{ "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" }, "tags": [] }, "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": "subslide" } }, "source": [ "## Robustness Analysis\n", "## Robustness to Gender Below Median" ] }, { "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": [ "mytype = 'gender'\n", "cut = 'below'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pathfb = './data/'\n", "pathfbor = './data/OriginalData/'\n", "pathregs = pathfb + 'Regs/'\n", "pathsamples = pathfb + '/DemographicData/' \n", "\n", "pathout = pathregs + 'Representativeness/'\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)\n", "\n", "pathout = pathregs + 'Representativeness/' + mytype + '/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathout = pathout + cut + '/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathshare = pathout" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Import Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n", " warn(msg)\n" ] } ], "source": [ "# Type of distance measure\n", "m = 'Cos'\n", "\n", "# Import all data\n", "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n", "\n", "# Import all distances\n", "mypairs = pd.read_stata(pathregs + '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)\n", "\n", "# Import samples\n", "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n", "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n", "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')\n", "\n", "# Generate cutoffs\n", "if cut=='above':\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]>sample_repr['diff' + mytype].median()).astype(int)\n", " sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]>sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n", "else:\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]" ] }, "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": { "slideshow": { "slide_type": "subslide" } }, "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", "\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": [ "# 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", "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n", "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\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", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\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", "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\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", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\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" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Common Sample\n", "corrs3m_copy = corrs3m.copy()\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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\n", 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" ] }, "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 B8)" ] }, { "cell_type": "code", "execution_count": 14, "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": [ "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']\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'].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-B8-A.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": 15, "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'].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-B8-B.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": "markdown", "metadata": { "tags": [] }, "source": [ "## Figure-B8-C\n", "## Partial Correlation (Residuals on Residuals)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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/lNKdVZzPP1maMPwni2sxuSThF8D2KaUv8oytXlJKw4ENyI3WPkHulTAtsmUcuVtgjwL6pZReWq7uFHLX++fkzmURuWvyX3LPXW6eUqrpvb4NdQ7/A75O7vvwArk/XnQgd43fBa4ll3yu8LOppr2F5J63Lh/9LcvaehY4IJvpuiY/Ai4FPiR3m27fbKnVLMHZ+WwNXMjSZ7DJPl8EbJVS+k9t2qqlD8j9Pt1A7rnh6eSu30zgFXK36u+UUppZXQOStKaKBpw8T5IkSZKk1cYRWkmSJElSQTKhlSRJkiQVJBNaSZIkSVJBMqGVJEmSJBUkE1pJkiRJUkHyPbQFoGvXrqm0tLSxw5AkSZKkRvHmm29+mVLqtvx+E9oCUFpayqhRoxo7DEmSJElqFBExvqr93nIsSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpITT6hjYieEXF1RIyNiPkRMTkiHo2IPevZ3uCISCtZZjf0eUiSJElSU9OisQNoTBGxFfA3oEu2aybQFdgf2C8izkkpXVbP5hcBU6s5NqeebUqSJEmSMk12hDYi2gCPkEtm3wa2SCl1BDoDVwABXBoR365nF6+llHpWs2zYICchSZIkSU1YUx6hPQnoC8wGDkgpfQ6QUpoJnBkRGwIHAZcCzzRWkJIkSYLFixczdepUZsyYweLFixs7HEl11Lx5c9q2bUuHDh1o3749EdEg7TblhPbobD2sPJldzuXkEtr+EbFJSmnMaotMkiRJFcrKyvj0008pKipivfXWo1WrVg32j2FJq15KiSVLljB79my+/PJL5s2bR/fu3Rvk97hJ3nIcEe2BbbPNp6sp9g9gRvZ5j1UelCRJkqo0bdo0WrRoQa9evSgqKjKZlQpMRNCiRQs6depE3759mTNnDrNmzWqQtptkQgtsSu4ZWYDRVRVIKZUBH2abm9Wjj80jYnREzIuIWRHxXkRcGRHr16MtSZKkJmv27Nl06tTJRFZaCzRv3pySkhJmzpzZIO011YS2V6XPE2ooV36sVw1lqtOVXOI8F2gNbA6cBoyOiKPq0Z4kSVKTNH/+fNq2bdvYYUhqIO3atWPu3LkN0lZTTWiLK32eV0O58qvcrg5tTwB+C2wBtE4pdcnq7we8D7QB7oiIXWtqJCKGRMSoiBg1ZcqUOnQvSZK0dikrK6NZs6b6z1Zp7dO8eXOWLFnSIG011f8yrLL7VVJKz6SULkwpjU4pLcz2LUgpPQF8E/gf0Byo8f22KaWbUkoDUkoDunXrtqrClSRJKgjebiytPRry97mpJrSzK31uU0O58ntbZtdQptZSSjOAS7LNHSLCTFWSJEmS6qmpJrSVn5vtXUO58mMTG7Dv17N1AKUN2K4kSZIkNSlNNaEdA6Ts8+ZVFYiIZkC/bPP9Buy78vh6qraUJEmSJKlGTTKhTSnNAkZlm4OqKbY90DH7/HwDdv+NSp/HN2C7kiRJ0hqjtLSUiGDkyJGNHcoqERFEBOPGjWvsUJq0JpnQZoZl66MjoqrX8pyZrd9MKX1YxfEVxEqebo6IDsCvss1/ppScvliSJEmrxdy5c7n++us54IADWG+99Wjbti3FxcWsv/76HHbYYdx1113Mm1fTC0Aaxrhx4zj//PO56qqrVnlfWvu1aOwAGtGN5N4L2xd4LCKOSSm9HxHtgfOAQ7Jy51SuFBGlwMfZ5rEppaGVDveNiL8CNwPPppQ+yeq0AvYALgc2BsqAs1fBOUmSJDVJWx98TGOHkJd3Hr5zlbb/6KOPMmTIECZNmlSxr7i4mGbNmjFu3DjGjRvHgw8+yC9/+UvuvPNO9thjj1UWy7hx47jgggvo27cvp5122irrR01Dkx2hTSnNAw4EvgL6A6MjYgYwHfgFuedbz04pPVPHprcHbgHGR8S8iPiS3CzJT5J7N+1cYHBK6W8NciJSPQwcOJCBAwc2dhiSJGk1GDp0KAcddBCTJk2iX79+3HnnnXz55ZfMnj2bmTNnMn36dB544AEGDhzIhAkTeOmllxo7ZKnWmvIILSmldyJiC3KjpfsDfcgluP8Erkwp1fXZ2cnAKcDOwNZAN3LP4c4B/kvuWdzrU0o+OytJkqRV7t133+VHP/oRZWVl7LvvvjzwwAO0abPsWys7duzIoYceyqGHHsp9993Hp59+2kjRSnXXZEdoy6WUJqWUTk0pbZhSap1S6p5S2r+6ZDalNC6lFNkydLlj81JK16aUjkgpbZJS6pJSaplS6pRS2i6l9CuTWUmSJK0u5557LgsWLKBPnz4MGzZshWR2eYcffjhnnHEGACNHjiQiKC0trbb80KFDiYha3/lVWlrK7rvvDsD48eMrJlYqX4YOHVpRdmWTLo0bN66izPIGDhxY0d706dP55S9/ySabbELbtm3p1KlTRbmpU6dy++23c+ihh7LJJpvQvn17iouL2WyzzTjjjDOYMGHCCm1rzdKkR2glSZKktdXnn3/O448/DsApp5xCx44dV1IjZyXznOalW7duzJw5k2nTptGsWTO6deu2zPGVJdx1NWXKFLbddls++ugjioqKaNWq1TLHL7nkEq644oqK7Q4dOjBv3jw++OADPvjgA+666y6ee+45ttpqqwaNSw2nyY/QSpIkSWujkSNHklIC4Dvf+U4jR5Pzxhtv8NBDDwGw7rrrMmnSpGWWI444okH7u/DCC1m0aBFPPvkkc+fOZebMmYwaNarieJ8+ffjVr37FW2+9xaxZs5gxYwYLFixg1KhR7LXXXkyZMoWjjjqq4jpqzeMIrSRJkrQW+uCDDwAoKiqiX79+jRxN41iwYAFPPPEEW2yxRcW+jTbaqOLz6aefvkKd5s2bs+222zJixAj69+/P6NGjeemll9htt91WS8yqG0doJUmSpLXQV199BUDnzp1X6W3Ea7J99tlnmWS2LoqKihg0aBAAr776akOGpQbkCK0kSZKktdKOO+640jJjxozhuuuu46WXXmLcuHHMnj17hVuMnRxqzWVCK0mSJK2FunTpAsC0adNIKTXJUdrlJ51a3l//+ld+8IMfsGjRIgCaNWtGx44dKSoqAmD27NnMmTOHOXPmrPJYVT/ecixJkiSthTbddFMg9xzphx9+2MjRNI7mzZtXe2zKlCmceOKJLFq0iCOOOIJRo0Yxf/58pk2bVjFJVfkztk4KteZyhFaSJElaC+22225EBCklHnnkETbZZJM61W/RIpcqzJ8/v9oyM2bMyCvGmjRv3pwlS5ZU23++fT/55JPMnj2bzTbbjGHDhtGs2YpjfZMnT86rD616jtBKkiRJa6F11lmHfffdF4Brr72WmTNn1qpe+Whkp06dAPjiiy9YuHBhlWXfeOONOsdVnjiubNSzvP/PPvuswfqurLzdrbbaqspkNqXE3/72t7z60KpnQitJkiStpS6++GKKior47LPPOOqoo2ocbQW47777+OMf/wjAxhtvTFFRESklHn300RXK/u9//+PBBx+sc0wdOnQAVj7CuuWWWwIwYsSIFY4tWLCAq666qs59V9axY0cA3nvvvSqT65tvvpmxY8fm1YdWPRNaSZIkaS21zTbb8Kc//YmI4PHHH+frX/86d911F1OnTq0oM2PGDB566CF23313jjjiCGbNmgVAq1atOPDAA4Hc+1pfeeUVysrKKCsr45lnnmHQoEG0adOmzjF97Wtfo2XLlsyYMaPGhPjwww8HconlbbfdxoIFCwAYPXo0++67b94zD3/rW98iInjvvfc45ZRTmD59OgAzZ87k8ssv5yc/+UnFxFpac5nQSpIkSWux448/noceeoju3bszZswYjjnmGLp06UL79u3p0KEDnTp14tBDD2XkyJH07duXPfbYo6LupZdeSpcuXfj000/ZZZddaN++PcXFxey111506tSJ888/v87xFBcXc+SRRwJw2GGH0alTJ0pLSyktLeWBBx6oKHfCCSew/fbbs2DBAo477jjatWtHx44d2WKLLfjXv/7Fbbfdltd16devH6eddhoA1113HZ07d6akpISSkhLOOuss9txzT370ox/l1YdWPRNaSZIkaS130EEH8dFHH/GnP/2Jfffdl3XWWYfFixezePFiSktLOeywwxg2bBgffvghu+66a0W9DTbYgNdff50jjzySbt26sWTJEtZZZx3OPfdcXn311Yrbh+vqhhtu4Oyzz6Zfv34sWLCA8ePHM378eGbPnl1RpmXLljz77LP84he/oLS0lGbNmlFcXMzgwYN588032XrrrfO+Ln/84x+56aab+PrXv05RURGLFy9mm2224aqrruLxxx+vmBhLa65wCuo134ABA9KoUaMaOwytRQYOHAjAyJEjGzUOSZJq44MPPqh4BY2ktUNdf68j4s2U0oDl9ztCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiSpSYoIIoJx48Y1diiqpxaNHYAkSZKkVW/+/PnceeedPPXUU7z11ltMmTKFRYsW0blzZzbbbDN22mknvvvd77LVVls1dqh5GzlyJCNHjmSbbbbhoIMOauxwtAqZ0EqSJKngbXbqJY0dQl7ev/qcVdr+o48+ykknncTEiRMr9rVu3Zri4mKmTJnCCy+8wAsvvMDFF1/MoEGDGDZsGF27dl2lMa1KI0eO5IILLuCHP/xhjQltv379AGjZsuVqikwNzVuOJUmSpLXYX/7yFw466CAmTpxIv379uPXWW5kwYQLz5s1j6tSpLFy4kDfffJOLLrqI3r178+yzz/LZZ581dtirxZgxYxgzZgx9+vRp7FBUT47QSpIkSWupt956i5NPPpmysjIOPPBA/vrXv9K6detlyjRv3pz+/fvTv39/zjrrLC666CJHLFUwHKGVJEmS1lK//vWvWbhwIX379uWuu+5aIZldXqtWrbjooovYfPPNVzhWVlbGnXfeyaBBg+jWrRutWrWid+/eHHHEEbz++utVtnf++ecTEQwePBiA22+/ne2335727dvToUMHdt99d5599tkaY1q4cCHXXXcdu+yyCyUlJRQVFdG3b1+OO+44Pvjgg2XKjhs3jojgggsuqOivfOKnqiaAWtmkUHPmzOEPf/gD3/zmNykpKaF169ZssMEGfOc73+Huu+9m0aJFNcauVc8RWkmSJGkt9Omnn/Lkk08CcOqpp9KuXbt6tzVr1iwOOeQQnnvuOSCXCLZv356JEydy33338cADD3D11Vfz05/+tNo2TjjhBP7yl7/QvHlziouLmTlzJiNHjuSll17ivvvu49BDD12hzsSJE9lnn3145513AGjWrBnFxcV88skn3Hbbbdxzzz3cfffdHHLIIUButLlHjx7Mnj2bOXPm0Lp1azp27LhMm82bN6/VOb///vvst99+FcluixYtaNeuHR9//DEff/wxjz76KDvttBOlpaW1ak+rhiO0kiRJ0lroxRdfrPi833775dXWD37wA5577jm22morHn/8cebMmcOMGTOYNm0al1xyCS1atODUU0/l1VdfrbL+iBEjuPvuu7n++uuZOXMmM2bM4KOPPmLXXXelrKyMn/3sZyxevHiZOosWLeLAAw/knXfeYdddd+Wll15i3rx5zJw5k0mTJvHzn/+c+fPnc8wxxzB27FgA1l13XSZNmsSZZ54JwBFHHMGkSZOWWdZdd92Vnu/UqVPZe++9GTduHOuvvz7Dhw9nzpw5TJs2jZkzZ/Lyyy9z7LHH0qKF44ONzZ+AJEmStBYqvx23devWfO1rX6t3O8899xzDhw+ntLSUF154gZKSkopjnTp14uyzz6Z58+b88pe/5NJLL+Wxxx5boY3p06dz1113cfTRR1fsW3/99fnrX/9KaWkpEydO5LXXXmPXXXetOH777bfzxhtvsN122/HMM89QVFRUcaxHjx784Q9/YO7cuVx//fVceeWVXHfddfU+x+VddtllfPrpp3Tt2pWXX355mUmj2rdvz84778zOO+/cYP2p/hyhlSRJktZCU6dOBXJJZ0RUWeZ3v/sdPXv2XGE59dRTK8rcfvvtAAwePHiZZLayo446CoAXXniBJUuWrHB8vfXWqyhTWa9evfjGN74BwHvvvbfMsfJ+f/KTnyyTzFbV78qew62rO++8E4AzzzzTGZDXcI7QSpIkSU3UrFmzmDx58gr7Z8yYUfH5tddeA+DKK6/k+uuvr7G9uXPn8tVXX9G9e/dl9g8YMKDapLo8YZw2bVrFvsWLF/PPf/4TgDPOOINf/vKXVdYtT54//fTTGuOqi3HjxjFp0iQA9t133wZrV6uGCa0kSZK0FiofTZ0+fToppSoTyssuu4zLLrusYvv73/8+d9999zJlJk6cCOSS3MqJbnXmzp27wr727dtXW7585uXKMwaXvx+3/PPKzJs3b6Vlaqtygr/eeus1WLtaNbzlWJIkSVoLbbrppgDMnz+f//73v/Vup6ysDMhN7JRSWunSELP+lvcJ8M4779Sq34bSkG1p1TOhlSRJktZCu+22W8Xnxx9/vN7t9OjRA8i9xmZ16dKlS8XrdVZnvwA9e/as+Dx+/PjV2rfqzoRWkiRJWgutu+667LPPPgBcffXVzJ49u17t7LjjjgA8+OCDDRbbyrRs2ZIBAwYA8NBDD9W5frNmuTSnPqOtpaWlFUntE088Uef6Wr1MaCVJklQnAwcOZODAgY0dhmrh4osvplWrVowfP57vf//7zJ8/v85tDB48GIBRo0Zxxx131Fi28sRO+Srv98EHH+SFF16oU78dOnQAcs8P18cxxxwDwBVXXMHnn39erza0epjQSpIkSWup/v378+c//5lmzZoxYsQIttlmG2699daKiZ4gN4o5duxYLr/8cp5++ukV2th777055JBDADjuuOP47W9/u0z9adOmMWLECA488EDOOOOMBov9+OOPZ4cddqCsrIz999+fq6++epkJor744gvuueceBg4cyNVXX71M3c033xyAV155pV7PD//yl7+kT58+fPnll+yyyy488sgjFZNUzZ49m5EjR/K9732Pzz77LI8zVENwlmNJkiRpLXb88cfTvXt3hgwZwocffsjxxx8P5GYXbteuHbNmzWLBggUV5ffZZx/OPvvsZdq44447KCsrY/jw4Vx44YVceOGFdOzYkZQSM2fOrChXPqraEFq2bMmIESM45JBDePXVVznttNM4/fTT6dSpE4sWLVrmFurdd999mboDBw5kww03ZOzYsfTr14+uXbvStm1bIJfkrrPOOjX23aVLF5588kn23XdfPv74Yw488EBatmxJcXHxMqO+lWeIVuMwoZUkSZLWcgcccAAfffQRd911F08++SRvvfUWU6ZMYebMmZSUlNCvXz922mknjj76aDbbbLMV6hcXF/Pwww/z+OOPc+utt/L6668zZcoUmjVrxkYbbcQ3vvENDjnkkAZ/b2v37t158cUXuffee7n77rt58803mTp1Kq1atWKTTTZhp5124tBDD+Vb3/rWMvVatmzJ888/z3nnnccLL7zApEmTmDJlCpB7x21tbLnllowePZprr72W4cOH85///If58+ezwQYbsNVWW3HEEUesNDHWqhdOS73mGzBgQBo1alRjh6G1SPlzTyNHjmzUOCRJhWl1/3/kgw8+qHgFjaS1Q11/ryPizZTSgOX3+wytJEmSJKkgmdBKkgBnLZUkSYXHhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBanJJ7QR0TMiro6IsRExPyImR8SjEbFnA/bRLiI+jYiULYMbqm1JkiRJhWXw4MFEBOeff36d6w4dOpSIYODAgQ0eV10NHDiQiGDo0KGNFkOTTmgjYivgPeAUYANgAdAV2B94NiJ+1UBdXQys00BtSZIkSXU2f/58br75Zg499FDWX3992rVrR1FRET179mSPPfbgvPPO4913323sMKU6adHYATSWiGgDPAJ0Ad4GjkkpjY6IDsBvgJ8Dl0bEWymlZ/Lopz/wU+B1YPv8I5ckSdLyNv7Dw40dQl7+c+bBq7T9Rx99lJNOOomJEydW7GvdujXFxcVMmTKFF154gRdeeIGLL76YQYMGMWzYMLp27bpKY1L9dOzYkX79+rHeeus1dihrhKY8QnsS0BeYDRyQUhoNkFKamVI6Exielbu0vh1ERDPgxmzzx/UPVZIkSaqfv/zlLxx00EFMnDiRfv36ceuttzJhwgTmzZvH1KlTWbhwIW+++SYXXXQRvXv35tlnn+Wzzz5r7LBVjYMPPpgxY8Zwxx13NHYoa4QmO0ILHJ2th6WUPq/i+OXAQUD/iNgkpTSmHn38DBgAXJdSejsi6hepJEmSVA9vvfUWJ598MmVlZRx44IH89a9/pXXr1suUad68Of3796d///6cddZZXHTRRbRs2bKRIpbqpkmO0EZEe2DbbPPpaor9A5iRfd6jHn30AS4CJgO/rmt9SZIkKV+//vWvWbhwIX379uWuu+5aIZldXqtWrbjooovYfPPNVzhWVlbGnXfeyaBBg+jWrRutWrWid+/eHHHEEbz++us1tjt27FhOOukkNthgA1q3bk3nzp3ZddddueWWW1iyZEmNdW+//Xa23357iouLKSkpYffdd+exxx4DoLS0lIhg5MiRy9Q5//zziQgGDx5MWVkZ1113Hd/4xjfo1KkTEcG//vUvABYuXMjjjz/OiSeeyNZbb03Xrl1p3bo1ffv25eijj+bNN9+sNq7KfX/yySeccMIJrLvuurRu3Zr111+fM888kxkzZlRbv9ySJUu46qqr2HrrrWnbti0lJSXsv//+jBo1qsrytZkU6oMPPuBHP/oRG2+8McXFxXTq1Iktt9ySU045ZYVzyucarAma6gjtpkD5cOnoqgqklMoi4kPgG8Bm9ejjWqA9cHJKaeXfZEmSJKkBffrppzz55JMAnHrqqbRr167ebc2aNYtDDjmE5557DoCIoH379kycOJH77ruPBx54gKuvvpqf/vSnK9R97LHH+O53v8v8+fOB3DOgc+bM4eWXX+bll1/m3nvvZfjw4RQXF69Q98QTT+SWW24BoFmzZrRq1YoXX3yRkSNHctVVV6007pQShxxyCCNGjKB58+a0b99+mePPPPMMBxxwQMV227ZtiQg++eQThg0bxn333cett97KMcccU20f//vf/zj88MOZMmUK7dq1IyIYN24cV1xxBSNGjOCll16iV69eVdZdvHgx+++/P0899RQtW7akqKiIadOm8fjjj/P888/zt7/9jR133HGl51nZtddey+mnn17xh4Li4mIWLlzIe++9x3vvvce77767zB8AGuIaNKYmOUILVP5GTaihXPmxqr+B1YiIA4CDgZEppbvqGJskSZKUtxdffLHi83777ZdXWz/4wQ947rnn2GqrrXj88ceZM2cOM2bMYNq0aVxyySW0aNGCU089lVdffXWZemPHjuV73/se8+fPZ7fddmPMmDFMnz6dWbNmceONN1JUVMRzzz3HqaeeukKft912W0Uye/bZZzN16lSmTZvGpEmTOP744/nFL37BlClTaoz7oYce4qmnnuLPf/4zM2fOZNq0aUyePJkNNtgAgHbt2nHsscfy/PPP8+WXXzJnzhzmzZvH+PHjOe2001i8eDFDhgzhk08+qbaPM888k44dO/Lyyy8za9Ys5syZw/Dhw+natSv/+9//+OEPf1ht3T/96U/885//5N5772X27NnMmjWLd955hy222IL58+dXeV1qcv/993PKKaewZMkSDjvsMN5//31mz57NnDlzmDBhAnfddRfbbrvtMnUa4ho0pqaa0Fb+88+8GsrNzda1/nNWRBQD1wGLgJ/UPbSKdoZExKiIGLWyX1RJkiRpeR988AGQm834a1/7Wr3bee655xg+fDilpaW88MIL7LvvvrRp0waATp06cfbZZ3PRRRdRVlbGpZcuO5/qJZdcwpw5c9hwww154okn6NevHwBFRUUMGTKEa665BoBbb72V//3vfxX1UkpceOGFQG6U9pJLLqFjx44AdO/enVtuuYVBgwYxd+5cajJ79myuueYafvzjH9O2bduK+h06dABy71G99dZb2WOPPejSpUtFvfXWW48rr7yS4447jvnz53PbbbdV28eCBQt48skn2XnnnYHcSPKBBx7IfffdB8Czzz7LK6+8UmXd6dOnM2LECA4//HBatWoFwFZbbVXxXtc33niD8ePH13iO5RYtWsQZZ5wBwJFHHsn999/PpptuCuRG1Hv16sXRRx/NFVdcsUy9hrgGjampJrSrcnamC4H1gCtTSu/Xt5GU0k0ppQEppQHdunVruOgkSZLUJEydOhWg4rnRqvzud7+jZ8+eKyyVRwZvv/12AAYPHkxJSUmV7Rx11FEAvPDCCxW3uqaUePDBBwE4/fTTKxLKyk444QT69OlDSokHHnigYv9bb73FuHHjADjrrLOq7POXv/xltederkuXLhx33HErLVed8ltxlx95ruzwww9no402WmH/7rvvzje/+U2AZc6tsl122aUiEa5s2223ZZ111gFg9Ogqn5BcwfPPP89nn31G8+bNufzyy2tVpzZqcw0aU1N9hnZ2pc9tgFnVlCv/rZtdzfFlRMQ2wKnAp+QSW0mSJGmNNWvWLCZPnrzC/sqTGb322msAXHnllVx//fU1tjd37ly++uorunfvzkcffVTRzu67715l+WbNmjFw4EDuvvtu3nrrrYr9b7/9NgA9e/asMlkE2GGHHWjZsiWLFi2qNp4BAwbQokXNKc/UqVP505/+xJNPPsmHH37IjBkzVpioasKE6p9SrGlypt12243XXnttmXOrbLvttqu2bp8+ffjss8+YNm1ajfGX+8c//gHA1ltvTZ8+fWpVp1y+16AxNdWEtvJPozfwYTXlemfridUcX97VQHPgXCAiorpblYuyY2UppZrvk5AkSZLqoXw0dfr06aSUqhylveyyy7jssssqtr///e9z9913L1Nm4sTcP4VnzJhRq1l7y28DrvzYXE0JVvlIZOXyX375JUC1kylBbkbmLl26MGnSpGrLrOxOx/fff5899thjmaS+ffv2tGnThohg4cKFTJs2jTlz5lTbRk3nVn6sukcIl5+kqrLyGalrStgrKz+H9dZbr1blyzXENWhMTfWW4zFAyj6vOCc5EBHNgH7ZZm1vHe6bre8gN+q7/FLuhmy73rckS5IkSTUpf35y/vz5/Pe//613O2VlZQCMGDGClNJKl9LS0hXaWLBgQZ36TCmtvFAtNG/evMbjxx57LJMnT6Z///489dRTzJo1i5kzZzJ58mQmTZrE/fffn1c8DXUeq7KvVX0NVrUmmdCmlGYB5S92GlRNse2Bjtnn51d5UJIkSVID2m233So+P/744/Vup0ePHkBuJK8uKo+O1jSx0WeffbZC+fLP5aPDVVm4cCFfffVVnWKq7JNPPuGf//wnzZs355FHHmGvvfZa4dVGVd2OvbyabsUtj391zInTs2dPoOZrvbyGugaNqUkmtJlh2froiKjqXoYzs/WbKaXqbkleRkqpNKUU1S2Vih6b7SvNI35JkiSpWuuuuy777LMPAFdffTWzZ9dqWpgVlL8HtXyCp9raYIMN6NSpE5CbLKoqZWVlFe9E7d+/f8X+r3/96wBMmjSJsWPHVln39ddfr/XtuFWpnEhXd9tw+Xt3a1L59UjVHat8bqvKDjvsAMC7777L559/Xqs6DXUNGlNTTmhvBMYD7YHHImIzgIhoHxG/Bw7Jyp1TuVJElEZEypbBqzNgSZIkqS4uvvhiWrVqxfjx4/n+97/P/Pnz69zG4MGDARg1ahR33HFHjWUrT2AUERxySO6f1FdffXWVr9i55ZZb+Pzzz4kIDjvssIr9/fv3p2/f3NN8f/jDH6rs6/e//32dzmN55a8Bmjx5Ml988cUKx//9738zbNiwFfYv79577+Wjjz5aYf9LL71UMTPwd7/73bxirY0999yTPn36sGTJEn7xi1/Uqk5DXYPG1GQT2pTSPOBA4CugPzA6ImYA04FfkHvG9uyU0jONFqQkSZKUh/79+/PnP/+ZZs2aMWLECLbZZhtuvfXWZW7lTSkxduxYLr/8cp5++ukV2th7770rEtPjjjuO3/72t8vUnzZtGiNGjODAAw+seA9quXPOOYfi4mImTJjAfvvtx4cf5m58XLBgATfffDOnnHIKAMcff/wysxlHBOeddx4AN9xwA+eddx4zZ84EchMsDRkyhKeffrrKVwHV1qabbso666xDSokjjjii4j24ixYt4qGHHmLQoEEr3H5blVatWrHPPvtUzAZdVlbGo48+WpGgDxo0iJ122qnecdZWy5YtK94xe88993D44YczZsyYiuMTJ05c5ppDw12DxtRkE1qAlNI7wBbANcBHQBG5BPdxYFBK6bIaqkuSJElrvOOPP57hw4fTs2dPPvzwQ44//nh69+5NmzZt6NatG23atGGjjTbirLPO4ssvv2Sfffbh7LPPXqaNO+64g4MOOoglS5Zw4YUX0rt3bzp16kTHjh0pKSnhoIMO4pFHHlmh7w033JB77rmH1q1bM3LkSDbZZBM6d+5M+/btGTJkCAsWLGDPPffkqquuWqHucccdx7HHHgvkRppLSkooKSmhR48e3HLLLfzxj3+ka9euABQVFdX5ujRr1oxrrrmGZs2aMXLkSL72ta/RoUMH2rVrx6GHHkpRUVGVcS3vD3/4A9OmTWOnnXaiffv2tGvXju985ztMmTKFjTbaqOI9vqvDEUccwRVXXEGzZs24//772XTTTWnfvj1t27ald+/eDBkyhHfffbeifENdg8bUpBNagJTSpJTSqSmlDVNKrVNK3VNK+6eUqpwIKqU0rtJzsUPr2Fe96kmSJEn5OOCAA/joo4+46aabOPjgg+nbty/NmjVj5syZdO7cmd12241zzjmH0aNH88QTT9CvX79l6hcXF/Pwww/z2GOPccghh9CnTx/mzZvHwoUL2WijjTjqqKN44IEH+POf/1xl3//+97858cQTKS0tZe7cubRt25add96Zm266iaeffpri4uIV6kUEt956K7feeivbbbcdRUVFpJQYOHAgjz/+OD/96U8rRm3Ln9Wtq4MPPpi//e1vDBo0iPbt27No0SL69u3LmWeeydtvv13xSqGabLTRRowaNYrjjjuOjh07smTJEkpLS/n5z3/OqFGjanz10Kpwxhln8Pbbb3PsscdSWlrKokWLaN26NVtttRWnnnoqV1555TLlG+IaNKZYU6df1lIDBgxIo0aNWnlBqZbKXwBePgmDBH4vJNXe6v7vxQcffFDxChqp3NixY9loo41o1aoVs2bNolWrVqu1/9LSUsaPH88LL7xQ8Tuh2qvr73VEvJlSGrD8/iY/QitJkiSp8JRPCrXrrruu9mRWaw4TWkmSJElrpGOPPZYHHnhgmffNfvzxx5x88sncdNNNAPz85z9vrPC0BmjR2AFIkiRJUlWeffZZhg4dCuSe423WrBmzZs2qOH7uueey9957N1J0WhOY0EqSJElaI11++eWMGDGCt99+m8mTJzN37lx69+7NjjvuyMknn8wee+zR2CGqkZnQSpIkSVojHXnkkRx55JGNHUaVxo0b19ghCJ+hlSRJkiQVKBNaSZJUrYEDB/o6CknSGsuEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkATB06FAigoEDBzZ2KA1i5MiRRASlpaWrrc/BgwcTEZx//vmrrc+mzIRWkiRJWkuVJ1drS4LamKZPn875559vorqGadHYAUiSJEn5+u5tLzR2CHm5/9jdGzsEADp27Ei/fv1Yb731GjuUBtG2bVv69etHnz598m5r+vTpXHDBBQA1JrW9evWiX79+dO3aNe8+tXImtJIkSZIAOPjggzn44IMbO4wG841vfIMxY8as1j4vvfRSLr300tXaZ1PmLceSJEmSpIJkQitJkiQJqHlSqNLSUiKCkSNHMnXqVM444wzWX399ioqK6NOnDyeeeCITJ06ssf3bb7+d7bffnuLiYkpKSth999157LHHVmi/stpMsjRw4EAigqFDhy6zv6ZJocrKyhg6dCi77747Xbp0oWXLlnTr1o3NN9+c4447jqeeemqZ9tdff/2K7YhYZqkcW23iffrppznssMNYZ511KCoqomfPnuywww5cfPHFfPrpp9XW04q85ViSJElSrX322WcMHjyY8ePH07ZtWyKCCRMmcMstt/Dcc8/x1ltv0blz5xXqnXjiidxyyy0ANGvWjFatWvHiiy8ycuRIrrrqqtV8FnDMMccwbNiwiu2OHTsyc+ZMvvzyS95//33ef/999t57bwBKSkro2rUrX375JQA9evRYpq127drVqs+FCxdy/PHHc9dddy3T71dffcXkyZN5/fXXWbx4sRNP1YEjtJIkSZJq7Wc/+xmdO3fmtddeY86cOcyePZsRI0bQqVMnxo0bV+Xzo7fddltFMnv22WczdepUpk2bxqRJkzj++OP5xS9+wZQpU1bbObz00ksMGzaMZs2aceWVVzJz5kymT5/O/PnzmTBhAkOHDmXnnXeuKP/QQw/xxhtvVGxPmjRpmeXMM8+sVb+nn346d911F82bN+e3v/0tkyZNYvr06cybN4///Oc/XH755fTu3bvBz3dt5gitJEmSpForKiriueeeo0uXLgC0aNGC73znO/z617/mzDPP5IEHHuD3v/99RfmUEhdeeCGQG6W95JJLKo51796dW265hYkTJ/LEE0+stnP4xz/+AcC3v/1tTjvttIr9EUGvXr344Q9/2OB9jh49muuvvx6AP//5zwwZMqTiWIsWLfja175W68RYSzlCK0mSJKnWhgwZUpHMVnbQQQcB8PHHHzNnzpyK/W+99Rbjxo0D4KyzzqqyzV/+8pcNHmdNOnToAMAXX3xBWVnZaunzzjvvJKXEJptsskwyq/yY0EqSJEmqte22267K/ZXf9Tp9+vSKz2+//TYAPXv2ZKONNqqy7g477EDLli0bLsiV+Na3vkWrVq146623GDhwIHfddRcTJkxYpX2Wjwrvu+++q7SfpsaEVpIkSVKttW/fvsr9rVu3rvi8aNGiis/lEyn16tWr2jZbtWpV5ajvqrLRRhtx/fXX06ZNG15++WWOOeYY+vTpw/rrr8+Pf/zjiiS8IU2ePBmA9dZbr8HbbspMaCVJkiStMimlxg6hSscddxwff/wxV111FQceeCBdunRh3Lhx3HDDDWy77bbLPOvbENbU61DoTGglSZIkrTLdunUDqPEdtQsXLuSrr76q8liLFrl5bOfPn19t/RkzZtQrth49enDqqacyfPhwpkyZwj//+U8OPvhgUkqcd955vPvuu/Vqtyo9e/YEYPz48Q3WpkxoJUmSJK1CX//614Hcq27Gjh1bZZnXX399mduUK+vUqROQe/9tVebMmcMHH3yQd5wRwXbbbcf999/POuusQ1lZGa+88krF8WbNlqZO9Rlt3WGHHQB48skn845VS5nQSpIkSVpl+vfvT9++fQH4wx/+UGWZyq/5Wd6WW24JwDPPPFPlKO2VV17JggUL6hTTwoULqz3WvHnzigmqKrdbPjMyLDvpVW0dc8wxRARjxozhxhtvrHN9Vc2EVpIkSVrLLVq0iC+//LLGpboR0nxFBOeddx4AN9xwA+eddx4zZ84EYMqUKQwZMoSnn36atm3bVln/gAMOoE2bNkyZMoUf/OAHfPHFF0DuNuPf/e53nH/++XTs2LFOMZ1zzjkcdthhDB8+nKlTp1bsnzx5Mqeccgoff/wxEcGgQYMqjnXq1InevXsDcNttt9WpP4DNN9+ck046CYCf/OQnnH/++RXnsmTJEv773/9y/vnnc8MNN9S57abMhFaSJElay7322mt069atxuXVV19dZf0fd9xxHHvssQBcfPHFlJSUUFJSQo8ePbjlllv44x//SNeuXQEoKipapm5JSQmXXXYZAPfffz89evSgc+fOlJSU8Otf/5rf/OY3bLPNNnWKZ/HixTz44IMcfPDBdOnShY4dO9KhQwd69uzJtddeWxHnFltssUy9E044AYCf//zntGvXjtLSUkpLS7nqqqtq1e9VV13F4YcfzpIlS7jgggsqzqV169ZsvPHGXHDBBUyaNKlO59LUmdBKkiRJWqUigltvvZVbb72V7bbbjqKiIlJKDBw4kMcff5yf/vSnFaO25c/MVnbKKadw7733ssMOO9C2bVvKysrYaaedePjhh/nNb35T53hOP/10rrnmGg488EA23nhjUkosWLCAddddlyOOOIKXXnqJc845Z4V6v/nNb/i///s/ttpqK1JKjB8/nvHjx9f6FuSioiLuvfdeRowYwQEHHECPHj2YM2cOXbt2ZYcdduB3v/sdJ554Yp3PpykLp49e8w0YMCCNGjWqscPQWmTgwIEAjBw5slHj0JrF74Wq4vdCVVnd34sPPviATTfddLX0pcYxduxYNtpoI1q1asWsWbNo1apVY4ekVayuv9cR8WZKacDy+x2hlSRJktSoyieF2nXXXU1mVScmtJIkSZJWuWOPPZYHHnhgmffNfvzxx5x88sncdNNNQO7ZVKkuWjR2AJIkSZLWfs8++yxDhw4FoLi4mGbNmjFr1qyK4+eeey577713I0WnQmVCK0mSJGmVu/zyyxkxYgRvv/02kydPZu7cufTu3Zsdd9yRk08+mT322KOxQ1QBMqGVJEmStModeeSRHHnkkY0dhtYyPkMrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkg+Q6smZeuDj2nsENYIY9/7APB6lHvn4TsbOwRJkiTVgyO0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkqcGcf/75RASDBw9e4VhpaSkRwciRIxu0z4ggIhg3blyDtqs1nwmtJEmStJYaPHhwRbJXeWnfvj2bb745J598Mh988EFjhynVW4vGDkCSJEnK1yWP/KuxQ8jLOd/ZZpW237JlS0pKSgBIKfHll1/y/vvv8/777/OXv/yFu+66i+9+97urNAaADTfckNatW9O2bdsGbbdfv35A7jzVtJjQSpIkSWu5b37zm8vc5rto0SKef/55fvzjHzNu3DiOPfZYBg4cSLdu3VZpHM8///wqaXfMmDGrpF2t+bzlWJIkSWpiWrZsyd57783dd98NwJw5c3jwwQcbOSqp7kxoJUmSpCZqxx13pF27dgC8//77KxxfuHAh1113HbvssgslJSUUFRXRt29fjjvuuHo9e7uySaHef/99jjjiCLp3706bNm3YZJNN+O1vf8v8+fNrnGxqZZNCjR07lpNOOokNNtiA1q1b07lzZ3bddVduueUWlixZUq9YV9bviBEj2HfffenRo0fFLd/9+vXjyCOP5N577622TdWNtxxLkiRJTVhKCWCFxG7ixInss88+vPPOOwA0a9aM4uJiPvnkE2677Tbuuece7r77bg455JAGieO5557jgAMOYP78+QB06NCBjz/+mAsvvJBnnnmGgQMH1qvdxx57jO9+97sV7Xbs2JE5c+bw8ssv8/LLL3PvvfcyfPhwiouLG+Q8AM4991wuueSSiu327dszb948/vOf//Cf//yHF154gSOOOKLB+mvKHKGVJEmSmqjXXnuNOXPmALDBBhtU7F+0aBEHHngg77zzDrvuuisvvfQS8+bNY+bMmUyaNImf//znzJ8/n2OOOYaxY8fmHceXX37J9773PebPn883vvEN/v3vfzNjxgxmz57N3XffzXvvvccNN9xQ53bHjh1b0e5uu+3GmDFjmD59OrNmzeLGG2+kqKiI5557jlNPPTXvcyg3btw4LrvsMgDOPvtspkyZwsyZM5k3bx6TJ0/mgQceYL/99muw/po6E1pJkiSpiVm0aBFPP/003//+94HcM7WVRwxvv/123njjDbbbbjueeeYZdtllF1q1agVAjx49+MMf/sCPf/xj5s6dy5VXXpl3PNdeey1fffUV3bt35+mnn2aLLbaoiOuoo47iL3/5C9OnT69zu5dccglz5sxhww035IknnqiYDbmoqIghQ4ZwzTXXAHDrrbfyv//9L+/zAPjnP/9JWVkZm2yyCZdccgldu3atONa9e3cOPfRQ/vKXvzRIXzKhlSRJktZ6r732Gj179qRnz5706NGD1q1bs/feezNu3DiaNWvGDTfcwDrrrFNR/vbbbwfgJz/5CUVFRVW2edRRRwHw7LPP5h3fQw89BMCQIUPo1KnTCscPP/zwZUaQayOlVDHR1emnn17lq4JOOOEE+vTpQ0qJBx54oO6BV6FDhw4AzJgxg7lz5zZIm6qeCa0kSZK0llu0aBGTJ09m8uTJfPHFF5SVlQFQUlLCP/7xD4477riKsosXL+af//wnAGeccUZFIrz8cvDBBwPw6aef5hXbggULKiak2nnnnastV9Oxqnz00UfMmDEDgN13373KMs2aNat4Nvett96qU/vV2X777SkpKWHixInsuOOO3HTTTXz88ccN0rZWZEIrSZIkreV22203UkqklJg/fz7/+te/OOyww5g6dSonnHAC06ZNqyg7depUFi5cWPG5PBFefvnyyy8BmDdvXl6xTZs2rSLB7tWrV7XlevfuXad2p0yZUvG5T58+1ZYrH5muXD4fnTt35s4776RTp068++67FbMr9+rVix/+8Ie8+OKLDdKPcpp8QhsRPSPi6ogYGxHzI2JyRDwaEXvWs70BEXFRRDwVEf+LiBkRsSAiPo+IERFxUAOfgiRJklRrRUVFbL311tx3333stddeFUlXufLkEuCdd96pSIRrWvKRb/3aWLBgwSrvo7J9992XcePGcdNNN3H44YfTu3dvJk2axB133MHAgQMZMmTIao1nbdakE9qI2Ap4DzgF2ABYAHQF9geejYhf1aPZE4BfA3sBG5K7xmVAb+A7wMMR8UBEtMz/DCRJkqT6iQiuueYamjdvzv33318xctilSxeaN28OVP1u2oZWUlJCs2a5tGTixInVlqvpWFW6detW8Xn8+PHVlvvss89WKA/QokXuDaflr/tZXvntzNXp2LEjJ554Ivfeey+ff/45o0eP5sQTTwTg5ptv5vHHH1/5SWilmmxCGxFtgEeALsDbwBYppY5AZ+AKIIBLI+LbdWz678DpwLZA+5RS+5RSG2A94PKszKFAfZJlSZIkqcFsvPHGFbMbn3vuuUBuZuEBAwYASydrWpWKiorYbLPNAHjllVeqLVfTsapssMEGFRNMvfDCC1WWKSsrY+TIkQD0799/mWPldcsT3uW98cYbdYpns80246abbmKHHXYA8NbjBtJkE1rgJKAvMBs4IKU0GiClNDOldCYwPCt3aV0aTSndnlK6KqX0VkppdqX9n6aUzgLuynYNzjN+SZIkKW+/+MUvAHj11VcrkrvBgwcD8OCDD1abDJar/PxtfZVPMHXzzTdXOfL54IMP1vl9txHBIYccAsDVV19d5YzDt9xyC59//jkRwWGHHbbMsS233BKAESNGrFAvpcT//d//Vdlv+fPH1WnTpg2w+m+DXls15YT26Gw9LKX0eRXHy0dT+0fEJg3Yb/mfcur2VLskSZK0CmyzzTZ861vfAuDiiy8G4Pjjj2eHHXagrKyM/fffn6uvvpqpU6dW1Pniiy+45557GDhwIFdffXXeMfzsZz+jpKSEyZMns88++zB69GggN+PyX//6V4499tgqX+ezMueccw7FxcVMmDCB/fbbjw8//BDIJZM333wzp5xySsX5brTRRsvUPfzwwwF4/PHH+b//+z/mzJkDwLhx4zjyyCMZNWpUlX1ef/317LXXXgwbNmyZ26SnT5/OJZdcUvFHg7322qvO56MVNcmENiLak7slGODpaor9Ayj/89AeDdj9N7O1c3dLkiRpjXDWWWcB8Pzzz/P3v/+dli1bMmLECHbaaSfmzp3LaaedRteuXSkpKaF9+/b06NGDo446ihdffJGIyLv/bt26MWzYMIqKivj73//OFltsQadOnWjXrh1HHnkkW221FT/60Y8Aqn0vblU23HBD7rnnHlq3bs3IkSPZZJNN6Ny5M+3bt2fIkCEsWLCAPffck6uuumqFuvvssw+HHHIIKSV+9atf0aFDBzp37sz666/PiBEjuPfee6vsM6XEM888w9FHH03v3r1p164dnTt3pnPnzpx77rmklBgyZAj77rtvva6VltUkE1pgU3LPyAKMrqpASqkM+DDb3CyfziKiXURsFRF/Ao7Idl+XT5uSJElSQxk0aBBf//rXgaWjtN27d+fFF1/k7rvvZt9996V79+7Mnj2blBKbbLIJxx9/PE888QTnnHNOg8Sw1157MWrUKA477DC6dOnCggULWH/99bngggt4/vnnK14PVNeR2gMOOIB///vfnHjiiZSWljJ37lzatm3LzjvvzE033cTTTz9NcXFxlXXvuecefve739GvXz9atGhBy5YtOfTQQ3n99df59rernmrnqKOO4uabb+aII45g0003pWXLlsyePZtevXrxne98hxEjRnDjjTfW6RxUvVgd02SvaSLiQJY+I9shpTSrmnIPAwcBD6WUDq1jH+sAVb1lej5wSUrpotq2NWDAgFTdLQ2qm60PPqaxQ1gjjH35GQA23KWuc56tnd55+M7GDmGNUP5i+fJboSTwe6Gqre7vxQcffMCmm266WvrSmmuXXXbhlVde4bbbbqt4xleFq66/1xHxZkppwPL7WzRoVIWj8p9ganoTdPmT4+3q0ccSYHL2uTPQClhMbpIpR2clSZKkWvr73//OK6+8QrNmzdhzzz0bOxytQZrqLcf53+i/EimliSmlnimlnkAboB9wB3AB8K+I2LzGACOGRMSoiBg1ZcqUVR2uJEmS1KhuuukmLrnkEsaOHcuSJUsAmD17NnfccQf7778/kJuoad11123MMLWGaaoJ7exKn9vUUK5tFeXrLKVUllL6T0rpeOCP5N5Je1dEVHv9U0o3pZQGpJQGLP+SZ0mSJGlt88knn3Duueey0UYbUVRURJcuXejYsSM//OEPmTp1Kttssw3XXnttY4epNUxTveV4QqXPvVk6+dPyyl+tM7Ga4/VxLXAGsA3wdeDNBmxbkiRJKkjf+973mDdvHi+++CKfffYZU6dOpUOHDmy22WYcdthh/OhHP6p4h6tUrqkmtGOARO7W482pIqHNRk/7ZZvvN2Dfld95uyEmtJIkSRJbbLEFV1xxRWOHoQLTJG85zmY1Lp82eFA1xbYHOmafn2/A7tev9DmvW5klSZIkqSlrkgltZli2PjoielVx/Mxs/WZKqbpbkpcREc1j5W+W/kW2Xgz8vTbtSpIkSZJW1JQT2huB8UB74LGI2AwgItpHxO+BQ7Jyy7wpOiJKIyJly+Dl2lwXGBURx2XvoS2v0ywitomIu4ETst3XppSmNfxpSZIkSVLT0FSfoSWlNC8iDiR3O3F/YHREzCT3ztlm5J6xPSel9Ewdm+4P/AUgIuaTu624PVBUqcxQ4Ky8TkCSJEmSmrgmm9ACpJTeiYgtgLOB/YE+wFfAP4ErU0p1fXZ2AnAEsCfwDaAX0AWYD4wld4vxbSmlVxvmDCRJkpqGlBIrf7JLUiFIKTVYW006oQVIKU0CTs2W2pQfR2525KqOLQTuyxZJkiQ1gObNm7No0SJatWrV2KFIagALFy6kRYuGSUWb8jO0kiRJKgDt27dn5syZjR2GpAaQUuKrr76iY8eOKy9cC01+hFaSJElrtpKSEj755BMAOnToQMuWLb39WCogKSXKysqYO3cu06dPZ/HixXTv3r1B2jahlSRJ0hqtqKiI9dZbj6lTpzJu3DiWLFnS2CFJqqNmzZrRpk0biouL6dy5M82aNczNwg2S0EZECfBNYANyM/o2X1mdlNKFDdG3JEmS1n5FRUX06tWLXr16NXYoktYgeSW0EdEF+CO5mX1b1rG6Ca0kSZIkqd7qndBGRAfgJWATqpn1V5IkSZKkVSWfG5fPAjYll8w+D+wDdAOap5SarWxpgNglSZIkSU1YPrccHwwk4Glgv9SQb8eVJEmSJGkl8hkpLc3W15rMSpIkSZJWt3xGaOcBrYEJDRSLJEnSGu27t73Q2CGsEUZPmg54Pcrdf+zujR2C1GTlM0I7Jluv0xCBSJIkSZJUF/kktLeRmxDq8AaKRZIkSZKkWssnob0VeA44OiKOaaB4JEmSJEmqlXyeoV0XOBW4GRgaEQcCdwMfAHNXVjml9EkefUuSJEmSmrh8Etpx5F7bA7lbjw/OltpIefYtSZIkSWri8k0qo5rPklQwNjv1ksYOYY0w/n+5G2e8HjnvX31OY4cgSZJWIp+E9tgGi0KSJEmSpDqqd0KbUrq9IQORJEmSJKku8pnlWJIkSZKkRmNCK0mSJEkqSA0203BErAPsAWwJlGS7pwL/Bv6WUvqsofqSJEmSJCnvhDYiegNXAwdR/YhvWUQ8DJyWUpqQb5+SJEmSJOV1y3FEbA28CxwCNCf36p6qlubAocA7EbFlPn1KkiRJkgR5JLQR0RZ4jNztxQH8DfgeUAq0zpZS4AjguaxMF+CxiGiTT9CSJEmSJOUzQvsToA+QgJNTSt9KKd2XUvokpbQwWz5JKd2fUvo28OOs7DrAyfmHLkmSJElqyvJJaA8il6DemVK6YWWFU0o3AneSG6k9OI9+JUmSJEnKK6Htl62H1aFOedlN8uhXkiRJkqS8Etr22XpKHeqUl22XR7+SJEmSJOWV0H6Zrb9WhzobZeuv8uhXkiRJkqS8EtpR5J6H/Vkd6vyM3HO3o/LoV5IkSZKkvBLa8udhvxkR90ZEx+oKRkT7iLgL2DnbdXce/UqSJEmSRIv6Vkwp3RsRPwZ2BQ4DBkXEg8A/gC/IjcT2ALYHDgE6Z1VfTCndl1fUkiRJkqQmr94JbeZA4DFgJ6ATcFy2LC+y9SvkXvcjSZIkSVJe8rnlmJTSDGA34CfA++QS16qW94GTgYEppZn59ClJkiRJEuQ/QktKqQy4Hrg+InoCWwIl2eGpwL9TSpPy7UeSJEmSpMryTmgryxJXk1dJkiRJ0iqX1y3HkiRJkiQ1FhNaSZIkSVJBWuktxxHxm/LPKaULq9pfH5XbkiRJkiSprmrzDO355N4pC3BhNfvrw4RWkiRJklRvtZ0UKuq4X5IkSZKkVWqlCW1KqcrnbKvbL0mSJEnS6mBSKkmSJEkqSCa0kiRJkqSCVO+ENiL+FhHPR0TfOtTpXV6vvv1KkiRJkgS1nxSqKgPJzXJcXIc6bSrVkyRJkiSp3rzlWJIkSZJUkFZ3Qls+mjt/NfcrSZIkSVrLrO6Edp9s/dlq7leSJEmStJap9TO0EXFrNYcujojpK6leBGwIbEfu+dkXa9uvJEmSJElVqcukUINZcTKnAA6sZf3I1lOBS+vQryRJkiRJK6hLQvsJyya0fbPticCiGuolcs/MTgReA65PKU2oY5ySJEmSJC2j1gltSqm08nZElGUfv51Ser8hg5IkSZIkaWXyeQ/tS+RGX+c0UCySJEmSJNVavRPalNLABoxDkiRJkqQ6Wd2v7ZEkSZIkqUHkc8uxJElrrY3/8HBjh7BG+OzTLwGvR7mtu3Rq7BAkSZXkndBGRCvgaOAgYGugK9BmJdVSSslkWpIkSVpLDBw4EICRI0c2ahxqWvJKKiNiY2A40I+l75mVJEmSJGmVq3dCGxHFwJPA+kAZMAKYApxIbvbji4ESYACwfbbv78Cz+YUsSZIkSVJ+I7Q/IpfMLgH2Sin9LSI2J5fQklL6bXnBiPg6cCewA/DXlNJ1efQrSZIkSVJesxwfQG7U9b6U0t9qKphSehvYHfgC+GNEbJtHv5IkSZIk5ZXQbpatq5z2MCKWeaY2pTQF+CO5UeGf5tGvJEmSJEl5JbSdsvX4SvsWVPrcroo6r2br3fLoV5IkSZKkvBLaudk6Vdo3vdLn9Wqo2zOPfiVJkiRJyiuh/Thb9y7fkVL6Epiabe5URZ3yZ2cX5tGvJEmSJEl5JbSjsvWA5fY/T+6dtL+IiJLynRGxAfArciO6/8qj3wYVET0j4uqIGBsR8yNickQ8GhF71rO99SLitKyNTyJiQUTMioh3IuKyiOjV0OcgSZIkSU1RPgnts+QS1+8st/+abL0B8J+IuD8iniCXxJaP5t6UR78NJiK2At4DTiEX7wKgK7A/8GxE/KqO7a0LjAOuzNpYF5gPtAG2An4JjI6I3RvoFCRJkiSpyconoX0MeAmYFREblu9MKb0KXEgu2S0BDgH2YukkUbellIbl0W+DiIg2wCNAF+BtYIuUUkegM3AFufgvjYhv16HZ5tn6ceC7QEnWZltgX3K3aXcGhkeEzxFLkiRJUh5a1LdiSmkuMLCaY+dHxMvACcDmWT//Be5IKT1Y3z4b2ElAX2A2cEBK6XOAlNJM4MwsST8IuBR4ppZtTgO+nlJ6p/LOlNJC4MmI2Jdc8twh6/+CBjgPSZIkSWqS6p3QrkxK6Xlyz9OuqY7O1sPKk9nlXE4uoe0fEZuklMasrMGU0gzgnRqOj4mIf5D7Q8C21ZWTJEmSJK1cPrccF6yIaM/ShPLpaor9A5iRfd6jAbv/Kls3r7GUJEmSJKlGTTKhBTYl94wswOiqCqSUyoAPs83NGqLTiGjB0tcZvdcQbUqSJElSU9VUE9rKr86ZUEO58mMN9aqdnwA9gTLgjgZqU5IkSZKapJU+QxsRH62CflNKacOVF1tliit9nldDubnZul0NZWole0XQJdnmdSmlKkeGJUmSJEm1U5tJoUpXQb9pFbRZF7HyIg3YWUQvYDi51/e8Se59tCurMwQYArDeeuutyvAkSZIkqSDVJqG9fZVHsfrNrvS5DTCrmnJtqyhfJxFRQu61P+uTe3XRfiml+Surl1K6CbgJYMCAAY39BwBJkiRJWuOsNKFNKR27OgJZzSo/N9ubpZM/La93tp5Yn04ioiO5WZS3AD4BvpVSmlyftiRJkiRJy2qqk0KNYeltz5tXVSAimgH9ss3369pBRBQDTwADgEnkktlP6h6qJEmSJKkqTTKhTSnNAkZlm4OqKbY90DH7/Hxd2o+INsCjwDfJvXf2Wyml/9YjVEmSJElSNRo0oY2IdSJiQETsmiV1a7Jh2frobNKm5Z2Zrd9MKVV3S/IKIqIV8BCwOzAd+LYzGkuSJElSw8s7oY2I9hFxQUR8CowHXgdeIDcJUuVy34uI+yLi5nz7bCA3kou3PfBYRGwGFefze+CQrNw5lStFRGlEpGwZvNyx5uQS5b3JTTS1T0rprVV7GpIkSZLUNNVmluNqRcQGwJPARiz7KpyqZuX9B3BXrloMTSm9mk/f+UopzYuIA8ndTtwfGB0RM8m9c7YZuXM4J6X0TB2a3Qk4NPvcEhgeUe0bgj5NKW1Xr+AlSZIkSfUfoc1urX0M+BowD7gcOKC68imlceRGbqmp3OqUUnqH3AzE1wAfAUXknnl9HBiUUrqsjk1Wvp6tgR41LN3yCl6SJEmSmrh8RmhPBDYB5gK7pZTeBKhhRBJyo7l7Ajvm0W+DSilNAk7NltqUH8eyo9GVj42s7pgkSZIkqWHl8wztoeRuy72uPJmthXez9dfy6FeSJEmSpLwS2i2y9VN1qPNVti7Jo19JkiRJkvJKaMvf0TqzDnVaZevFefQrSZIkSVJeCe3UbL1eHepslq2/yKNfSZIkSZLySmjfy9Y71KHOMeSeu30jj34lSZIkScoroR1BbkbfkyNipa+giYifAgOzzYfy6FeSJEmSpLwS2puBT4Fi4LmI6F9VoYjYKCL+AlxNbnT2feC+PPqVJEmSJKn+76FNKS2IiIOBkeRmPH4jIsZXKnJLRPQASrPtAKYDh6WUUn37lSRJkiQJ8khoAVJKb0XEDsAwYCuWJq8A25NLYsu9BxyeUvownz4l5W/DXb7d2CFIkiRJecsroQVIKb0PbBMR+wIHAQOA7kBz4EvgbWA48LAjs5IkSZKkhlLvhDYiOmQfF6aU5qeUngCeaJiwJEmSJEmqWT6TQk0HpgE/aphQJEmSJEmqvXwS2vnZ+u8NEYgkSZIkSXWRT0I7MVv7XKwkSZIkabXLJ6Edma23a4A4JEmSJEmqk3wS2uuAxcCZEdGxgeKRJEmSJKlW6p3QppTeBn4KrAO8HBE7N1hUkiRJkiStRD6v7bk1+/ghsAXwYkR8CrxLbvbjJTVUTyml4+vbtyRJkiRJ9U5ogcEsnRAqAQGsB6y7knqRlTehlSRJkiTVWz4J7Sc4w7EkSZIkqZHUO6FNKZU2YBySJEmSJNVJPs/Qdsg+LkwpzW+geCRJkiRJqpV8XtszndzkTz9qmFAkSZIkSaq9fBLa8lHZvzdEIJIkSZIk1UU+Ce3EbO3EUJIkSZKk1S6fhHZktt6uAeKQJEmSJKlO8klorwMWA2dGRMcGikeSJEmSpFqpd0KbUnob+CmwDvByROzcYFFJkiRJkrQS+by259bs44fAFsCLEfEp8C652Y+X1FA9pZSOr2/fkiRJkiTVO6EFBrN0QqgEBLAesO5K6kVW3oRWkiRJklRv+SS0n+AMx5IkSZKkRlLvhDalVNqAcUiSJEmSVCf5zHIsSZIkSVKjMaGVJEmSJBWkfJ6hrVJEFAMl2ebUlNKchu5DkiRJkqQGGaGNiC0j4saI+AiYCYzLlpkR8VFE3BARWzZEX5IkSZIkQQMktBFxGfAWcAJQSu61PJWXUuBE4O2IuDTf/iRJkiRJgjxvOY6Iq4GfkktcAcYA/wAmZft6ANsDm2bbZ0VEm5TSafn0K0mSJElSvRPaiNgR+Bm5d9GOAYaklF6ppuxOwI3AZsDPIuKvKaV/1LdvSZIkSZLyueX4pGz9KbBTdcksQErpVWAXYHy260d59CtJkiRJUl4J7a7kRmcvSylNW1nhrMzvyd16vGse/UqSJEmSlFdC2zNbj6pDnTeWqytJkiRJUr3kk9AuzNZFdahTXnZhjaUkSZIkSVqJfBLaT7L13nWos1e2Hl9jKUmSJEmSViKfhPYZcs/Dnh4R262scER8HTid3HO3T+fRryRJkiRJeSW0VwHzgTbACxHxm4jos3yhiOgdEb8GXgSKszpX59GvJEmSJEn1fw9tSumziDgBuJNcUvtb4LcRMQH4gtxIbA+gd1Ylsn3Hp5Q+zytqSZIkSVKTV++EFiClNCwipgI3Aetku/tky/I+A05MKXm7sSRJkiQpb3kltAAppaciYgPgIGAQsAVQkh2eCrwHPAsMTyktzrc/SZIkSZKgARJagCxRfSBbJEmSJEla5eqU0EZEh+zjopTSvDrUawO0BEgpzaxLn5IkSZIkVaXWsxxHxOnAtGzZp4797ANMB6ZFxI/rWFeSJEmSpBXUKqGNiNbAudnmjSmlh+rSSVb+enIzHZ8fEa3qFKUkSZIkScup7QjtQeQmeppL7vU89fFbYDbQFTiwnm1IkiRJkgTUPqHdN1s/klKaUp+OUkpfAo+QG6Xdrz5tSJIkSZJUrrYJ7QAgAU/l2V95/QF5tiNJkiRJauJqO8txz2w9Ls/+xmfr3nm2I0mSpEYy8JdXNnYIkgTUfoS2OFvPyrO/2cu1J0mSJElSvdQ2oZ2Wrbvm2V+X5dqTJEmSJKleapvQTsrW/fPs7+vZemKe7UiSJEmSmrjaJrSvkJud+NA8+zuM3ORSr+bZjiRJkiSpiattQvtYth4QEYfXp6Os3nbLtSdJkiRJUr3UKqFNKT0F/IvcKO1fImK3unQSEQOBW8mNzr6dtSdJkiRJUr3V9rU9AD8F/ga0BZ6LiD8DV6eUPqquQkRsCJwK/BhoDiwAflb/cCVJq0rfQ09o7BAkSZLqpNYJbUrptYg4kdxIazNyCe5PIuI/wJvAZGAOuVfy9AC2BTYmN6obwBLgxJTS3xv0DCRJkiRJTVJdRmhJKd0ZEZ8CdwO9yCWq/bKlKpGtJwJHp5RG1jNOSZIkSZKWUdtJoSpkSemG5G4dfhMoY+kobOWlLDv+U2DDNTWZjYieEXF1RIyNiPkRMTkiHo2IPevZXvuI+E5EXBQRT0bElxGRsmWTho5fkiRJkpqqOo3QlkspzQf+BPwpItoDWwJdgPbALOAr4N8ppVkNFeiqEBFbkXsuuEu2aybQFdgf2C8izkkpXVbHZvcEHm64KCVJkiRJValXQltZlrS+1gCxrFYR0QZ4hFwy+zZwTEppdER0AH4D/By4NCLeSik9U8fmvwBGAW8AnwM3NVzkkiRJkiRogIS2gJ0E9AVmAweklD4HSCnNBM7MZmg+CLgUqEtC+2hKaXj5RkSUNlC8kiRJkqRK6vwM7Vrk6Gw9rDyZXc7l2bp/XZ59TSktyTsySZIkSdJKNcmENnvud9ts8+lqiv0DmJF93mOVByVJkiRJqpMmmdACm7L0lUKjqyqQUioDPsw2N1sdQUmSJEmSaq+pJrS9Kn2eUEO58mO9aigjSZIkSWoETTWhLa70eV4N5eZm63arMBZJkiRJUj001YQ2Vl6kcUXEkIgYFRGjpkyZ0tjhSJIkSdIap6kmtLMrfW5TQ7m2VZRfLVJKN6WUBqSUBnTr1m11dy9JkiRJa7ymmtBWfm62dw3lyo9NXIWxSJIkSZLqoakmtGOAlH3evKoCEdEM6Jdtvr86gpIkSZIk1V6TTGhTSrOAUdnmoGqKbQ90zD4/v8qDkiRJkiTVSZNMaDPDsvXREVHVa3nOzNZvppQ+rOK4JEmSJKkRNeWE9kZgPNAeeCwiNgOIiPYR8XvgkKzcOZUrRURpRKRsGVxVwxHRtXwBOlc61Knysey2ZkmSJElSPbRo7AAaS0ppXkQcSO524v7A6IiYSe6ds83IPWN7TkrpmXo0X917dv6+3Pb6wLh6tC9JkiRJTV6THiFMKb0DbAFcA3wEFAFfAY8Dg1JKlzVieJIkSZKkGjTZEdpyKaVJwKnZUpvy44BYSZkaj0uSJEmS8tekR2glSZIkSYXLhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQXJhFaSJEmSVJBMaCVJkiRJBcmEVpIkSZJUkExoJUmSJEkFyYRWkiRJklSQTGglSZIkSQWpRWMHIEmS1lzr/Piixg5BWuNd8si/GjuENcInX80GvB7lzvnONo0dQpPgCK0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKUpNPaCOiZ0RcHRFjI2J+REyOiEcjYs81sV1JkiRJUk6TTmgjYivgPeAUYANgAdAV2B94NiJ+tSa1K0mSJElaqskmtBHRBngE6AK8DWyRUuoIdAauAAK4NCK+vSa0K0mSJElaVpNNaIGTgL7AbOCAlNJogJTSzJTSmcDwrNyla0i7kiRJkqRKmnJCe3S2HpZS+ryK45dn6/4Rscka0K4kSZIkqZImmdBGRHtg22zz6WqK/QOYkX3eozHblSRJkiStqEkmtMCm5J5lBRhdVYGUUhnwYba5WSO3K0mSJElaTlNNaHtV+jyhhnLlx3rVUGZ1tCtJkiRJWk5TTWiLK32eV0O5udm6XSO3K0mSJElaTovGDqCRxMqLNG67ETEEGAKw3nrrNVSzTd47D9/Z2CFIkiStlZ75Y26s5pzvbNO4gahJaaojtLMrfW5TQ7m2VZRfLe2mlG5KKQ1IKQ3o1q1bLbuXJEmSpKajqSa0lZ9v7V1DufJjExu5XUmSJEnScppqQjsGSNnnzasqEBHNgH7Z5vuN3K4kSZIkaTlNMqFNKc0CRmWbg6optj3QMfv8fGO2K0mSJElaUZNMaDPDsvXREVHV63POzNZvppQ+rOL46m5XkiRJklRJU05obwTGA+2BxyJiM4CIaB8RvwcOycqdU7lSRJRGRMqWwQ3VriRJkiSpbprqa3tIKc2LiAPJ3fbbHxgdETPJvRu2GblnYc9JKT2zJrQrSZIkSVpWUx6hJaX0DrAFcA3wEVAEfAU8DgxKKV22JrUrSZIkSVqqyY7QlkspTQJOzZbalB8HREO3K0mSJEmqmyY9QitJkiRJKlwmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpIJkQitJkiRJKkgmtJIkSZKkgmRCK0mSJEkqSCa0kiRJkqSCZEIrSZIkSSpIJrSSJEmSpILUpBPaiOgQERdHxAcRMTcivoqI5yPisDzaLIqIvSLi1xExIiImRETKlr0bMn5JkiRJaspaNHYAjSUi1gFeAtbPds0GOgB7AHtExA0ppR/Xo+lNgacaJkpJkiSpMIwcObKxQ1AT1CRHaCMigAfIJbPjgJ1SSu2B9sBZQBnwo4g4sZ5dTAeeBy4D6j3aK0mSJEmqXlMdoT0Q2J5c4npwSulfACml+cDlEdEbOA24MCJuTyktrEPb7wIlKaVUviOXP0uSJEmSGlKTHKEFjs7Wz5Uns8v5A5CAnuRuQa61lFJZ5WRWkiRJkrRqNNWEdmC2frqqgymlz4HR2WadElpJkiRJ0urR5BLaiOgOdM02R9dQ9P1svdmqjUiSJEmSVB9NLqEFelX6PKGGcuXHetVQRpIkSZLUSJpiQltc6fO8GsrNzdbtVmEskiRJkqR6KpiENiJ+ExGL67n8rnJTlT6vsZM3RcSQiBgVEaOmTJnS2OFIkiRJ0hqnYBJacrE2z2MpN7vS57Y19Fd+bHYNZVaZlNJNKaUBKaUB3bp1a4wQJEmSJGmNVjDvoU0pnQ+c3wBNVX5utjfw72rK9c7WExugT0mSJElSAyukEdoGkVKaAnyZbW5eQ9Hy2Y3fr6GMJEmSJKmRNLmENvNCth5U1cGI6MPSZPf51RKRJEmSJKlOmmpCOyxbfzsitq7i+BnkJo+ayNLkV5IkSZK0BmmqCe0I4HVy5/9wROwAEBFFEfFz4LSs3G9TSguXrxwRKVvOr6rxiOgcEV3Ll0qHOlTeHxEtG/KkJEmSJKkpKZhJoRpSSilFxGHAS8D6wN8jYjbQmqXX5IaU0s317OJtoG8V++9dbnt3YGQ9+5AkSZKkJq2pjtCSUvoM2Aa4BBhDLpGdRe4W48NTSj9uvOgkSZIkSSvTJEdoy6WUZgLnZktd6sVKjpfmEZYkSZIkqRaa7AitJEmSJKmwmdBKkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgRUqpsWPQSkTEFGB8Y8chSWqyugJfNnYQkqQmrW9KqdvyO01oJUlSjSJiVEppQGPHIUnS8rzlWJIkSZJUkExoJUmSJEkFyYRWkiStzE2NHYAkSVXxGVpJkiRJUkFyhFaSJEmSVJBMaCVJkiRJBcmEVpKkJiQihkZEqsVyWqU6I6spsygivoiI5yLihIho3oinJklqglo0dgCSJKlRLAKm1nB8ThX75gMzKm0XA92APbPlmIjYO6U0r8GilCSpBo7QSpLUNL2WUupZw3JzFXXuXa5Me6An8Pvs+K7AmavtDCRJTZ4JrSRJqreU0uSU0i+BZ7NdBzRmPJKkpsWEVpIkNYR3s3Vxo0YhSWpSTGglSVJD2DJb/69Ro5AkNSlOCiVJkuotIroBpwPfBsqAqxs3IklSU2JCK0lS0/TNiJhUzbEnU0rHVrH/iIjYu9J2MdAu+/wycGlK6W8NGaQkSTUxoZUkqWlqCfSo5ljnava3zpaqdAG65xuUJEl14TO0kiQ1TS+mlKKa5aBq6txeuRxQBPQDzgFKgaERcd7qCV+SJBNaSZJUTymlhSml/6SULgXOyHafFxHrN2ZckqSmw4RWkiQ1hNuBRO5W5oMbORZJUhNhQitJkvKWUpoPTMk2N2jMWCRJTYcJrSRJyltEFAFds81FjRmLJKnpMKGVJEkN4VCW/rvircYMRJLUdPjaHkmSVG8R0R44DPhDtmsC8FDjRSRJakpMaCVJUm0dERF7V9puCZRU2p4CHJRSmrN6w5IkNVUmtJIkqbZaZ0u5BMwE/gM8AVyXUppSVUVJklaFSCk1dgySJEmSJNWZk0JJkiRJkgqSCa0kSZIkqSCZ0EqSJEmSCpIJrSRJkiSpIJnQSpIkSZIKkgmtJEmSJKkgmdBKkiRJkgqSCa0kSZIkqSCZ0EqS1moRMS4iUkQMbexYJElSw2rR2AFIkgQQEQOBF6o4VAbMBGYAnwNvAn8HhqeU5q2u+LRqRUQp8HEDNLV+SmlcA7QjSSoAjtBKktZ0zYBOQF/gm8DPgGHAhIi4LCLaNEZQEXF+NvKbGqN/SZLkCK0kac10PfDnStvF5JLaLYDdgH2z7V8CB0TE/imlKkf3UkqlqzJQNZjPgS1rOP400BuYAOy1knYkSU2ECa0kaU30RUrpvSr2Pw1cERHrA38Bdgc2Ax6LiB1TSjNXZ5BqOCmlRUBVP3MAImJR9nFRNd8NSVIT5C3HkqSCk43GDgKeynZtBvy28SKSJEmNwYRWklSQUkpLgB8Cc7NdJ0VEl+XLrWyW44goioifRsTfIuKLiFgUEdMi4j8R8VxEnB0Rm1YqPzh7bva3lfalKpbSSsebRcQeEfGHiHg1Ir7M+pkