TLTtaT4ArgA2CbGeECM8Y8xxr/HGK+LMfYAdgW+SvatDTwRQqiWqWIlSZIkSZIkSZI2RgiBEAJdunQp81gtW7YkhEDLli3LPFZ569+/f/5nz8nJyXQ5G3CFdCUUQugDXJFy6U7g8hhjXnHPxRjnAneEEP4NXFmOJarinQ+MijHGojrEGL8MIXQHJgE1SZwxfQTwWsWUKEmSJEmSJElSes2ePZsXX3yRnJwcJkyYwJw5c1iwYAG1atWiUaNGtG3blg4dOtCzZ086duyY6XKlSslAupIJIVQFbk+59FqM8c8bM0aMcRVwcwihxBXSya3BjwWOB/YHtiFxJvEs4ENgMPBCcUFoCGEgcGby7SExxpwQQmvgQuAoYAcgD/gWeBUYEGOcX5rPUpb6CtS11mMhhMcKmeqQGGNOyrNrx5temlXSIYQuQB/gIGBboB6wFPgmWedrwLAY45qSxipMjHFkKfvlhhBeBU5MXtoPA2lJkiRJkiRJSpvpubmsWbNJ/1fvFik7O5sWGVhhumTJEq6//noefPBBli1btsH9RYsWsWjRInJzcxk6dCg333wzbdq04dprr+WUU04hO9tNZKV0MZCufE4jEeBCIsT946YOVFL4GULYERhE4vzhgnZIvnoDY0MIx8cYfyzNvCGEk4BHSJxvnWq35Ous5PnGkzNRXzqFELYDngS6FHK7PrBn8nU+cB2JM8HL27cp7cYVMJ8kSZIkSZIk/Wr8msJoyMznnTp1Kr169WLixIn513bbbTcOPfRQfvvb39K4cWNWrFjBrFmzGD9+PDk5Ofz00098/fXXnHHGGey6667sscceFV63Ni+5ubmZLqHSMJCufHqltIfGGHPLY5IQwm7ACNYFlnOBYcAUYDXQmsTK5CbAvsDoEEKHGOOCEoY+HPgLibOvRwBjgWXATiRWENcAmgPPhxD2TK7mLq/6BpE4d/lwoFvy2mDgo0KmnFbC5yqsxjYkzvZumrwUgTHA+8A8Euc470xi1fRWVNyZ3s1T2rMraE5JkiRJkiRJksps7ty5HHbYYUyfPh2AXXbZhXvvvZeDDz64yGfy8vJ45ZVX+Ne//sXYsWMrqlTpV8NAuhIJIWSRCC/XyimneWoDz7Eu7L0V6B9jXFFIv0eAk0kEwP8Gzihh+KuBn4HjYozvFxjvH8AoEuFsexKrm58pr/pijMOAYSGEOqwLpIfFGAeW8BlKFEKoCbzEujB6MnBKjPGTQvpmkzjLuXpZ5y1lXUenXHq3vOeUJEmSJEmSJCldzjjjjPww+oADDmDo0KHUrVu32GeysrI47rjj6NWrF/fddx81a9asiFKlX42sTBegtGoKNEh5v0G4mSYXAm2S7QExxqsKhr0AMcalwOkkzkAGOCWE0LKEsfOAngXD6OR4k0lsW73W8RmoL13OAdol2zOBAwsLoyGxdXqMcUiM8aUKqOtvQMNkeyqJVeaSJEmSJEmSJG32xowZw5AhQwCoV68ezzzzTIlhdKoQAhdddBE77bRTkX3y8vJ49tlnOfHEE2nVqhW1atWibt267LzzzlxwwQV8/vnnpZ7vzTff5PTTT6d169brjfP73/+e8ePHl3qcd955hz59+tC8eXNq1KjB9ttvz3HHHcebb74JQE5ODiEEQgj079+/yM8eQqBLly4AzJ8/n1tuuYW9996bJk2aEEKgb9++6z3z3Xffce+999KnTx922mkn6tSpQ7Vq1dh6663p0qULt956KwsXLiy29tzc3Py5146fm5vLn//8Z3baaSdq165No0aNOOCAA3jggQc2egv4ZcuWcfvtt9OxY0caNmxI7dq1ad++PVdffTXz588v9tmWLVsSQqBlKc5A/+GHH+jfvz+dO3emadOmVKtWjbp167LLLrvQr18/Xn75ZVavXr3Bc6tXr+aNN97gsssuo3Pnzmy99db5z7Zp04a+ffsyatSojfrMmyNXSFcuBc/7nVtc5xBCAxLBaHEejjEuKnDtwuQ/lwM3FPdwjHFNCOFu4GkSW073AO4r5pHXYowfFHP/eeCBZHvPIvqUZ33pcmFK+6oY45wKmLNYIYQuwBUply4vakt0SZIKc/ygtzJdgiqhauO6ZLoEVUI5OTmZLkGSJElSObjrrrvy22effTbbb799WsefNm0avXv3ZsKECRvc++qrr/jqq694+OGHueaaa7jxxhuLHGfJkiWccsopvPbaa8WOc/HFF3PnnXeSlVX0+tI//elP631ugBkzZjBjxgxefvllLrnkEnr16lXajwjAxx9/TK9evfj++++L7JOTk0PXrl2JMW5wb/bs2YwcOZKRI0dyxx138OKLL9K5c+dSzf3mm29ywgknrBdkL1u2jDFjxjBmzBgee+wxhg4dSuPGBSOxDX3zzTccc8wxTJo0ab3rkyZNYtKkSTzzzDPk5OSUKnAuzq233kr//v1ZsWL9tZGrVq1i4sSJTJw4kccee4yBAwdy5plnrtenW7duhf5v1FWrVjFlyhSmTJnC448/zplnnsnDDz9MtWrVylRrphhIVy71CrxfXEL/JsBtJfR5HsgPpEMIrYGWybdjCwmrCzMhpd2xhL5Di7sZY5wTQphPYhXv1gXvV0B9ZRZC2JbE2dCQCM2fLe85SxJC2JHEz3rt3wkPxhhfKcVz5wHnATSvW6v8CpQkSZIkSZIkqRgxRoYPH57//rTTTkvr+NOmTWPfffdlzpzE+rJ99tmHnj170qpVK9asWcPHH3/MwIEDmTdvHjfddBNZWVmFrkZes2YNRx55JKNHjwagQYMG9OvXj7322ovVq1czevRonnjiCVauXMm///1vli9fzsMPP1xoTTfccEN+GJ2dnc1JJ53EoYceSo0aNfjiiy949NFHufvuu/nhhx9K/Tnnzp1Lz549mTFjBkcddRQ9evSgSZMmzJw5kxBCfr8VK1YQY6R9+/YccsghtG3blsaNG7NixQq+//57Xn75ZcaPH8/s2bM5+uijmTBhQonB7/Tp0znxxBNZtGgRffr04YgjjqBWrVp89tln/Oc//2HOnDmMGzeOHj16MHr0aKpUKTrmXLRoET169GDy5Mkce+yxHHnkkTRq1IhvvvmGBx54gO+++47p06dzxhlnlGkF8sUXX8y9996bJUmO/AAAaLtJREFU//6II46ge/fubLvttvzyyy9MmTKFESNGMGbMmELD++XLl1OnTh0OPfRQOnToQMuWLalRowY//vgjEydO5Omnn2bp0qU8/vjjNGjQYINfPthShMI+vLZMIYRdgc9SLu0RY/y0mP47AlNKGLZVjDE35ZnjgBfLUObrMcbUM4oJIQwE1v5KyJHJs5uLFEKYDuwAxBhjVoF75VFff+D65NuzSnOGdAhh7b9Y02OMLQvcOwxYu4Ts/Rjj/mWot8xCCNuTOJu7ZfLSCOCoGOMvGzPO7k0bxzdOPzLN1UmSpF+7prc9lekSJEmSJKlYX375JW3bti11/2+mTSvHajZPrX/zm3KfY9KkSbRv3x6AWrVqsXDhwmIDy42Rl5fH3nvvzccff0x2djaPPPIIZ5111gb9Zs2axRFHHMGECRPIysris88+y69prVtvvZWrrroKgJ122okRI0aw7bbbrtfnk08+4bDDDmPevHkAvPbaaxx99HrRBZMnT2a33XZj1apV1KxZk9dff51DDjlkvT7z5s3jsMMO45NP1p0Yev311xcalKeGzdnZ2TzzzDP06dOnyO9k+vTpLFq0iF133bXIPs888wynnXYaeXl59O3bl8cee2yDPrm5ubRq1Sr/fZUqVXj++efp2bPnev1mzZpF165dmThxIgC33347l112WbGfo1q1arzwwgsbfHdz585l77335ttvvwXggw8+oFOnThuM1bJlS6ZPn06LFi3Izc3d4P7ardsBGjZsyIsvvpi/5XlBX3/9NStXrmSXXXZZ7/rw4cPZf//9izy3fO7cufTq1YvRo0eTlZXF1KlT1/u+1urfvz833JDYNPidd94pso6SbOzfZ6lCCONjjIUu/PQM6cql4Bbdxe5XEGOcGmMMBV8lzFHyHgjFq13C/Q3Oei7E2rC3sFrLu750SK1xVgXMV6Tkau0RrAujRwHHbGwYLUmSJEmSJElSJqWuAt5hhx3SFkYDvPzyy3z88cdAItAtLIwG2HrrrRk8eDDZ2dnk5eVx9913r3d/5cqV3HnnnUAieH3uuec2CKMB9txzTx566KH89//85z836HPvvfeyatWq/JoKhtEAjRo1YtCgQVStWrWUnzThj3/8Y7FhNECLFi2KDaMBTj755PyV6oMHD86vtziXX375BmE0JL7bQYMGkZ2dDSS2Zy/pPOlrr712gzAaoHHjxvz1r3/Nf//GG2+UWFdBeXl5XHfddfnvBw0aVGwI3KZNmw3CaIBDDz20yDB6ba2PP/54/pxPP/30Rte6OXDL7srlJ2AhUD/5fk8SYWM6pf6ZGQu8sJHPF33gQHps7vUVlLEtCpJh9DvAjslLo0msjF6WqZokSZIkSZIkSdoUc+euW7PXoEGDEvtXqVKlyEDz4IMPXu9c3yeffBJIrLi9+OKLix23TZs2dOrUiffff58333xzvXtjxozh559/BuDII48sNtDt3bs3O+64I1OnTuW9995j1qxZbL31upNMX3klcepm9erV+f3vf19sPUceeSSvvvpqsXWnKukzboz999+fJ554guXLl/PZZ5/RoUOHIvtmZ2dz6aWXFnl/l1124YgjjmDIkCHMmDGDcePGse+++xY51kUXXVTkWF27ds1vFzxjujTGjx/PV199BUCXLl04/PDDN3qM0mrdujVNmzblp59+4oMPPii3ecqTgXQlEmPMCyGMAo5JXuoC3JHmaVJXYc+OMd6e5vHLanOvD9avcZtMFJASRrdJXhpDYrv0pZmoR5IkSZIkSZKkzdW7774LJFbppgbVRVm7inf69OksX748fwXshx9+mN+nNAFmt27dmDp1KpDYVvqYYxLxz88//8yMGTOAxGrq+vXrFzkGJALT0gbSzZs3L3RL6KJ88MEHPPXUU4wdO5ZvvvmGxYsXF7kSesaMGcUG0u3bt2ebbYqPTbp27cqQIUMAig2k27RpQ8OGDYscp3nz5vnt+fPnFztnYdaeAQ5w7LHHbvTzqRYtWsTTTz/NkCFD+Pzzz5kzZw5LlxYe16z9uW9pDKQrn5dZF0gfGUJoEWOcnsbxJ6e09wshZMUY89I4fllt7vUBTExp7xFCqBZjXFlRkyfD6Bzgt8lL7wPdY4xLKqoGSZIkSZIkSZLSqXHjdadlLliwoMT+L774Inl56+KDWbNmcf7552/Qb8mSJfmrr2fMmMFxxx23UXXNnz8/P5D+8ccf86+3adOmqEcK7ZP6bOr25K1bty5xnNL0WSs1qC3OypUrOeecc/JXj5fGokWLir2/4447Fnu/YJ/U76GgJk2aFDtO9erV89srVpTmNNn1pQbDm3rmMiTOez7llFP46aefStW/pO9wc2UgXfk8BdwAbAdkA3cDvdI4/hcktgZvCjQhEX6/ksbxy6o86kv9VZ7sMo5FjPHHEMKXQFugJnACiZ9buQshNCexMnptGD2WRBi9uCLmlyRJkiRJkiSpPKSexfzdd9+xevXqYs+RLriqNTc3t9B+CxcuLFNdK1euW4+2ePG6/yu+du3aJT5bp06dQp9NXT1bq1atEscpzVxrFXeecao//OEP+WF09erVOeqoo9h7771p3rw5tWvXzl8lPmLECO655x6AEs983tjPsmRJ0evssrKyShyrLFKD4dSf08aYMmUKPXr0YPny5QDstNNOHHnkkfz2t7+lUaNG1KhRI7/veeedx+zZs0v8DjdXBtKVTIxxZQjhCuCZ5KWeIYR/AVfGGMt8XnGMMYYQ7gVuTl4aEEJ4N8Y4rzTPhxBCOuqo4PpS/2vTKB11AvcD9yTb/wwhDIsxzknT2IUqJIz+ADgixrhl/jqNJEmSJEmSJElJbdu2pVGjRsybN49ly5bx+eefs+eee5Z53NSwsUuXLrzzzjubPFbdunXz20VtyZwqNXBNfTY1lF22bFmJ45Rmro2Rm5vLo48+CsB2223HyJEji1yFPXPmzFKPu7GfZVOD4HSoV69efru4YLw4t9xyS34Yfc0113DTTTcRQii077nnnrtJc2wuyvfXA5QRMcZBwICUS1cAb4cQ9i/uuRBCzRDCBaWY4t/A1GS7NTAqhLBXMePWDSGcFkL4GGhcVL80Snd9X6W0D0lTjY8Ck5Lt5skaC/0vYwghO4TQI4SwcfuArD9GYWH04YbRkiRJkiRJkqTKIITAoYcemv/+6aefTsu49evXzw8+J02aRFnW3DVr1iy/PWXKlBL7p/ZJXQGe2v7mm29KHKc0fTbGiBEj8r+Hq666qtgtwadPL/2psmvPyy5tn9TvoaJtt912+e0vv/xyk8Z4++23gcTZ5DfeeGORYfTixYuZN69U6y43W66QrrwuBxYB1wMB6Ap0DSF8B4wGZgDzgaokQtidgQOB1P0Qvmb91cEAxBgXhxCOJRFwbgO0B8aHED4ExgCzgGrAVsBuQCegesFxyks51DeaxPdQn8S53EOBUUDqNtcvxRhL/Ws+McblIYTfASOBrUls3z0+hPAeiTOd5wF1gJ2Ag5O13gC8VNo5CkgNo1cBbwLnFfWXW4qFMcZHNnFOSZIkSZIkSZIqzKWXXspzzz0HwH/+8x/+9Kc/lfpM5OIcdNBBDBkyhFmzZjFmzBgOOOCATRqnU6dO+e233nqLP/zhD8X2f+uttwp9dptttmG77bZjxowZfPLJJyxcuJD69esXOU5OTs4m1VuUn3/+Ob/9m9/8pti+b7zxRqnHnThxIj///DPbbLNNkX1SV6jvvffepR473Q488MD89quvvsqf/vSnjR5j7ffYqlWrYrcYf/vtt9c773xLZCBdSSW3nb4hhDASuAnonLy1A3BKCY9PJbHK+MEY46rCOsQYvwwhdAAeA7olL3dKvooyBfildJ+gbNJZXzI8/gvwIIlwv3vyleoLoPT7TiTGnRxC6AT8H7B/cuzOrPtZFVToz6KUfpvSrgr8rZTPTQcMpCVJkiRJkiRJm73999+fo446iiFDhrBw4UJOPvlkhgwZUuatnc8880yGDBkCwF//+ldGjBiRf0byxtbXtGlTfvrpJ15//XUmTZpEu3btCu374osv5q+Q7ty5M1tvvfV693v27Ml9993HL7/8woMPPsiVV15Z6Dhff/01Q4cO3ehai5N61vO0adOK7PfKK6/w2WeflXrcNWvW8O9//5u///3vhd6fNGlSfsC93XbbZTSQ7tChAzvvvDOTJ08mJyeHN998k8MPP3yjxqhVqxYrV67km2++IcZY6ArpNWvW8I9//CNdZWeMW3ZXcjHGnBjjgSSC2OuAt4FvSKz4XU1ilfQ04HWgP7B/jPG3McZ7igqjU8aeGWM8HNgPuBv4BJiTHHcZiTDzjeS4+8QY28QYFxcxXNqls74Y48Mktut+hsT3V/JBBqWrcXqM8QDgSBLh+dckVravIfGz+ZjEedOHA1v+3ziSJEmSJEmSJJWjJ554ghYtWgDw7rvvsv/++zNq1KgSn3vvvfeKvNe7d+/88HPUqFGceuqpLF5cdNyxYsUKHn/8cQYNGrTe9WrVquWvpF29ejV9+vThxx9/3OD5zz77jPPPPz///VVXXbVBn4suuoiqVasCcMMNNxR6tvW8efM4+eSTWbWqLOvdNpQaBN9+++3Mnz9/gz4ffPAB/fr12+ixb7vtNv73v/9tcH327NmcdNJJrF69Gkisht+UXwpIlxACN910U/77k046qdiV6FOnTmXixInrXVv7Pc6ePZu77rprg2dWrVrFueeey0cffZSWmjPJFdK/EjHGccC4chp7LDC2DM/3BfpuRP+WGzl+mepLGWckiS22S9O3xL2wC/QfBgzblLpKOf5G1SNJkiRJkiRJ0paocePGvP322/Ts2ZNJkybx+eefc/DBB7P77rvTtWtX2rRpQ6NGjYgxMnfu3PxVt6lnExfc5jsrK4sXXniB/fbbj5kzZzJ48GDefPNNTjzxRDp06ECDBg1YtmwZ33//PePHj+ett95iyZIl6wWWa1122WW89tprjB49mkmTJtG+fXv69evHXnvtxerVq3nvvfd4/PHH+eWXxIau5557Lj169NhgnJ133plrrrmG/v37s3z5crp168bJJ59M165dqVGjBl988QWPPvooP//8M3369Mnfyry4raFLa7/99qNDhw6MHz+e3Nxcdt55Z37/+9+z0047sXz5ckaMGMHgwYOJMXLKKafwf//3f6Uat0uXLkyYMIFjjz2WPn36cMQRR1CrVi0+++wz/vOf/zB79mwgsX35JZdcUubPUVa9e/fmoosu4t5772X+/PkccsghdO/enSOOOIJtt92WlStXMm3aNN555x3effddHn30Udq3b5///MUXX5y/Lfuf//xncnJyOOKII2jcuDFTpkzhiSeeYMqUKRxyyCFMmTKFGTNmZOqjlpmBtCRJkiRJkiRJkiqNHXfckQ8++IDrrruOhx56iGXLlvHpp5/y6aefFvtcu3btuPrqqzn11FM3uLf99tszbtw4Tj/9dIYPH878+fN58MEHixwrOzubpk2bFnp96NChnHzyyfzvf/9j/vz53HHHHRv0CyHwhz/8gbvvvrvIOa6//nrmz5/P3XffzZo1a3jqqad46qmn1utzySWXcPTRR+cH0nXr1i1yvNIKITBo0CC6du3K999/z6xZs7jxxhvX61O9enXuv/9+srKySh1It2jRgmuuuYY+ffrw7LPP8uyzz27QZ++992bIkCFUqbJ5RJz33HMPW2+9NTfffDMrV65k2LBhDBtW+PrDgr8McMwxx3D11Vdzyy23AImzqF999dX1+hxwwAEMHjw4o9uTp4NbdkuSJEmSJEmSJKlSqVOnDgMGDCA3N5cHHniAPn360KZNGxo3bkyVKlWoX78+rVq14sgjj+T666/nww8/ZOLEiZx22mmFnuUL0KxZM95++21ycnI4//zzad++PQ0aNCA7O5t69erRrl07TjzxRB544AG+//57zjnnnCJre+211xg2bBinnHIKLVq0oEaNGtSuXZs2bdpw3nnnMW7cOO65554SVzTfddddjBgxgt/97nc0a9aMatWq0bx5c3r16sWwYcO46667mDt3bn7/Ro0abfqXmmLHHXfkk08+4eqrr6Zt27bUqFGDOnXqsNNOO3HRRRfx8ccfb9KW3YcddhiffPIJl156KW3atKFWrVrUr1+f/fbbj/vuu48xY8bQuHHjtHyGdPnb3/7G119/zdVXX02HDh1o1KgR2dnZ1K1bl1133ZVzzjmHIUOGcNppp23w7D/+8Q+GDh1Kjx49aNKkCVWrVqVZs2Z07dqVRx55hJycHLbaaqsMfKr0CjHGTNcgqRLYvWnj+MbpR2a6DEmSVMk0ve2pkjtJkiRJUgZ9+eWXtG3bttT9p+fmsmbNmnKsaPOSnZ1Ni5YtM13Gr9pll13GgAEDAPj444/Zc889M1zROrm5ubRq1QqAM888k4EDB2a2oF+5jf37LFUIYXyMsWNh9zaP9eySJEmSJEmSJEm/AoazqkgLFy7kySefBKBJkybsuuuuGa5Iv0Zu2S1JkiRJkiRJkiRtYX766Se+/vrrIu8vWLCAPn36MHv2bAD69eu32Zy9rF8X/9RJkiRJkiRJkiRJW5ipU6dy0EEHsc8++9C1a1fatGlD7dq1WbhwIR9//DHPPPMM8+fPB6B169Zce+21Ga5Yv1YG0pIkSZIkSZIkSdIWKMbI2LFjGTt2bJF9dt11V1577TXq1q1bgZVJ6xhIS5IkSZIkSZIkSVuYjh078uKLLzJs2DA++OADZs+ezdy5c8nKymKrrbaiY8eOHH/88Zx00klkZ2dnulz9ihlIS5IkSZIkSZIkSVuYGjVqcNxxx3HcccdlupRN1rJlS2KMmS5D5cxAWlJaVN2uFU1veyrTZUiSJEmSJEmSJGkzkpXpAiRJkiRJkiRJkiRJlZOBtCRJkiRJkiRJkiSpXBhIS5IkSZIkSZIkSZLKhYG0JEmSJEmSJEmSJKlcGEhLkiRJkiRJkiRJksqFgbQkSZIkSZIkSZIkqVwYSEuSJEmSJEmSJEmSyoWBtCRJkiRJkiRJkiSpXBhIS5IkSZIkSZIkSZLKhYG0JEmSJEmSJEmSJKlcVMl0AZIqh1UzvuWnK07LdBmSJGkz0/S2pzJdgiRJkiRJkjLIFdKSJEmSJEmSJEmSpHJhIC1JkiRJkiRJkiRJKhcG0pIkSZIkSZIkSVI5yM3NJYRACIG+ffsW2qdv3775fXJzc8u9prVzdenSpdznksBAWpIkSZIkSZIkSZXA2qC1sFfdunVp1aoVPXv25JFHHmHp0qWZLlf61aiS6QIkSZIkSZIkSZJ+LVa883+wcnmmy6g41WpS45BTMl0FS5YsYcmSJeTm5vLqq69y8803M2jQIPbbb79MlyZVegbSkiRJkiRJkiRJFeXXFEZDxj7vSy+9tN77RYsW8cknn/Dkk08yd+5cvvvuO4466igmTJhAixYtMlLjWgMHDmTgwIEVNl+MscLmksBAWpIkSZIkSZIkSZVMr169Nrh2xhlncPXVV3PwwQczefJkFixYwM0338wjjzxS8QVKvyKeIS1JkiRJkiRJkqRfha233prbb789//2rr76awWqkXwcDaUmSJEmSJEmSJP1qHHjggfntWbNmsXDhwmL7v//++1xwwQW0a9eOBg0aUKNGDXbYYQdOPPFEXn/99TLX07dvX0IIhBDIzc0ttu9LL71Ejx492GabbahRowYtW7bktNNO44MPPgAS23+vHauobcDX3u/SpUuxc8UYefbZZ+nduzc77LADNWrUoEGDBuy22278+c9/ZsqUKcU+379///y5cnJyytx3zZo1PPnkkxxzzDFsv/321KhRg5o1a7L99tuz1157cd555/Hiiy+ybNmyYudSxXPLbqkchBDWHsAwPcbYMpO1SJIkSZIkSZKkdapXr77e+xUrVlC/fv0N+i1dupRzzjmHQYMGbXDv+++/5/vvv+fZZ5+lR48ePPPMM9StW7fcal61ahWnnnoqzz333HrXp0+fzvTp0xk0aBC33norjRs3Tst8P//8M8cddxzvv//+etd/+eUXPv/8cz7//HPuvfdebrzxRq666qq0zFmcOXPmcNRRRzFu3LgN7s2YMYMZM2bwySef8Mgjj/DSSy8VumW7MsdA+lcihNAROAI4GGgFNAbqAouB+cBE4GPg9Rjjhv82/4qFELoAXZJvX44xTshULZsqhFAN6Jh87Q3sDDRJvqoBC4GvgPeAJ2KMkzJUqiRJkiRJkiRJ5WrixIn57erVq7P11ltv0OeXX37hsMMOY+zYsQDssMMOnHzyybRv357q1aszdepUnnjiCb766itef/11evXqxVtvvUVWVvlsTnzeeeflh9E1atSgb9++7LfffmRnZ/PRRx/x6KOPcvnll9O7d+8yz7V48WIOOuggvv76awCaNWtGv379aN++PcuWLeOtt97iueeeY9WqVVx99dXk5eXx17/+tczzFufcc8/ND6N33HFHTj75ZNq0aUPNmjVZtGgRX331FaNGjcpfKa7Ni4F0JRdCOBC4iUQQXZiGyVdr4Bjg+hDCt8BtwKMxxpUVUujmrQtwfbKdC0zIVCFl0Al4t5j7WyVfnYErQgiPAJfEGH+piOIkSZIkSZIkSaoot9xyS3573333JYSwQZ+rrroqP4z+/e9/z9133021atXW63PFFVdwzjnn8MQTTzBixAgefvhhfv/736e93uHDh+dvv92kSRPeeecddtlll/z7p556KpdccgldunTh+eefL/N8f/nLX/LD6M6dO/O///1vvRXkZ599Nv369aNnz56sWLGC66+/nh49erD77ruXee7CzJo1K/+s744dO5KTk0Pt2rUL7Tt9+vRyqUFl4xnSlVRI+CuQw/ph9PfAMyQC578C/wD+QyJkXbvNdCvgfuCaCipXFWc18CnwLHAP8Lfk62FgarJPFnA+8HIo7L/CkiRJkiRJkiRtYRYvXsyoUaM49thj1wttC9tu+scff+T+++8H4NBDD+WBBx7YIIwGqFq1Kv/5z39o3bo1AAMGDCiX2u+888789r333rteGL1Wy5YtizwzemPMnj2bxx57DIB69erx3HPPFbqd+eGHH85NN90EwOrVq7ntttvKPHdRvvnmG/Ly8gA45ZRTigyjAVq0aEGLFi3KrRZtGldIV163AlekvB8JXBtjHF3UAyGExkBf4CKgJZBdjvVVajHGzS3I/RY4ChgZY1xWWIdk+HwmiXC6KtAdOB14oqKKlCRJkiRJkiQpHUqz3mrAgAF07959g+vPPvssK1cmNpC97LLLih2jatWqnHjiidxyyy1MmTKF3NxcWrZsuUk1F2bFihW8+eabQGLr7D59+hTZt0uXLuy222589tlnmzzf66+/zi+/JDZPPfPMM2natGmRfS+88EJuvPFGFi9ezCuvvMKaNWvIzk5/tFSrVq38dup269pyGEhXQiGEPqwfRt8JXB5jzCvuuRjjXOCOEMK/gSvLsURVsBjjTGBmCX0iMDCE0B64PHn5JAykJUmSJEmSJEmVyJ577skTTzxR6EpjgHffXXcC5qxZs3j55ZeLHW/+/Pn57S+//DKtgfSnn37KqlWrADj44INLPKO6S5cuZQqkP/zww/z24YcfXmzfWrVq0blzZ4YOHcqSJUuYNGkSu+666ybPXZT27duz7bbb8sMPP/Doo48SY+Tcc8+lU6dO5XZmt9LLQLqSCSFUBW5PufRajPHPGzNGjHEVcHMIocRfY0muqj0WOB7YH9iGxOraWcCHwGDghWTYWdQYA0mszAU4JMaYE0JoDVxIYlXvDkAeiVW+rwIDYozzCxsrnfUVqGutx0IIjxUy1SExxpyUZ9eONz3G2LIUdXYB+gAHAdsC9YClwDfJOl8DhsUY15Q0VhqMYF0g3aoC5pMkSZIkSZIkKa1eeuml/Pby5cvJzc3l6aefZuLEiXzyySfce++93H///YUGmrm5ufntvn37btS8qeF0Ovzwww/57bVbgxenNH2K8+OPP+a327RpU2L/Nm3aMHTo0PxnyyOQzs7O5qGHHuJ3v/sdK1eu5L///S///e9/adCgAfvttx+dO3fmiCOOoEOHDmmfW+lhIF35nEYiwIVEiPvHTR2opPAzhLAjMAgo7N/wHZKv3sDYEMLxMcYfC+lX2LgnAY8AdQrc2i35OiuEcFiMcXIm6kunEMJ2wJNAl0Ju1wf2TL7OB64DbqqAshqltAvd3luSJEmSJEmSpM1Zr169Nrh21VVXcckll3DPPffw0EMP0ahRI/7xj39s0G/hwoWbPO/arb7TZenSpfnt1K2ri1Lc+cqlsXjx4o0aq06ddVFO6rPpdvTRR/Phhx/Sv39/Xn/9dVatWsWCBQsYOnQoQ4cO5ZprrmGXXXbhtttuK3QbdmWWgXTl0yulPTTGmFsek4QQdiOxkrZx8tJcYBgwBVgNtCaxMrkJsC8wOoTQIca4oIShDwf+AmQlxx9LIhTdicQK4hpAc+D5EMKeydXc5VXfIOCLZE3dktcGAx8VMuW0Ej5XYTW2IXG299oDGCIwBngfmAfUBnYmsWp6KyrgTO8QQg3W/yWGnPKeU5IkSZIkSZKkihBC4M477+T999/no48+4tZbb6Vnz57ss88+6/VbG7JWqVKF5cuXU6VK5uK01FB42bKS15ClBtibom7duhs11pIlSwp9dmPl5RV76iwAu+++Oy+99BKLFy/mvffeY8yYMYwaNYoxY8awatUqvvjiC4466iiefPJJTj311E2uRelnIF2JhBCySISXa+WU0zy1gedYF/beCvSPMa4opN8jwMkkAuB/A2eUMPzVwM/AcTHG9wuM9w9gFIlwtj2J1c3PlFd9McZhwLAQQh3WBdLDYowDS/gMJQoh1AReYl0YPRk4Jcb4SSF9s4EjgOplnbeIWqoBzUj82bkCWLufxmzW3/5dkiRJkiRJkqQtWnZ2NgMGDOCggw4iLy+Pyy+/fL0zowGaN2/OhAkTWL16NV9//TXt2rXLULWw7bbb5re/+eabEvuXpk9xmjVrlt+eMmVKidt2T5kyJb+dWitA9errYo2SVo7PmTOn1DXWrVuX7t2756+Enjt3Ln//+9+58847iTHy5z//mZNOOons7HJf56dSMpCuXJoCDVLebxBupsmFwNq/gQbEGK8qrFOMcWkI4XTgN0An4JQQwnUlrNrOA3rGGD8oZLzJIYTrgAeSl46nkEC6nOtLl3OAtf8FmwkcGGMs9G/b5NbpQ9I5eQjhJxLnaRflcxK/FFDh25hLkop2/KC3Ml2CtNGqjeuS6RKkjZaTk5PpEiRJkiSVowMPPJBDDjmEd955h9GjRzNkyBCOOuqo/PsHH3wwr7/+OpA4izqTgfTuu+9O1apVWbVqFaNGjSIvL6/Qc6/XKuv/nunUqRMPPJCIYd566y169OhRZN/ly5czevRoILGqvG3btuvdb9CgQX479SzswnzwwQaxUKk1btyYAQMG8O677/LRRx8xa9YspkyZws4777zJYyq9iv4Tqy1R4wLv5xbXOYTQIIRweQmveoU8emHyn8uBG4qbIxmm3p18mw0U/TdXwmuFhdEpnk9p71lEn/KsL10uTGlfVVQYnQFLgAuAPWKMJW5DHkI4L4TwUQjho7nLVpTUXZIkSZIkSZKkzcLVV1+d377hhvWjhJNOOolq1aoBcOedd/LTTz9VaG2patSoweGHHw4kQt3nnnuuyL45OTl89tlnZZqvR48e+SubH3/8cWbNmlVk3wceeIBFixYBiTO7C65ITg3yR4wYUeQ47733Hh9//HFZygagZcuW+e3Vq1eXeTyljyukK5eC4XFJp8c3AW4roc/zwKK1b0IIrYGWybdjY4yLCnuogAkp7Y4l9B1a3M0Y45wQwnygIbB1wfsVUF+ZhRC2JXE2NCRC82fLe85C3EDijGqS/2xFYlvybYH7gR4hhD/EGL8rbpAY48PAwwC7N20cy69cSRLAiyd1K7mTtJlpettTmS5BkiRJkqQNdOvWjQ4dOjB+/Hg+/PDD9VZJb7/99lx88cXccccdzJ07lyOOOIIXXniBHXfcsdCxYoyMGDGCsWPHcs0116S91ksvvTR/xfZFF11E+/bt2WWXXdbrk5ubS9++fcs811ZbbUW/fv144IEHWLBgASeccAKvvvoq9eqtH0ENHz6ca6+9FkictX355ZdvMNa+++5LgwYNWLBgAYMGDeKSSy6hQ4cO6/WZNm0ap512WrE1vfHGG0yePJm+fftSv379QvtMnTqVt95K7C5Yp04dfvOb35T6M6v8GUhXLgXD1zrlMMfuKe1DQggbG0JuVcL96aUYYzGJQLqwz1fe9aVD6t4eE2KMxR+cUA5ijA8UvBZCqAJcTOKXFI4GOoYQDogxlu3ACUmSJEmSJEmSNkNXX301vXv3BqB///7rbdt9yy23MGHCBIYPH85nn31Gu3bt6NmzJwcddBBNmzZl1apV/Pzzz3z66ae89dZb/PDDDxx66KHlEkgfdthh9O3bl4EDBzJnzhz23ntv+vbty/77709WVhYfffQR//3vf1m0aBG9e/fm+ecTm80Wt7V3cW699VaGDx/O119/zciRI2nXrh39+vWjXbt2LFu2jLfffpvBgweTl5cHJFaY77777huMU716dS6++GJuuukmVq1aRZcuXfj9739Px44d+eWXX3j//fd54okniDFy7LHH8uqrrxZaz48//sill17KX/7yFw455BD22WcfWrduTa1atZgzZw7jxo3j2WefZenSpUAiwK9Zs+YmfXaVDwPpyqXgFt0Ft/BeT4xxKhAKXi8hxC12zFKoXcL90uz7vLa+DWqn/OtLh9Qai97rooLFGFcDd4YQsoDbSZxJ/h+ga0YLkyRJkiRJkiSpHBx33HHstNNOfPXVV4wbN47XX389/8zkqlWrMmTIEC677DIeeOABVq1axfPPP58f9hamefPm5Vbrww8/zJIlS3j++edZsWIFDz74IA8++GD+/aysLG6//Xbq16+fX2PdunU3aa66desyatQoevXqxdixY5k5cyY33XTTBv2qVKnCjTfeuN725wVdc801jB07lrfeeoslS5Zw++23r3e/Xr16PP3003z00UdFBtJrg/WVK1fyxhtv8MYbbxTaL4TAH//4xw22YFfmGUhXLj8BC4G1+xXsCRS9Kf+mSf0zMxZ4YSOf/z6NtRRmc6+voM1xm+t7gOuBuiRWme+Y/OUFSZIkSZIkSZIqjaysLK688kr69esHJFb6rg2kAapVq8Y999zDJZdcwqOPPso777zDN998w/z586lWrRrbbLMNbdu2pXPnzhx99NHsuuuu5VZr1apVee6553jxxRd55JFHGD9+PIsWLWKbbbbhwAMP5KKLLmLffffl1ltvzX+mUaNGmzzfNttsw5gxY3juuecYNGgQ48aNY/bs2VSvXp3tt9+ebt26ceGFF/Lb3/622HGqV6/OkCFD+M9//sOTTz7JF198wcqVK9luu+046qijuPTSS2nVqhUfffRRkWOcfvrp7LHHHgwfPpyRI0cyceJEfvzxR1asWEGdOnVo1aoVnTt3pl+/fuy5556b/JlVfkKMm2Mepk0VQngVOCb59n8xxmOK61/EGKl/KFrFGHNT7vVh3ZnHr8UYj93UWlPGHAicmXx7SIwxp4T+uUALgBhjKHCvPOrrTyKgBTgrxjiwFM+s/Q6nxxhbFrh3GPBW8u37Mcb9y1pjuoUQPgT2Tr7tHWMsMdjfvWnj+MbpR5ZvYZIkaYvjGdKSJEmSKrsvv/yStm3blrr/inf+D1YuL8eKNjPValLjkFMyXcWvxu9+9ztefPFFAObOnVumUFq/Phv791mqEML4GGPHwu65QrryeZl1gfSRIYQWMcbSnMtcWpNT2vuFELJijHlpHL+sNvf6ACamtPcIIVTLxDnSJUj9uyE7Y1VIkiRJkiRJUiVjOKvykpuby//+9z8Adt99d8NobTY27TRzbc6eAmYk29nA3Wke/wsSW4MDNGFd+L25KI/6VqW0yxzOxhh/BL5Mvq0JnFDWMdMphFAbSP31lxlF9ZUkSZIkSZIkSeVv2rRpzJhR9P9dP3PmTI477jhWrkysfzv//PMrqjSpRAbSlUxype0VKZd6hhD+FUIIRT2zkeNH4N6USwNCCKX+FZt01VGUcqpvYUo7Xb9OdH9K+58hhCZpGjcd/grUSLYXAOMyV4okSZIkSZIkSXr//fdp1aoVhx56KP379+fJJ5/k+eef56GHHuKss86iTZs2TJgwAYB9992X8847L7MFSyncsrsSijEOCiHsDfw5eekKoEMI4W8xxjFFPRdCqAn0LcUU/0722xFoDYwKIZwRY/y4iHHrAj2T9RwOzCnlR9lU6a7vq5T2IcBtaajxUeACoB3QPFnjqTHGTwqpLxvoDlSLMb60KZOFEN4CHiJxrviKIvrUAa4Frky5fEeMcVVh/SVJkiRJkiRJUsVZvXo1I0aMYMSIEUX26dKlCy+88ALZ2Z7Gqc2HgXTldTmwCLgeCEBXoGsI4TtgNIltmOcDVYHGwM7AgUCtlDG+Zv3VwQDEGBeHEI4F3gG2AdoD40MIHwJjgFlANWArYDegE1A9/R+xcOVQ32gS30N9EudyDwVGAYtT+rwUY5y5ETUuDyH8DhgJbE1ii+zxIYT3gPeBeUAdYCfg4GStNwCbFEgDewOHAUtCCB+QOMd6DontyBuQCMa7ArVTnnkduHUT55MkSZIkSZIkSWly7LHH8vTTTzNs2DA++eQT5syZw7x586hWrRrbbLMN++yzDyeddBLHHLO5nbQqGUhXWsmtq28IIYwEbgI6J2/tAJxSwuNTSawyfrCo1bExxi9DCB2Ax4Buycudkq+iTAF+Kd0nKJt01pcMj/8CPEgi3O+efKX6Aih1IJ0cd3IIoRPwf8D+ybE7s+5nVVBZVirnJf9ZBzg0+SrKL8C/gJtcHS1JkiRJkiRJUubVq1ePU045hVNOKSnikTY/BtKVXIwxBzgwuYV3d+AgEttYNyaxGnYxidW4k0mcFfxmjPH9Uo49Ezg8hLAvcFJy7O1JrLhdCcxOjvs+MDTG+GHaPlgF1xdjfDiE8BVwPrAP0JT1V5Nvao3TgQNCCN2BE4ADkmPXJrHC/VtgLPAy8HYZpvotiWD+AGAPEn8GGpFYIb+ExKrxz0isKh8cYyzvbdUlSZIkSZIkSZL0K2Ag/SsRYxxHInAuj7HHkghNN/X5vpTu7Oq1/Vtu5Phlqi9lnJEkttguTd+wkWMPA4ZtSl2lHH8uMCj5kiRJkiRJkiRJkipEVqYLkCRJkiRJkiRJkiRVTgbSkiRJkiRJkiRJkqRyYSAtSZIkSZIkSZIkSSoXBtKSJEmSJEmSJEmSpHJhIC1JkiRJkiRJkiRJKhcG0pIkSZIkSZIkSZKkcmEgLUmSJEmSJEmSJEkqFwbSkiRJkiRJkiRJkqRyUSXTBUiqHKpu14qmtz2V6TIkSZIkSZIkSZK0GXGFtCRJkiRJkiRJkiSpXBhIS5IkSZIkSZIkSZLKhYG0JEmSJEmSJEmSJKlcGEhLkiRJkiRJkiRJKpXc3FxCCIQQ6Nu3b6bL0RagSqYLkCRJkiRJkiRJksrD7NmzefHFF8nJyWHChAnMmTOHBQsWUKtWLRo1akTbtm3p0KEDPXv2pGPHjpkuN2P69+8PQMuWLQ2ZlXYG0pIkSZIkSZIkSRVk1g1/IG/JwkyXUWGy6tRn6+vvq/B5lyxZwvXXX8+DDz7IsmXLNri/aNEiFi1aRG5uLkOHDuXmm2+mTZs2XHvttZxyyilkZ2dXeM2ZdMMNNwBw8MEHG0gr7QykJUmSJEmSJEmSKsivKYyGzHzeqVOn0qtXLyZOnJh/bbfdduPQQw/lt7/9LY0bN2bFihXMmjWL8ePHk5OTw08//cTXX3/NGWecwa677soee+xR4XVvKVq2bEmMMdNlaAtiIC1JkiRJkiRJkqRKYe7cuRx22GFMnz4dgF122YV7772Xgw8+uMhn8vLyeOWVV/jXv/7F2LFjK6pU6VfDQFqSJEmSJEmSJEmVwhlnnJEfRh9wwAEMHTqUunXrFvtMVlYWxx13HL169eK+++6jZs2aFVGq9KuRlekCJEmSJEmSJEmSpLIaM2YMQ4YMAaBevXo888wzJYbRqUIIXHTRRey0005F9snLy+PZZ5/lxBNPpFWrVtSqVYu6deuy8847c8EFF/D5558XO0f//v0JIRBCICcnB4CxY8dy6qmn0qJFC6pXr87WW2/N0UcfzbBhw0pd+3fffcc111xDp06d2GqrrahWrRpNmzalW7duPPDAA6xcubLIzxxCyH8/cuTI/Gupr7W1AuTm5uZfL8150x999BF//OMf2X333WncuDFVq1alUaNG7LPPPlx22WV88MEHpf6c2jK5QlpSWqya8S0/XXFapsuQJEmbqOltT2W6BEmSJEmSyuSuu+7Kb5999tlsv/32aR1/2rRp9O7dmwkTJmxw76uvvuKrr77i4Ycf5pprruHGG28s1Zj/+Mc/+Nvf/kZeXl7+tdmzZ/P666/z+uuvc91113HDDTcUO8Ytt9zCDTfcwC+//LLe9Z9//pmff/6Zt99+mzvvvJP//e9/tGnTplR1pcPSpUs577zz+L//+78N7s2fP58PP/yQDz/8kAEDBpCbm0uLFi0qrDZVLANpSZIkSZIkSZIkbdFijAwfPjz//WmnpXcB1bRp09h3332ZM2cOAPvssw89e/akVatWrFmzho8//piBAwcyb948brrpJrKysujfv3+xYz788MM888wzNG/enL59+9K+fXtWrlzJsGHDGDx4MDFGbrzxRg4++GC6du1a6Bh/+tOf8oP4unXrctJJJ9GpUyfq16/PTz/9xMsvv8yIESOYMmUKBx10EBMmTKBp06b5z7/00ksAHHfccQC0b9+em2++eYN5dtlll436vlasWMEhhxzCuHHjAKhRowYnnHACBxxwAA0bNmTRokV88cUXDBkyhK+//poY40aNry2LgbQkSZIkSZIkSZK2aF9++SXz5s0DoFatWuy2225pGzsvL48TTjiBOXPmkJ2dzSOPPMJZZ521Xp9TTz2VK6+8kiOOOIIJEyZw00030adPH9q3b1/kuM888wzdunXjpZdeonbt2vnXzzzzTDp16sSf//xnAG6//fZCA+lXXnklP4zef//9eeGFF9YLmwEuvvhiHn74Yc4//3x+/vlnLr30UgYNGpR/v1evXuv1b9KkyQbXNsWf//zn/DB6991359VXX2WHHXbYoN+dd97JiBEjaNCgQZnn1ObLM6QlSZIkSZIkSZK0Rfvhhx/y2zvssANVqqRvTebLL7/Mxx9/DMD111+/QRi91tZbb83gwYPJzs4mLy+Pu+++u9hxGzduzODBg9cLo9e65JJL8gPcESNGsHr16g36XHfddUAiRH7ttdc2CKPXOu+88zj99NMBeP755/n++++LrausvvvuOx555BEg8RmHDh1aaBi9VteuXQ2kKzkDaUmSJEmSJEmSJG3R5s6dm98uTbhZpUoVQgiFvrp06bJe3yeffBKAatWqcfHFFxc7bps2bejUqRMAb775ZrF9zzjjDBo2bFjovaysLA4++GAAfvnlF6ZNm7be/U8//ZTPPvsMgH79+tGoUaNi51q7hfmaNWvW29q8PAwePDg/QL/44otp1qxZuc6nzZ9bdkuSJEmSJEmSJElFePfdd4HECuicnJwS+2dnZwMwffp0li9fTs2aNQvtt++++xY7TvPmzfPb8+fPL7QmSGwp/vLLLxc71syZM/PbX375ZbF9y2r06NH57WOPPbZc59KWwUBakiRJkiRJkiRJW7TGjRvntxcsWFBi/xdffJG8vLz897NmzeL888/foN+SJUvyV1/PmDGD4447bqPqmj9/fpGBdJMmTYp9tnr16vntFStWrHcvNzc3v3377bdz++23b1RN5WnGjBn57bZt25brXNoyGEhLkiRJkiRJkiRpi7btttvmt7/77jtWr15d7DnSBVfupga8qRYuXFimulauXFnkvaysTT9Ztyx1FVdTOixatAhIrBSvUaNGuc6lLYNnSEuSJEmSJEmSJGmL1rZt2/xzlJctW8bnn3+elnHr1KmT3+7SpQsxxo16tWzZMi11FFdXTk7ORtU0cODAcqlprXr16gGJ86oLruzWr5OBtCRJkiRJkiRJkrZoIQQOPfTQ/PdPP/10WsatX79+fvg7adIkYoxpGbesUs+XnjhxYgYr2dB2222X3y7v86q1ZTCQlspBCCEmX7mZrkWSJEmSJEmSpF+DSy+9NL/9n//8h5kzZ6Zl3IMOOghInDM9ZsyYtIxZVgcffHB++6WXXirzeCEEgLQE7gceeGB++9VXXy3zeNryGUj/SoQQOoYQrgkhvBlCmBJCmBdCWJX857QQwqshhP4hhL0zXevmJoTQJfnd9A8h7JHpespDCOHWlBA9hhByMl2TJEmSJEmSJEkbY//99+eoo44CEmcsn3zyySxZsqTM45555pn57b/+9a+sWbOmzGOWVceOHWnfvj0Ab7/9Nm+99VaZxlu7Cnzp0qVlru3EE0+katWqANxzzz38+OOPZR5TWzYD6UouhHBgMlwcB9wMdAN2BBoCVZL/bA0cA1wPfBhC+CaEcEEIoVpmqt7sdCHx3VwP7JHRSspBCKETcFmm65AkSZIkSZIkqayeeOIJWrRoAcC7777L/vvvz6hRo0p87r333ivyXu/evdl778R6vlGjRnHqqaeyePHiIvuvWLGCxx9/nEGDBm1k9aUXQuCWW27Jf3/iiSfyxhtvFPvMl19+yQUXXFDovVatWgEwefJkli9fXqbatt9+e84991wA5s6dy1FHHcV3331XZP+RI0eyYMGCMs2pzVuVTBeg8hESeytcDdzE+r948D0wGpgBzAfqAFsDHYHdgQC0Au4HmpIIYVVJhRCqA48B2cBKwF9CkCRJkiRJkiRtsRo3bszbb79Nz549mTRpEp9//jkHH3wwu+++O127dqVNmzY0atSIGCNz585l0qRJvPHGG0ydOjV/jNTzmQGysrJ44YUX2G+//Zg5cyaDBw/mzTff5MQTT6RDhw40aNCAZcuW8f333zN+/HjeeustlixZwk033VSun/WYY47huuuu48Ybb2T+/Pl0796dAw88kCOPPJIWLVpQpUoV5s2bx8SJExk5ciSff/452dnZPPDAAxuMdeihh/LZZ5+xdOlSjjnmGM4880yaNGmSv5V3p06daNSoUalru+OOOxg3bhzjxo1jwoQJ7LTTTpx44onsv//+NGrUiMWLFzNx4kSGDBnCl19+ybfffkuDBg3S9dVoM2MgXXndClyR8n4kcG2McXRRD4QQGgN9gYuAliRCSm2CGGPIdA2l1B9oB6wA7iTxSwySJEmSJEmSJG2xdtxxRz744AOuu+46HnroIZYtW8ann37Kp59+Wuxz7dq14+qrr+bUU0/d4N7222/PuHHjOP300xk+fDjz58/nwQcfLHKs7OxsmjZtWubPUpIbbriB7bffnssuu4xFixbx7rvv8u677xbZf7vttiv0+mWXXcZTTz3F7NmzGT58OMOHD1/v/jvvvEOXLl1KXVeNGjUYMWIEZ511Fs8//3z+qvHHH3+80P5ZWW7qXJkZSFdCIYQ+rB9G3wlcHmPMK+65GONc4I4Qwr+BK8uxRG0GQggdWffn5EbAQxwkSZIkSZIkSZVCnTp1GDBgAFdffTUvvPACI0aM4NNPP2Xu3LksXLiQ2rVr06hRI3beeWc6depEjx498rflLkqzZs14++23GTlyJM888wyjR49m5syZLF68mNq1a7Pddtux66670qVLF3r27EmzZs0q5LOec8459O7dm//+97+88cYbfPHFF8ydOxeAhg0b0qZNG/bZZx+6d+9eZKjcvHlzPv74Y26//XaGDx9Obm4uS5cuJca4yXXVqVOH5557jjFjxvD4448zcuRIfvjhB5YvX079+vVp06YNBx54ICeffDI77LDDJs+jzV8oyx8kbX5CCFWBqcDaf3NfizEeu4ljZccY15TQJwDHAscD+wPbAFWBWcCHwGDghVjMH7QQwkDgzOTbQ2KMOSGE1sCFwFHJz5IHfAu8CgyIMc4v5WfY5PoK1FWSQ2KMOSnPrh1veoyxZSnq7AL0AQ4CtgXqAUuBb5J1vgYMK+nnUVrJ88HHA7sAE4C9gdNIbN8NMDLG2GVjxty9aeP4xulHpqM8SZKUAU1veyrTJUiSJEnSFunLL7+kbdu2pe4/64Y/kLdkYTlWtHnJqlOfra+/L9NlSCqFjf37LFUIYXyMsWNh91whXfmcxrowOg/446YOVIowekdgENChkNs7JF+9gbEhhONjjKVagRtCOAl4hMT51ql2S77OCiEcFmOcnIn60imEsB3wJNClkNv1gT2Tr/OB60icCZ4O15EIo1cDZ8cYV689B0KSJEmSJEmSVH4MZyX92hhIVz69UtpDY4y55TFJCGE3YATQOHlpLjAMmEIi5GxNYmVyE2BfYHQIoUOMcUEJQx8O/AXISo4/FlgG7ERiBXENoDnwfAhhzxjjqnKsbxDwRbKmbslrg4GPCplyWgmfq7Aa25A423vtIRIRGAO8D8wDagM7k1g1vRVpOtM7hLAX67ZkvyPG+HE6xpUkSZIkSZIkSZIKMpCuREIIWSTCy7Vyymme2sBzrAt7bwX6xxhXFNLvEeBkEgHwv4EzShj+auBn4LgY4/sFxvsHMIpEONuexOrmZ8qrvhjjMGBYCKEO6wLpYTHGgSV8hhKFEGoCL7EujJ4MnBJj/KSQvtnAEUD1NMxblcS23FVIhPP9yzqmJEmSJEmSJEmSVJSsTBegtGoKNEh5v0G4mSYXAm2S7QExxqsKhr0AMcalwOkkzkAGOCWE0LKEsfOAngXD6OR4k0lsNb3W8RmoL13OAdol2zOBAwsLoyGxdXqMcUiM8aU0zPs3EtueR+Dcwr4XSZIkSZIkSZIkKV1cIV25NC7wfm5xnUMIDUgEo8V5OMa4qMC1C5P/XA7cUNzDMcY1IYS7gadJbDndAyjugIzXYowfFHP/eeCBZHvPIvqUZ33pcmFK+6oY45zynjCEsAdwVfLtwzHGkeU9pyRVVscPeivTJUhpV21cl0yXIJWLnJycTJcgSZIkSdKvmoF05VKvwPvFJfRvAtxWQp/ngfxAOoTQGmiZfDu2kLC6MBNS2h1L6Du0uJsxxjkhhPlAQ2DrgvcroL4yCyFsS+JsaEiE5s9WwJxVgYFAVRIrsv+SpnHPA84DaF63VjqGlCRJkiRJkiRJUiViIF25FAxf65TDHLuntA8JIcSNfH6rEu5PL8UYi0kE0oV9vvKuLx3apbQnxBhXVsCcf2Xdd3NBKYP6EsUYHwYeBti9aeON/a4laYv14kndMl2ClHZNb3sq0yVIkiRJkiSpEjKQrlwKbtFdcAvv9cQYpwKh4PUSQtxixyyF2iXcL82Zxmvr26B2yr++dEitcVZ5TxZC2A24Jvl2UIzxtfKeU5IkSZIkSZIkSQID6crmJ2AhUD/5fk9gRJrnSP0zMxZ4YSOf/z6NtRRmc6+voIpYVXwfia265wKXVMB8kiRJkiRJkiRJEmAgXanEGPNCCKOAY5KXugB3pHma1FXYs2OMt6d5/LLa3OuD9WvcpgLm2z75z8bAzyEUtrB8AwcXWCnfKsaYm+7CJEmSJEmSJEmSVLllZboApd3LKe0jQwgt0jz+5JT2fiGEze3P0OZeH8DElPYeIYRqGatEkiRJkiRJkiRJKkeukK58ngJuALYDsoG7gV5pHP8LEluDNwWakFiN/Uoaxy+r8qhvVUo7u4xjEWP8MYTwJdAWqAmcQOLnVl6eJ/FdlGRH4IBk+2dgWMq9JekuSpIkSZIkSZIqixgjpdydUpI2SzGW3ymzBtKVTIxxZQjhCuCZ5KWeIYR/AVfGNPxJijHGEMK9wM3JSwNCCO/GGOeV5vkQQkhHHRVc38KUdqN01AncD9yTbP8zhDAsxjgnTWOvJ8Z4eWn6hRD6si6Qnhxj7Fse9UiSJEmSJElSZZKVlUVeXh7Z2WVezyRJGZOXl0dWVvlsPLw5bmesMooxDgIGpFy6Ang7hLB/cc+FEGqGEC4oxRT/BqYm262BUSGEvYoZt24I4bQQwsckzjEub+mu76uU9iFpqvFRYFKy3TxZ455F1JcdQugRQjguTXNLkiRJkiRJktKkZs2aLF26NNNlSFKZLF26lJo1a5bL2K6QrrwuBxYB1wMB6Ap0DSF8B4wGZgDzgaokQtidgQOBWiljfM36q4MBiDEuDiEcC7wDbAO0B8aHED7k/9u78yhJq/r+4+/PDLIIgwyLgqLIIu6i4gKKgkEJaKImLhFRIcYVl8RjjMZowCXu+SVuuBC3aNx3RcQoAZRFQEUUEUEFRWWTAQaGTeb7++N5+vQzRS/V3dVd3dXv1zl1zrPc59771NR3qqu+de+FU4DLgI2B7YD7AQ8BNhn8LU5sHvr3PZrn4XY063IfC5wErO2U+VJV/W4Gfbw+yZOAE4Hb00zf/YMkJwOnAlcCWwB3B/Zt+/o64Ev9tiFJkiRJkiRJmn+rVq1i7dq1bLnllsPuiiTN2tq1a1m1atW81G1CekS1006/LsmJwBuAfdpTdwGePs3lF9CMMn5/Vd08UYGqOjfJnsBHgMe0hx/SPiZzPnBjf3cwN4PsX5s8/ifg/TTJ/QPbR9dPgb4T0m29P0/yEOCTwMPauvdh/N+q14T/FpIkSZIkSZKk4dlyyy254oorWLNmDatXrx52dyRpxtasWcO6devYfvvt56V+E9IjrqpOAB6R5ME0SdRH0kxjvQ2wOc0o3yuBnwNnAN+qqlP7rPt3wAFJ9gKe1tZ9Z2Ar4Cbg8rbeU4Fjq+r0gd3YAvevqj6Y5Dzg+cBDge3ZcDT5bPt4EfDwJAcCT6VZw3l7mn+ba4BfA6cBXwa+Pdf2JEmSJEmSJEmDtXLlSnbaaScuuugi1q1bx6pVq9h8881ZsWIFSYbdPUm6lapi/fr1XHfddaxdu5Z169ax0047sXLlynlpL81AWkmamz2236aOe+ZBw+6GJEmape3f/olhd0GSJEmSlrRbbrmFa665hrVr13L99dezfv36YXdJkia1YsUKNttsM1atWsWWW24552R0kh9U1YMmOucIaUmSJEmSJEmSpDlauXIlq1evdtpuSeqxYtgdkCRJkiRJkiRJkiSNJhPSkiRJkiRJkiRJkqR5YUJakiRJkiRJkiRJkjQvTEhLkiRJkiRJkiRJkuaFCWlJkiRJkiRJkiRJ0rwwIS1JkiRJkiRJkiRJmhcmpCVJkiRJkiRJkiRJ82KjYXdA0mi4zY47s/3bPzHsbkiSJEmSJEmSJGkRcYS0JEmSJEmSJEmSJGlemJCWJEmSJEmSJEmSJM0LE9KSJEmSJEmSJEmSpHlhQlqSJEmSJEmSJEmSNC9MSEuSJEmSJEmSJEmS5kWqath9kDQCkqwFzht2PyTN2bbAFcPuhKQ5MY6l0WAsS0ufcSyNBmNZWvqMY2lh7FRV2010YqOF7omkkXVeVT1o2J2QNDdJzjSWpaXNOJZGg7EsLX3GsTQajGVp6TOOpeFzym5JkiRJkiRJkiRJ0rwwIS1JkiRJkiRJkiRJmhcmpCUNygeH3QFJA2EsS0ufcSyNBmNZWvqMY2k0GMvS0mccS0OWqhp2HyRJkiRJkiRJkiRJI8gR0pIkSZIkSZIkSZKkeWFCWpIkSZIkSZIkSZI0L0xIS8tYkl2SvCnJWUmuTLIuyS+TfDLJY+epzRVJnpbkK0kuSnJDksuSfD/JvyS5w3y0K42qhYzjJCuT3DfJYUnek+TUtr1qHycMsj1pOVngWN4uySFJ/ivJmUn+mOTmJFcl+VmSjyY5MEkG2a406hYqjpPcNsl+SV6R5DNJfpjkN2171yf5Q5LvJHltkp0G1a60XAzjc/Ik/fhM5+/sSvLRhWpbWuoW+G/rmuHjxYNsXxplw3xPTvKIJO9KcnaSy5PcmOTiJGckeW+SJyfZfD77II0a15CWlqkkhwPvADabotiXgUOr6poBtbkj8Gng4VMUuxJ4TlV9aRBtSqNsoeM4ySXAVD8aObGq9ptrO9Jys5CxnORY4DHAyj6KnwY8q6rOn0ub0nKwwHH8DODjfRa/CXgrcET54V+a1jA+J0/Sj78GvtBz+GNVddh8tSmNiiF8Tp7p++tLquo9c21XGnXDek9uf9D5HuAv+ij+qKo6YVBtS6POhLS0DCV5AfC+zqGzgW8C64A9gL8ENmrPHQ8cVFU3zbHN1cDJwD3bQ9cDXwTOA7YGHg/s0p77E/D4qjp2Lm1Ko2xIcXwVcLvOoQKuAla3+yakpRla6FhOcgOwSbu7Dvg+cBZwBbAFsDewX+eSS4F9quqC2bYpjbohxPFYQvpG4MfAL4HL2sdGwM40Pzy5U+eyD1bV82fbprQcDOPv60n6sQ1wDs0PQW8CNm5PmZCWpjGkz8ljX66vAd7UxyXfrqqz5tKmNOqG9Z6c5B7Ad4A7tofWAScAPwGuAbYFdgD2Au6KCWlpRkxIS8tMkl2BnzH+ofafq+otPWUeABzL+EjIV1fVm+fY7oeAZ7e7P6f5Q+HCzvmVwLuAw9tDlwO7zeevzqWlaohxfDrNl94/6Dz+GvhIW8SEtDQDw4jlNiH9Q+Ao4ItVtW6CMnvT/Ghs+/bQSVW172zblEbZkOL4HjRfhJ082RdvSTYCXg50+7JvVZ0023alUTasv68n6cungKfRfCb+LPCi9pQJaWkKQ/ycPPbl+kVVdde51CVpqLG8FU3iecf20IeBV1bVFZOUvydwRVVdPpd2peXEhLS0zCT5H+Dp7e4nq+qQScodABzX7l4D7FRVV82yzXvQ/MJ7BXAz8ICqOmeCciuAE4F92kNvqKp/nU2b0igbRhxP0ZfDMCEtzcqQ3pP36+cX3En2Ak4BxtaRvl9V/WQ2bUqjbDG9J0/S7ueAJ7e776uqw6cqLy1XiyWWkzwRGFu+6unA3YEj2n0T0tIUhhXHJqSlwRpiLH8UOLTd/c+qetls65I0sRXD7oCkhZNkC5rRjNBMtfv6ycpW1bdo1o4E2BJ44hyaPoTx/28+P1Eyum1zPfDGzqFnzqFNaSQNMY4lDdCwYrnf6cSq6jTg9M6hvWfbpjSqlsh78vGd7Z0XqE1pSVkssZxka8anJ/16VX1qUHVLo26xxLGkuRlWLCfZBXhWu/tr4JWzrUvS5ExIS8vLAcCm7fbZVXXeNOU/19n+qzm0+4TO9menKfu/NGvSAty1nYJF0rhhxbGkwVoKsfzrzvY2C9SmtJQshTjeurN9qyn6JQGLJ5bfRbNcxjXACwdYr7QcLJY4ljQ3w4rl5zM+O9hRg1iPWtKtmZCWlpcHdra/10f573a2Z5UYTrIJcK9+221HSZ8y13alEbbgcSxpXiyFWL5TZ9t1saRbW9Rx3I62fE7n0Anz3aa0RA09lpP8Jc3MYtCsV3nxIOqVlpGhxzGwdZJjkvwhyU1J1iQ5N8mHkjx2QG1Io25YsXxQZ/vYJJskOTzJd5NcnuSGJL9N8qUkT2+XnZQ0QwaOtLzcu7N9fh/lL+hs3znJlrNo8x7Aynb7qqq6Yobt3nvSUtLyNIw4ljR4izqWk9wJeFjn0HcnKystY4sujpNsmuRuSV4A/BC4a3vqF8CHB92eNCKGGstJVgMfaHdP6mxL6t9ieE9eBTyWZqaD2wBb0Xwn9mzgmCRnJLnbANqRRtmCx3I7TfhYuzcCNwFnAu8F9gG2BTYBdqSZFvx/gDOT3GWmbUnL3UbD7oCkBbV9Z3vaX1xX1Zok1wGbt4fuQDN92Ly12frtJNdLGk4cSxq8xR7Lb2f8B2Un9jFVmrQcDT2Ok2wKXD9NsROAp1bVdXNpSxphw47ldwI7ADcAz62qmkNd0nI17DheD5wB/Aj4fbt/J2A/4J5tmQcBZyTZp6p+Ooe2pFE2jFjelfGBm2uBbwC70cTxsTTJ6QL2pPnRyUqa0dgnJ3lgVTmbmNQnE9LS8rKqs93vF1LrGH9TXzVVwQG3OdH1koYTx5IGb9HGcpJDgIPb3T8BL5+vtqQlbtHGcesy4EVV9fl5bkda6oYWy0keBzyz3X1dVf1itnVJy9ww35NfBXykqi6b6GSSxwP/BWwH3A74apJ7VdUNc2hTGlXDiOXVne1t28flwF9U1endgkn2BI6hSXzvCBwFPGUWbUrLklN2S8vLZp3tm/q8pvsH8m2XSJvSKDOmpNGwKGM5yd40X5iNeU1V/WA+2pJGwGKI45uBV3Qerwc+DawBbg98OsnHkmwzgLakUTWUWE6yFfDBdvdHwDtmU48kYIjvyVX11smS0e35rwKPZjy5tjPw/Nm2J424YcTyFhMcO6Q3GQ3QfjY+uHPoSUl2n0Wb0rJkQlpaXrrT+W3c5zWbdrbXTVpqcbUpjTJjShoNiy6Wk9wP+HqnnU8Abxt0O9IIGXocV9UtVfWOzuOIqjoYuCNN/K4EngV8L8nWc21PGlHDiuX/oInVPwF/V1V/mmU9khbBe/JUqupsmun5xzx1PtuTlrBhf3cN8MOq+t/JClfV/wGntbuhmcZbUh9MSEvLy9rO9uaTltpQ95dlaycttbjalEaZMSWNhkUVy0nuDXwbGEtYfQY4zHUspSktqjjuqqobquqVwHvaQ/fA0ZfSZBY8lpMcBBzW7r6jqn400zokbWDRvid3fLaz/ZAkfi8v3dqwv7sGOL6Pa7plHjiLNqVlyTc+aXm5pLN9p+kKJ7kdG775TzoF0aDabO3Y2b50Fm1Ko2wYcSxp8BZNLCe5F80H6u3aQ58HnlFVtwyqDWlELZo4nsKbgbEflhySxKU7pFsbRiyPTdV9PvC6WVwvaUNL4T35gs72RoDLaUi3NuzvrgEu7uOabpltZ9GmtCyZkJaWl591tvtZ3+June2Lq+rqWbR5HjD2hfbqJP28Se/W2T5nFm1Ko2wYcSxp8BZFLLfJ6P+jWWsW4IvAwU4bKvVlUcTxVKrq98AV7e7GwD3nu01pCRpGLI/9CPtuwPVJaqIHcETnmkN7zkkat+jfkxn/gdhk+5KGEMtV9RvgmpleNsm2pCmYkJaWlx92th/eR/lHdLZnNYVYVd0AnNtvu+2URQ+ba7vSCFvwOJY0L4Yey+003d1k9JeBp5mMlvo29Dju00ad7ZUL2K60VCyVWJY0uaUQx93BF7cAVy5Qu9JSMqxY7rbbzwyf3dk9L59Du9KystH0RSSNkOOAG4BNgT2S7F5Vv5ii/JM721+aQ7tfAe7Tbj+l3Z/M/sDqdvuiqvrhFGWl5WhYcSxpsIYay20y+njGk9FfAZ5aVTfPtW5pGVn078lJdmX8b2uA3y1Eu9ISM4xY/lif5e4P7NFu/xL43izbk0bdon9Ppvk+bMwZVbV+gdqVlpJhxfKXgP3a7T/ro3y3zOlzaFdaVhwhLS0jVXUtzegngACvnaxskkczPlJ5bee62fgfYOwP7ackmXCqwHZ09Gs6hz4+hzalkTTEOJY0QMOM5ST3YcOR0V8FnmIyWpqZJfKe3F2b9pyqMiEt9RhGLFfVYf08eur/Xs85Sa3F/p7c/hj0HzqHPjffbUpL0RBj+TPA9e32nkkeM0W7jwL2bndvBr42h3alZcWEtLT8vJbmzRLgGUle0VsgyR7Af3cOvbWq1kxQbr9+1rCqqnM79W0MfCHJTj11rQTeCTyyPXQF8I4+70labhY8jiXNiwWP5c7I6O3aQyajpblZ0DhOcrsk305yYJJJZzxLsm2SjwCHdA6/pZ8bkpYp/76Wlr5h/G19ZpKnJNl0ijKPo/n7e4v20G+A901/O9KyNYzvri9lw++hP5HkwRPU90DgU51DH66q3059O5LGpMq/jaXlJsmLgPd0Dv0Y+CawjmY6sL8EbtOeOxH486q6cYJ69qMZYQVAVWWKNrcBTgbu3h5aB3wROI9mGsEnALu2524BnlBVx8zszqTlY0hx/FTgqT2HdwIe1G5f0ba1gap6cu8xSY2FjOUkW9G8746NjF5Lk6C6qY+u/raqPtNHOWnZGUIcj33ZdiXwfeDcdns9sA1wX5opBzfuXHp0VT1vhrcmLSvD+Pu6jz4dCRzR7n7MkdHS1BY6jjsJrmuB04CfAn+keU++I/Ao4F6dS64G9q2qH8/szqTlZUjfeW3atrFve2g98A3gTKCAPYHHASvb82cDD6uq62Z0c9Iy5hrS0jJUVe9tp8d+G+2aHIyvS9X1NeCZE72hz6LNPyY5APg0zbQmtwWeMUHRNcBzTUZLUxtGHNN8kH7SFOe3nea8pB4LHMtbMZ6MBlgF/Fuf155IM42ZpB4LHMfdX5RvDRzUPiZzNfDaqnr3HNqUloUh/X0taYCGGMdbAI9uH5M5BTi0qi4YUJvSyBrSd9c3JHk88CGatalXAH/RPnp9E3i6yWhpZkxIS8tUVb07yTeA59J8iXUXmjf4S2hGWnx80EnhqvpNkn2AvwEOBu4P3IFmhNavaaYNPbqqLhlku9KoGkYcSxo8Y1la+hYqjqvq6iR3Ag6gWTPvvsDONDMOraD5u/oPNKNIvgV8oarWzrVdabnwPVla+hY4jh8A7NU+7kWzLM62wCbAVcBFNCOnP1tV3x1Qm9KyMKTvrq8BnpLkz4BnAvsAO9D8nX0JzeyfH6+qbw2yXWm5cMpuSZIkSZIkSZIkSdK8WDHsDkiSJEmSJEmSJEmSRpMJaUmSJEmSJEmSJEnSvDAhLUmSJEmSJEmSJEmaFyakJUmSJEmSJEmSJEnzwoS0JEmSJEmSJEmSJGlemJCWJEmSJEmSJEmSJM0LE9KSJEmSJEmSJEmSpHlhQlqSJEmSJEmSJEmSNC9MSEuSJEmSJEmSJEmS5oUJaUmSJEmSJEmSJEnSvDAhLUmSJEmSJEmSJEmaFyakJUmSJEmSNDRJjkxS7eOEYfenX0kO6/T7wmH3R5IkSVqsNhp2ByRJkiRJ6pXkSOCIKYoUsBb4I3A28F3g41V12fz3TqMuyUrg4cCjgUcCdwK2BTYHrqF53f0YOB34clVdMKSuSpIkSdKi5whpSZIkSdJSFGBLYGfgCcA7gN8meV0Sf3ytWUmyIsnTgXOAE4HXAvsCuwFbAbcBtgF2B54CvB04P8lpSf5yKJ3WnC3VEdqSJEnSUuGHdEmSJEnSUnBcz/4KYGvgPsAm7bGNgX8F7pnkb6qqFrB/WuKSrAY+SzMqutcfgEuANTSvu+3bx5iHAl9N8r6qOny++ypJkiRJS4kJaUmSJEnSoldVB050PMlmwAuANwGbtoefQjO69b0L0zstdUl2BL5DM/J5zGU0I6AnnJI7yS7A44AXd6674zx3VYtIVX0U+OiQuyFJkiQtek7ZLUmSJElasqrq+qr6D+CJNOtKj3lNEj/zalpJNgY+x4bJ6E8Bu1bVOyZbH7qqflVV7wbuBfwtzehpSZIkSVIPP5xLkiRJkpa8qjoO+Frn0PbAnkPqjpaWNwJ7dfY/AhxSVdf2c3FV3dKOlN0T+OHguydJkiRJS5sJaUmSJEnSqPhaz/4ekxVMslmSZyf5XJILklyd5Pokv0lyTJLDk9y234aTbJ/k0CQfSnJ6ksuT3JTk2rbObyR5RZJt+qzvrkmq87hre3x1khcnOT7JRUluaM8fNkEdd2jb/FaSi5OsS3JzkmuSnJ/kuCT/lmTffkeTJzkoydFJzk2ypm3/4iQnJHlVkh36rOfIzr2d0Dm+S5I3JTkryZXtv8mFSf4nyaP6qXsmktyeZsrtMb8AXjyb9cer6tdV9fo+2twlyRFJTk7y+yQ3JrkiyU+SvCfJI/vs+6xfI+1zWt3jSTZK8tQkn29fH2vb8x+dog8PSPLm9jU/di9/THJ2kncmeXA/9zITSVYkeUT7HB6T5JdtX29u4+7HSd6fZP8+6rowSQFHdA7v2/O8dh+H9Vx/WOfchTO4h5GKI0mSJGk6riEtSZIkSRoVv+3Z33aiQkkOAd7GxOv93rl9PBb4lyTPq6pjpmo0yYeBQ5n4R9+3ATZv6zwIOCLJK6rqfVPVOUk7jwE+BkybrEryHOA/gC0mOL2qfewGHAC8GngRcNQU9e1Gs1buwyc4faf2sS/NVOlvqKq3TtfHCdp4Cc2azZv0nNqpfTw9ydHAC6vqlpnWP4mXApt19l9fVesGVPcGkmxEs9b53wMb95zepn3cB3hRkm8Az66qS2fYRt+vkZ7rdqGZpvwhfZa/Pc0a7U+e4PTW7eO+wEuTfAp4Xr8jzqdp90E0PzzZfpIi27aP+wHPT/I94GlV9bu5tj0IIxxHkiRJ0pRMSEuSJEmSRsVtevZv6i2Q5N9oErBdlwK/bMvftX1Ak7D+SpJnV9V/T9Hu/dgwGf0b4PfAtTTJ6N1pko20+0cl2aqq3jzN/XQ9FPhvxhOZFwAXA1sCd+8WTPJM4Oie68fucV3bhx1oklNpz086QjrJHsC3gNt3Dt8E/BRYS/N87dQe3xx4S5K7VdVz+r25JK8Cxp6PG9u6rwF2BO7WKfpc4Apu/W84W3/V2f4jzVrSA5dmneovAo/rOfVLmh9SbEWTjB77nuaxwClJ9q+qC/tspu/XSI+tge8w/rq/pO1X2PC5H7uX3YFvAjt3Dv8JOBe4nObHDvcFNm3PHQzcPcl+VbW2z3uZzPZsmIxeB5wPXAWsB+5Ac68r2/P7AKcleWBVXT5BfSe21+wG7NoeWwOcPkn7s05sj3gcSZIkSVMyIS1JkiRJGhX37NnfYHRpkhewYQLmW8BrquqMnnL3B95Nk8xaCXwgyY+q6ieTtHsT8Gng88C3q+rq3gJJ9gbeAoxNx/yGJMdVVb9rDh9Nk2j8MvCKqrqgU/fmNEnAsVG4/9657vvAS3rvsS17O+DPgWfRJPNuJckWwBcYT6KtB94KvK2qruq5vw/QJCIB/i7JWVX1nj7u7b7AI4Draf59PtgdpZzkgTTP71hC7RVJPlBVF/VR96SSbMeGr5mTqupWP2IYkDewYTL6ZODwqjq7pz+vA17YHtoF+HSSfarqT3200ddrZAJHtud+QjNi/MSxKcvTTOU+liQlySrg64wno9cCrwU+3E02J9msvY830YzUfSDwPuAZfdzHdM6nWef768A5VbXBazfJauA5NNNwb06TjP0A8Ne9FVXVoe01RzI+bffZVXXgAPrZ7dPIxpEkSZLUD9eQliRJkiQteUkCPL3n8Kmd8zvRTGE95r3AgRMlaqvqLODPgOPbQ5vSJJMnc0BVHVxVX5goGd3WeSqwPzA2/fdK4OVT1NlrFc1Uv3/dTTS2dV9XVZe0u3sB27Xb1wIHTXSP7XVXV9Vnq+ovaJJgE3k14yNHoUmivrqbRGvrOpUmGdZN2r8tyYTTpvfYGriF5nn8z94ps9uk/WNpRnxC8+P6Z/VR73QezPgIcZh8VOycJLkH8I+dQycA+3eT0QBVdXlVHU6TvB7zUOD5fTbV72tkouvOBvapqhO662dX1fqq+nWn7NsYT2heATy0qt7ZO/K5qq6vqv8HPJ7xHzscMoA1pY8H7l5Vb66qn/Qmo9u211TV24EDaV5XAE9sR3YPyyjHkSRJkjQtE9KSJEmSpFHwOuD+nf0fVNWvOvsvY3wK4Z8Af99NvPWqqpuBv6OZihjgoCS7TlK2r7Vx21GuL+scenySlZOV73E5zUjnSfvcunNn+5yqWtNn3261lmySTYHndQ4dW1WTJa5pk/F/C4z1cTP6T6a+vaq+N0XdF9BMeT3mEX3WO5Xb9+z3rkE+KC9h/PuX64HDqurGKcofCZzV2X9p+4OL6fT7GpnI86rqmqkKJLkDzb/vmMOr6typrqmqbwEf7hx6ySz61q1vXb/3176ePtPuhg2nZ18wyyCOJEmSpGmZkJYkSZIkLTlpbJPkwCTH0EwbPGY98MpO2RVsOBLwPyZKwPZq1+49aawamhHOc1JV59OsVQywBXCvPi/9ZJ+J7+s727u3UzXP1iMZX/saNpwKfEJV9QOaEcBj+k0CHtVHmRM72/fus96pbN2zf9UA6pxI9zn4wnRTJLejfruj+Xenv/vt9zXS68dV9f0+yh1MM/02wEU0U9T3o7v++qNn0rEBOLWz/ZAFbnvMqMeRJEmSNC3XkJYkSZIkLXpJ+h31uR54aVV9p3PsvsDqzv63Z9D02TTTdwM8CPjgVIWTPAB4OE2ieWua6ZB7R0F3k8Q7suH0vJM5afoiAJxJM7IyNPf8lSQvrqqf93l9196d7WuB/+vzuq8Aj2q390hy297pg3tcWFW/66PeizvbW/XZl6ls2rM/1ajlWWmnit+hc+hrfV761Z79vYGfTnNNv6+R2V63b2f7OzMYid2dmnyHJHesqt/3ee2kkmwJPIZmZoSdaGJtUzachv1One0d59rmLI16HEmSJEnTMiEtSZIkSRoVpwMvn2DK2vv17B/d3wzIAOzW2d5uskJJHk+zzvQ9+624tVWf5X41fRGoqouTfIrx9bT3B85Nchbwv8ApwKlVdWkf1XXv/acTrdc7iW4CciOaZOFUUztPtrZxr+s627ft85qp9E5nfrsB1Nlrt579H/dzUVVdleQ3wF0mqWcifb1G5nBdN472TfLNWba3HTDrhHSSbYA30cx60PujgqlsNds252jU40iSJEmalglpSZIkSdJScFzP/npgLXAlTeLmpKo6Z5Jrt+nZ//NZ9mHChGWSNwL/Mss6N5m+CABTru/b4wU099y9z/vTWWM7yTk0Uy7/V1V1R0x2dUeVXz6D9nvLrp6w1LiBj0zu05U9+71TeA9C773P9HkcS0hP9xzCzF4js7muG0e7to/ZmHXiP8kuNCOM7zJd2Qn0G2uDNupxJEmSJE3LhLQkSZIkadGrqgPncPlc1lHuWtF7IMkT2DAZ/TvgQzTTIP+KJql0fXfN6iQX0ox2nIl+R1VSVWuBA5P8FXA4sB+3/vx/7/bxqiRvBt4wwcjNbgLvphn0tTcxNpNRrAvplz37vSPpB6E3CTrb57Gf57Dv18gsr5u3OOpHuxb8ZxlPRhfN1OZfAs6imYr6uqq6oXPNYcBH5tDXQRj1OJIkSZKmZUJakiRJkjTqrupsX11VWw2w7td2ts8AHlNVV09zzaoBtj+pqvoS8KUkq4B9aNa23hfYi/HvAzYBjqSZuveVPVVc1dmeSZ+3nKKexeRHNKODx/q71zy0cVXP/iqadYT70X0ee+sZhquAbdvtl1XVfy5w+48F9uzsP6OqPjnNNQsSa9O4qrM9inEkSZIkTWtWv0qVJEmSJGkJ6a6tersktx9EpUm2Y8ME2SunS0Yn2YIFXsu2qtZW1bFV9ZqqegRwe+Dv2XAN5Zcn6Z0G+bLO9kymZ+4te9mEpYasHbV+UufQnkl2H3Azvffe1/PYjgbeeYp6hqEbR4N+nvrRnSXhpD6S0QB3nq/OzMBIx5EkSZLUDxPSkiRJkqRRd0rP/gEDqrc3gXt6H9c8jCF/Fq+qNVX1LuCpncMrgf17iv6gs71Lkjv02cTDOtuXTrFG9WLw/s52aBL1g/QTNpym+WGTFexxPzacIvvMgfVo9rpxNKgYmonuNPf9xBo0MwP0ozttefq8pl/LIY4kSZKkKZmQliRJkiSNtKr6A/DjzqEXD6jq28zimr8bUNtzVlXfBrojurfvKXJiZzvAM6arM8kmwNMmqWPRqapjaJLGY16Q5JGzra93hHW7nnE3efqMJP0kPA/tbN8EnDbbPg3QsZ3tXZMctMDtzyjektwL2LvP4td1tjebSTt9GPk4kiRJkqZjQlqSJEmStBy8vbP90CT/MIA6f9+zP2UiM8n+wFMG0O5UbfQ9urNNenWTfFd2z1fVL4H/6xz65yTbMrV/ArojQD/Yb3+G6AXAze32CuBzSfacovytJLlNkncCb53g9NGd7fsCh01T192AF3YOfbaqrppJf+bJV4HzOvvvTrL1ArbfjbfpYm0F8N4Z1P2HzvauM4mj6SyjOJIkSZImZUJakiRJkrQcfAo4ubP/70n+JclGU12UZLMkByf5Qe+5qvoN8MvOoXck2WaSevYDvsDgpwPu9cokH0xy3z7Kvh64bWf/hEnKVLu9DXDMZGtwJ3kWcGTn0Her6jt99GOoquoU4B87h24PnJDkH5NsOtW1SVYkeQZwLvBSJv73/Qzw887+UUkOnKAcSe4KfAPYpD10I/Dmfu5jvlXVeuBljL8edgVObEciTynJPZK8K8kr5tCF4zvbD0nywokKJbkt8AlgvxnU3Y3vrYG/nXHvpjbycSRJkiRNZcoP3pIkSZIkjYKqWp/kScD3adaiXQG8EXh+kk8BZwCXt8dXA3cHHkyzVu7mE1ba+HfgqHb7XsBPkhzVtnNT29YTgL+iSVZ+g2aU7J0HeX8dmwLPBZ6b5Fzg28CPaEaXXgts0fbzacBDOtd9uqrO66mLqjohyf8DXt4eegjwsyRH0yT41wJ3bevrJlmvAp41sLuaZ1X1rnZU7L/TrKe9Bc2o+n9KchxwEnAJzX2tBnYAHk5zz9tNU/eNbdL6ZJpE86bAN5J8EfgicDGwFfAo4Dlt22NeWVU/G8xdzl1VHZvk1Ywnye9D85r/OvAt4AKa6a9X0TxH96e5r/u05V83h+Y/B7yJ8dg5KskBwGdpnsNVNK/PZ7dlbgb+mz6mya+q85KcCTyoPfShJP8MnM+Ga4C/q6qOv1UF09e/LOJIkiRJmowJaUmSJEnSslBVlyZ5KE0Ca2zK3zvTTI87W+8H9gee1O7vALxhkrI/BA4BzppDezNxz/Yxne8Az5vi/CtokrT/0O5vA7xqivJ/AA6sqgv7aHvRqKp3JvkZ8B5gbC3o7WjW/J123V/gVCaespuq+kE7KvrLwO1ofpzwJMZfN7e6BPjnqnpn3zewQKrqLUkupfkhxqY0P+J4fPuYz3ZvTPJUmtfr2Mj+J7aPXn+imfb8Fvpft/25ND/gGJvlYLf20fXlvjt8a8sijiRJkqSJOGW3JEmSJGnZqKpLaUZsPg04k/FpdCdzHs2o2T0mqa+AvwH+FbhmkjrWAG8B9l6AtYA/B7yTDdf6nczPadZPPqCq1k5WqBovoxktfsYU9V0L/Cdwn6o6u+8eLyJV9b80I8gPBU5kw9GxE7mGZhTuo6vqYVV16hR1nwDcG/gQcMNkxWjWG967qiZMbi8GVfURmlkE3gtcPU3xa4FjaJ7Tt09Tdrp2TwP2Ak6ZothpwMOr6kMzrPssmn+fI4Dv0syYMN2//0zqXzZxJEmSJPVK89lZkiRJkqTlJ8l2NFMv70AzFfOfaKbJ/RXw06q6ZAZ1bUEz8np3YDOahNaFwIlVdfNAO95ff7YB7gfsQjMac2Oa6ZR/D/yoqn4xy3rvTPOcbU9zn3+kmdr45KoaWAJvMWjXI94LuCOwLc307VcDVwBnAz9v11aeab2b0bxWdqZZs/hamn+Xk6rqssH0fmEkWQk8kCaRvw3Na+I6minOfw6cMx+v/yT3BB5Gs+b39TQjik+vql8Puq35sJziSJIkSTIhLUmSJEmSJEmSJEmaF07ZLUmSJEmSJEmSJEmaFyakJUmSJEmSJEmSJEnzwoS0JEmSJEmSJEmSJGlemJCWJEmSJEmSJEmSJM0LE9KSJEmSJEmSJEmSpHlhQlqSJEmSJEmSJEmSNC9MSEuSJEmSJEmSJEmS5oUJaUmSJEmSJEmSJEnSvDAhLUmSJEmSJEmSJEmaFyakJUmSJEmSJEmSJEnzwoS0JEmSJEmSJEmSJGle/H/AV0poYFIZxAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "textstr = 'A'\n", "props = dict(boxstyle='square', facecolor='white', alpha=1)\n", "fig, ax = plt.subplots(figsize=(30,20))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(y=\"Dist2\", x=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2, ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n", "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n", "ax.set_title('')\n", "ax.set_xlabel('Pearson Correlation', fontsize=36)\n", "ax.set_ylabel('Distance Types', fontsize=36)\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n", "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n", "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Correlations of Selected Measures (Full Sample - Figure B1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "SMALL_SIZE = 24\n", "MEDIUM_SIZE = 28\n", "BIGGER_SIZE = 32\n", "\n", "plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n", "plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n", "plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n", "plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n", "plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlations Between Facebook and Selected Distance Measures, Using Full Sample." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B3.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Correlations of Selected Measures (Common Sample)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# List of measures by Type Common sample\n", "corrs3m = corrs_com3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "\n", "spear_corrs3m = spear_corrs_com3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "\n", "# List by Type FB Only Common Sample\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].max()])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B1-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Regression Analysis and Partial Mantel Tests" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Some functions required for the analyses\n", "# Regressions\n", "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n", " cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n", " '''\n", " Create sample dataframe based on variables\n", " First variable is dependent variable\n", " It adds dummies for FE\n", " Adds cluster variables\n", " '''\n", " if len(myvars)<2:\n", " print('A regression needs at least one dependent and one independent variable!')\n", " pass\n", " else:\n", " k = 0\n", " for v in myvars:\n", " if k==0:\n", " mydf = (df[v].isnull()==False).astype(int)\n", " k += 1\n", " else:\n", " mydf *= (df[v].isnull()==False).astype(int)\n", " mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n", " if zscores:\n", " mydf[myvars] = mydf[myvars].apply(zscore)\n", " myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n", " if FE:\n", " dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n", " dummies = dummies.T.groupby(level=0).sum().T\n", " dummy_columns = \" + \".join(dummies.columns)\n", " myeq += ' + ' + dummy_columns\n", " mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n", " clustercols = []\n", " for v in cluster_cols:\n", " mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n", " clustercols.append('cluster_'+v)\n", " return [mydf, myeq, clustercols]\n", "\n", "# Partial Mantel Test\n", "def mymantelreg(Dist1, Dist2, ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n", " '''Compute Mantel test between Distance 1 and 2'''\n", " np.random.seed(seed)\n", " othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n", " mydist = df[codes + measures].copy()\n", " mydist = mydist.dropna().reset_index(drop=True)\n", " myvars = [Dist1, Dist2]\n", " for y in myvars:\n", " [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " #print(results1.summary())\n", " mydist[y + '_res'] = results1.resid\n", " results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " #print(results1.summary())\n", " results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " #print(results1.summary())\n", " r1 = results1.rsquared\n", " otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n", " mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n", " mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n", " mydist = mydist.values\n", " np.fill_diagonal(mydist, 0)\n", " mydist = (mydist + mydist.T)/2\n", " mydistor = mydistor.values\n", " np.fill_diagonal(mydistor, 0)\n", " mydistor = (mydistor + mydistor.T)/2\n", " otherdist = otherdist.values\n", " np.fill_diagonal(otherdist, 0)\n", " otherdist = (otherdist + otherdist.T)/2\n", " mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n", " mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n", " return mymantel, r1, mymantel_semi\n", "\n", "# NO FE\n", "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n", "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n", "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n", "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n", "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure B1-B\n", "## Partial Correlation (Residuals on Residuals)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].max()])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B1-B.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Figure B1-C\n", "### Semi-Partial Correlation" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Semi-Partial Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B1-C.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Figure B1-D\n", "### Semi-Partial $R^2$" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'Figure-B1-D.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Robustness - By Type of Distance (Figure B2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure B2-A\n", "### Semi-Partial $R^2$ (Joint)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Semi-Partial R^2\n", "FBcorrRegs = FBcorr.copy()\n", "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n", "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n", "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n", "allcols = FBcorrRegs.Dist2.tolist()\n", "for m in set(FBcorrRegs.DistType):\n", " mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n", " diffcols = list(set(allcols).difference(set(mcols)))\n", " myvars = ['FBDist'] + allcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " r1 = results1.rsquared\n", " myvars = ['FBDist'] + diffcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'Figure-B2-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Figure B2-B\n", "### Semi-Partial $R^2$ (Individual)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Semi-Partial R^2 by measure controlling for all measures of all other types\n", "FBcorrRegs = FBcorr.copy()\n", "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n", "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n", "allcols = FBcorrRegs.Dist2.tolist()\n", "for m in set(FBcorrRegs.DistType):\n", " mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n", " diffcols = list(set(allcols).difference(set(mcols)))\n", " for m1 in mcols:\n", " myvars = ['FBDist'] + diffcols + [m1]\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " r1 = results1.rsquared\n", " myvars = ['FBDist'] + diffcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'Figure-B2-B.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2 Panel B" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# New dataframe\n", "df = pd.DataFrame([['Facebook', 59170], ['WVS', 130]], columns=['Measure', 'Interests'])\n", "\n", "# Color scheme\n", "sns.set_style(\"white\")\n", "\n", "textstr = 'B'\n", "# these are matplotlib.patch.Patch properties\n", "props = dict(boxstyle='square', facecolor='white', alpha=1)\n", "\n", "fig, ax = plt.subplots(figsize=(30,20))\n", "palette = dict(zip(df.Measure.unique(), sns.color_palette(\"coolwarm\", n_colors=2)))\n", "palette = {'Facebook': (0,0,0),\n", " 'WVS':(0.43581480630588237, 0.57070730315294116, 0.95171738128235295)}\n", "sns.barplot(x=\"Measure\", y=\"Interests\", data=df, palette=palette, ci=None, saturation=1, ax=ax)\n", "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n", "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n", "ax.set_yscale('log')\n", "ax.set_ylim([10, 100000])\n", "ax.set_title('')\n", "ax.set_xlabel('Measures', fontsize=36)\n", "ax.set_ylabel('# Dimensions', fontsize=36)\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in df.Measure.unique()]\n", "ax.legend(handles=handles, labels=df.Measure.unique().tolist(), prop={'size': 30}, loc='upper right')\n", "ax.text(-0.11, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n", "plt.savefig(pathshare+'Figure-2-B.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Principal Component Analysis" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "SMALL_SIZE = 24\n", "MEDIUM_SIZE = 28\n", "BIGGER_SIZE = 32\n", "\n", "plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n", "plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n", "plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n", "plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n", "plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Figure 2 Panel C" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Color scheme\n", "sns.set(color_codes=True)\n", "explained = pd.read_stata(pathout + 'PC_Explained_Variance.dta')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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ZNm1ajjrqqNx8883NhhLGjx+ffv365cQTT8yBBx6YPn3+8+u9l19+OUceeWRhG6ZLL720aOhj6tSpOeaYYwqBj1133TU//vGPm/zMvfDCCznllFPy6quvZtasWTnqqKNy2223ZeDAgc3W16tXrxx55JH55je/2ei9MGXKlBx11FGFgNlVV12Vww8/vPB42267bbbddtvC13CZY445pkmXkaqqqkLgo6ysLKeddlq+8pWvNJpTV1eXW265JT/60Y9SV1eXKVOm5Pe//30OPfTQkvUDAAB0Nc33swQAAABa5Ywzzih8cFlbW5uTTz65ydYGq4ojjzwy3/rWt5p0Wjj88MOzySabFG7X1dXlqKOOymGHHdZoC4aysrIcddRR2XTTTQtjDT/4L2XvvffOeeed1yjwkSSjR4/Otddem/XXXz/J0pDApZde2uT+t912W/71r38lWdph5YYbbmgS+EiWdtS4+OKL87nPfS7J0hDGhRde2GJ9u+66ay688MKUl5dn4MCB+chHPpKvfe1rLd7vg6677rpMnjw5SdK3b9/89re/zb777tso8JEkG264Ya644orstttuhbFzzjmn8EF8e5k8eXJuvfXWwu0TTjghRx99dKPAR7I0VHP55ZcXthyZN29ebr755sL5559/PnfddVfh9kknnZTjjjuu0Yf8STJw4MCceOKJjbqY3HLLLXnhhRearbNv37656qqrGgU+kqUdSU488cTC7bq6uvTr1y+//vWvGwU+kmTYsGH58Y9/XLj91ltvpbKystnnTZIzzzwzX/va1xptBVNWVpaDDz64UVjlz3/+c5566qlG950/f34uuuiiwu3/+q//ymWXXdZkW5GysrJ86UtfypVXXlkIbrz66qu54YYbWlXfV77ylUaBjyT50Ic+1Ki+qVOnFgIWDV1wwQV5//33kyQf//jH86tf/apJ4CNJttpqq9xwww0ZOXJkkuTNN9/MjTfe2GJ9Rx99dL773e82eS9stNFG+fnPf174ui5YsCCPPfZYi49XzNNPP134Wdlpp52aBD6SpFevXvnyl7/cKOizLOAFAADQXQh9AAAAQBsYPnx4fvCDHxRuv/rqq0WDC51t9dVXz+GHH170XFlZWaMQxYABA0qGHsrKygp/kZ8s7a7RnIEDB+ZHP/pRk+DDMkOHDs1xxx1XuH333Xenqqqq0Zzf/e53hePvfve7hTBCqfpOPPHEQljloYceyttvv91sjV//+tdL1rc8rr/++sLxuHHjss0225Sc26dPn5x55pmFAM7MmTNz5513rnQNzbnnnntSV1eXJKmoqMhhhx1Wcu7aa69d6BSx2mqrZeLEiYVzDV/nhz/84Ra7J3zrW9/KFltsUbh99dVXNzt/n332SXl5edFz2267baPQ0p577llym5sPf/jDjQItLb1XP/7xj5fcXihJvvCFLzTaXueOO+5odP7Pf/5zZs6cmSTp169fzjjjjEbhkQ/aYYcdcvDBBxdut/R1GTVqVD7/+c+XPP/Rj340Q4YMKdxuuBVSsvT133PPPYXbp59+eqNQ1wcNHjy40RYsDb/vpeY3914oLy/PmDFjStbXWsu27UmSRYsWNTv34IMPzg9+8INcdNFFOfXUU1fo+QAAAFZVQh8AAADQRg4++OBGoYkrr7wy//73vzuxoqa23XbbJn9939Baa61VON5iiy0yaNCgknPXXHPNwnHDD2CL2XPPPRt9EF1qzrJtLRYtWtSoe8i0adPy+uuvF25//OMfb/axkqUdPz70oQ8Vbj/++OMl5/bu3btRiGVFTZo0qbC1RpIccMABLd5nnXXWyac+9anC7X/+858rXUdzHnjggcLx3nvv3WLQ5Zvf/Gbuu+++/Otf/8rPfvazwnjDOg844IAWH6esrCxf/vKXC7cfffTRZufvsssuJc/17t270ftvhx12aPZ5G3aXaem92jCAUcoXv/jFwvGDDz7Y6FzDr8unPvWpVm0PdNBBBxWO33333Ubv9Q/66Ec/2uxj9erVKxtuuGHh9gdf76OPPpra2tokSwMkxTp8fNBuu+1W+P5OnTq12aDGtttu2+z2NEkabdXS0vejlIbBkWeffTannXZaZsyYUXTuJptsksMPPzx77rlns9s8AQAAdEV9Wp4CAAAAtEZZWVnOOuus7LPPPpk/f35hm5dbbrklffv27ezykiQbb7xxs+cbbhex3nrrtXpufX19s3NbE6hYbbXVsummm+b5559Pkrz00kuFrU+WbeuyzCWXXNLi4yXJnDlzCsfFtrlYZvjw4YXteVbGyy+/XDgeOnRoyU4VHzR27Nj86U9/SpJ2Dwo1DBR8cDuUYgYPHpzBgwc3GqusrGy0TUprAzNjx44tHM+cOTPTp08vbOvzQS2FEZbnvdrw56+592pZWVm23377Zh8rSbbeeuvC8YwZMzJ79uxCCKXh96+1X5eKioqsueaamT17dpKl7/3Ro0cXnbtsq5XmNAxrLVmypNG5ZT9fSVJVVZXTTz+9VTX27du3sGXVhAkTSn5/Gm4RtSL1tdbo0aOz884755FHHkmS3HTTTbn55puzxRZbZOedd87HPvaxjB07tsUACgAAQFcn9AEAAABtaKONNsoxxxyTM888M0nyyiuv5Iorrsh3vvOdTq5sqZa6bTTUcEuMldXSh/LLrLvuuoXjWbNmFY7fe++9RvP+8Ic/LHcNDQMgH9SwE8TKaFjzBhts0Or7NQw+NHyMtrZ48eLMmzevcLvh13t5fLDGhp0lmvPBr8msWbNKhj6W53vSVu/VYcOGNQm4FPPB9/N7771XCH0sC24ky/8eWHbfho/xQauvvnqLj9VwO5kPhlwa/ixVVla2+c9Sc92BWlPf8jjvvPNy2GGHFQJd9fX1eemll/LSSy/lyiuvTL9+/bLDDjtk9913z5577tmokxEAAEB3YXsXAAAAaGPjxo1r1C3g8ssvzyuvvNKJFf1Hw+4IHam1XTQabj2zaNGiwnHDoMKKqq6ubtXzroyqqqrC8fJ0Dmk4d8GCBW1SSzEfDBOs6Otu+DqTFfv+Js1v7dG7d+/lL2wltSawkKRJ94i5c+cWjht+bVoT0Fim4demPb8u7f2z1JHft7XWWiu33nprTj311Gy22WZNzi9atCgPP/xwfvrTn2a33XbLz372s0K3EgAAgO5Cpw8AAABoYw23eVm4cGFqampy8skn5+abb26X51vR7RE6UsMAR3MaftjdsCtJww/EP/ShD+WPf/xjm9XWlhqGH5r74P6DGn6I3lYBlGI++NgrGjD5YJhh/vz5reqQ8cGwQFtsqdOWVuR9mjR+HQMHDiyEQJoLR3xQw7nt+XVpGFj52te+llNOOaXdnqsj9O3bN4ccckgOOeSQTJkyJf/4xz/y2GOP5cknn2zUkaampiZXXXVV3nrrrVx22WWdWDEAAEDb0ukDAAAA2sEmm2yS73//+4Xb//73v/OrX/1quR+nNYGOtvjL/fZWWVnZqnnTp08vHK+zzjqF46FDhxaOp0yZkrq6ujarrS0NGzascDxt2rRW32/q1KmF47XXXrtNa2po8ODBjbq9tPb7snDhwka3l21lssw777zTqsf54Lz2fK0rYvbs2a36mfvg97bh9jYr8h6or69vNLc9vy4Nv3dvvfVWuz1PZ9hoo41y8MEH5+KLL84jjzyS2267Ld/5zncaXUseeOCBPPLII51YJQAAQNsS+gAAAIB28rWvfS3bbrtt4fall16a1157rcX7NfxQvqVODPX19Y0CA6uq1mxvU1VVlVdffbVw+yMf+UjheIsttmg07/nnn2/V8/71r3/N/fffn1deeWW5ui6sqC233LJwPGfOnEycOLFV93vmmWcKxxUVFW1e1zJlZWWNtsF46aWXWrxPZWVlPvKRj2SXXXbJgQcemAULFmS99dZr9EF6w/qb03DekCFDsu666y5H9e1v0aJFjd6DpfzrX/8qHG+00UZZY401Crcbvgda+3V5/fXXG20R057vgYY/S0899VSrtjtZsmRJbr755jz88MN54403UlNT0271LY/33nsvTz31VJNti5Kl7/Utttgi3/3ud3PrrbdmrbXWKpx7/PHHO7JMAACAdiX0AQAAAO2kV69eOeuss9KvX78kS7cXuPDCC1u8X8OtM1rqFPD00093SJhhZf31r39NbW1ts3Nuv/32wofJQ4cObfTh+ZgxYxqFDK677roWn3PatGk55phjcuSRR+YLX/hC7rzzzhWsvvXKy8uz/vrrF263ZkufmTNn5sEHHyzc3nnnndultmV22mmnwvHdd9/d4vyHHnooydIP2N9///3CFjEf/ehHC3NuueWW1NfXN/s49fX1ufXWWwu3P/axjy1P2R3mjjvuaHHO+PHjC8ef/OQnG51r+Lruv//+RluMlNLwfTJs2LBGwZy21rC+qqqq3H777S3e5y9/+Ut++MMf5hvf+Eb23HPPTJkypd3qW6asrKzZ8/vtt1922WWXfOUrX2nxe7beeutl++23L9yuqqpqkxoBAABWBUIfAAAA0I7Ky8vz3e9+t3C7NR82jhw5snD85z//uWRYoqamJueee+5K19gRpk6dmksvvbTk+bfffjsXXXRR4fZBBx2U1VZbrXC7rKwsBx98cOH2XXfdlfvuu6/k49XX1+d///d/CyGSQYMGZa+99lqZl9BqX/nKVwrH1113XZ577rmSc+vq6nLaaacVui0MHDgwe++9d7vWd+CBB6ZXr6W/EpowYUJuuummknPnz5/faFuifffdt3A8bty4wvGLL76Yq666qtnnveqqqxp1Fvnyl7+8vKV3iOuvv77Zbh833XRTnn322SRJ7969c9BBBzU6v/feexe2I1q0aFF++MMfNrsd0XPPPZcbbrihcPuAAw4ofH/aQ0VFRaPgx3nnnddsiOP999/PeeedV7g9duzYlJeXt1t9yzTseFSss0jDLkp/+MMfMn/+/JKPVVtbmwkTJhRud0T9AAAAHUXoAwAAANrZ17/+9Wy99datnr/77rsXjqdNm5YTTzyxSTePN954I4ceemijbSZWdZdeemkuuuiiJttJPP300xk3blzef//9JMnw4cPzjW98o8n9DznkkGy88cZJloY6vv/97+d3v/tdk1DMu+++m+OOOy73339/Yex//ud/Gm3B0Z4OPvjgQnCnpqYmX//613P77bc36YTx7rvv5sgjj2xU5+mnn14IDLSXkSNHNgpc/OQnP8nVV1/d5Os4ffr0HHHEEZk8eXKSZN11120UvPnIRz6Sz33uc4Xb5557bi644IImWxItXLgwF154Yc4555zC2H777Zddd921TV9XW1m0aFEOPfTQPPLII43GlyxZkquvvjo//vGPC2MHH3xwk61YBgwYkGOOOaZw+/7778+RRx6Z6dOnN5pXX1+fO+64I1//+tcLoYbRo0fn29/+dhu/oqaOP/74Qqhqzpw5+e///u/8/e9/bzLvxRdfzKGHHlrYQqp37945/vjj272+ZOn2P8sU24bo4IMPTu/evZMkEydOzHe+85289dZbTeZVVVXlpJNOyptvvplkaSelhu9bAACArq5Py1MAAACAldG7d++cffbZ+eIXv9gk8FDMdtttl1133TUPP/xwkqVdLf7xj39k7NixGTx4cCZPnpznnnsu9fX1WWONNfLZz342N954Y3u/jJWy/fbb56mnnsqll16aG2+8Mdtvv30GDRqU1157LS+++GJh3pAhQ3LRRRc1+sB3mUGDBuWSSy7JoYcemtmzZ6empiZnnXVWLrvsssLjTZ06Nf/617+yaNGiwv0+85nP5Jvf/GaHvM5ldf7iF7/IIYccklmzZqW6ujonnHBCLrjggmyzzTYZOHBg3n777Tz77LONOhiMGzcuX/ziFzukxlNOOSUTJkzIs88+m9ra2px99tm58sorM3bs2AwaNCjTpk3Lk08+Waivf//+Of/885t8X84444xMmTIlzz//fOrr63PFFVfkuuuuy4477phhw4Zl1qxZefLJJxt1uNl2221z+umnd8jrXBGDBg3KzJkzc9hhh2XzzTfP5ptvnsWLF+fJJ59MZWVlYd6OO+6YE044oehjHHTQQZkwYUKhg8eDDz6Yf/zjH9luu+0yYsSILFiwIM8991yj7ZvWWWedXHTRRYXtc9rTlltumf/93//NKaeckiVLlqSysjKHH354Ro4cmQ9/+MMpKyvLG2+80ehnM0lOPPHERh022tPIkSMzc+bMJMlpp52Whx56KL169cqBBx6YsWPHpqKiIkceeWQuueSSJMk///nP7LXXXtlyyy0zfPjwDBw4MO+++26eeeaZQheQsrKyDglWAQAAdCShDwAAAOgAo0ePzlFHHZULL7ywVfMvvPDCHHXUUXniiSeSLN1i4YEHHmg0Z5NNNsn555/fJbp9HHHEEdlyyy3zu9/9LrNnz85f//rXJnPGjBmTCy+8MGPGjCn5OJtvvnluueWWHH/88XnmmWeSpOTj9e7dO1/72tfygx/8IGVlZW33YlphzJgxufXWW3P88cfnqaeeSrK0c8Y999zTZO7gwYPz4x//uN23dWmoX79++d3vfpef/OQnGT9+fOrr6/Pee+/lL3/5S5O5w4cPz3nnnZftttuuybmBAwfm2muvzRlnnJFbb701dXV1qa6uzoMPPthkbq9evfKNb3wj3//+9xtt3bGqueSSS/LTn/40b7zxRl555ZW88sorjc6XlZXly1/+ck455ZRGWxB90I9+9KOMGjUqP//5z1NdXZ3a2to88cQThZ/phnbbbbf87Gc/y7Bhw9r89ZSy7777Zt11180Pf/jDQiePN998s9ARo6E11lgjp556ar7whS90WH1f//rX88wzz6S+vj7z58/PnXfemWTp1ixjx45NknznO99Jr169cumll6ampiZLlizJ888/n+eff77J46211lo59dRTdfkAAAC6nVX3X9gAAADQzXzzm9/MvffeW3Srgg8aMmRIrr322tx7772588478/zzz2fmzJkZMmRIRo4cmb322iv7779/BgwY0CVCH8nS7hK77757brjhhjz77LOZPXt2hg4dms033zyf/exns88++7QqDDBixIjceOONeeSRR3LPPffk6aefzowZMzJ//vysvvrq2WSTTbLTTjtl//33L2yz0hk23HDDXH/99fnnP/+ZP//5z3n66adTWVmZBQsWZI011shmm22W3XbbLfvtt1/RzibtrV+/fjnrrLNyyCGHZPz48Xnssccyffr0zJ8/P0OGDMnmm2+eT3/60/niF7+Y/v37l3yc/v3754wzzshhhx1WeJypU6dm3rx56d+/f8rLy7Pzzjtnv/32yyabbNKBr3DFbLzxxrn99ttzww035O67784bb7yRxYsXZ/jw4fnYxz6WAw88MJtvvnmrHuuQQw7J5z//+dxyyy15+OGHM3HixMyZMyd9+vTJhhtumO233z6f//zns8MOO7Tzqypu5513zl/+8pfcfffdefDBB/Piiy9m1qxZqampyRprrJFNN900u+22W/bdd98O747xqU99Kr/61a/ym9/8Jq+88kqqqqoyaNCgLFy4sNG8I488Mp///Oczfvz4PPnkk5k0aVLmzp2b3r17Z6211sqYMWPyiU98Ip///OczaNCgDn0NAAAAHaGs/oMbygIAAABAD7LZZpsVju+///6MGDGiE6sBAACA1uvV2QUAAAAAAAAAALD8hD4AAAAAAAAAALogoQ8AAAAAAAAAgC5I6AMAAAAAAAAAoAsS+gAAAAAAAAAA6IKEPgAAAAAAAAAAuqCy+vr6+s4uAgAAAAAAAACA5aPTBwAAAAAAAABAFyT0AQAAAAAAAADQBQl9AAAAAAAAAAB0QUIfAAAAAAAAAABdkNAHAAAAAAAAAEAXJPQBAAAAAAAAANAF/X99e97Tqds8MQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "textstrC = 'C'\n", "# these are matplotlib.patch.Patch properties\n", "propsC = dict(boxstyle='square', facecolor='white', alpha=1, edgecolor='k')\n", "fig, ax = plt.subplots(figsize=(30,20), facecolor='w', edgecolor='w')\n", "plt.plot(np.cumsum(np.hstack([0, explained.FB_Explained_Variance[:35]])), label='Facebook', color='k', linewidth=6)\n", "plt.plot(np.cumsum(np.hstack([0, explained.WVS_Explained_Variance[:11]])), label='WVS', color=(0.43581480630588237, 0.57070730315294116, 0.95171738128235295), linewidth=6)\n", "plt.xlabel('Number of components', fontsize=36)\n", "plt.ylabel('Cumulative explained variance', fontsize=36)\n", "plt.legend(loc='upper left', prop={'size': 30})\n", "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n", "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n", "ax.text(-0.075, 0.99, textstrC, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=propsC)\n", "plt.tight_layout()\n", "plt.savefig(pathshare + 'Figure-2-C.pdf', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Figure B11-B\n", "### Variance explained by PC (covariance)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10), facecolor='w', edgecolor='w')\n", "plt.plot(np.cumsum(np.hstack([0, explained.FB_Explained_Variance])), label='Facebook')\n", "plt.plot(np.cumsum(np.hstack([0, explained.WVS_Explained_Variance])), label='WVS', color='r')\n", "plt.xlabel('Number of components', {'size':MEDIUM_SIZE})\n", "plt.ylabel('Cumulative explained variance', {'size':MEDIUM_SIZE})\n", "plt.xticks(fontsize=SMALL_SIZE)\n", "plt.yticks(fontsize=SMALL_SIZE)\n", "plt.legend(loc='upper left', prop={'size': SMALL_SIZE})\n", "plt.savefig(pathout + 'Figure-B11-B.pdf', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Variance explained by PC (correlation)\n", "### Figure-B11-A" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "explained_std = pd.read_stata(pathout + 'PC_Explained_Variance_STD.dta')\n", "fig, ax = plt.subplots(figsize=(15,10), facecolor='w', edgecolor='w')\n", "plt.plot(np.cumsum(explained_std.FB_Explained_Variance), label='Facebook')\n", "plt.plot(np.cumsum(explained_std.WVS_Explained_Variance), label='WVS', color='r')\n", "plt.xlabel('Number of components', {'size':MEDIUM_SIZE})\n", "plt.ylabel('Cumulative explained variance', {'size':MEDIUM_SIZE})\n", "plt.xticks(fontsize=SMALL_SIZE)\n", "plt.yticks(fontsize=SMALL_SIZE)\n", "plt.legend(loc='upper left', prop={'size': SMALL_SIZE})\n", "plt.savefig(pathout + 'Figure-B11-A.pdf', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }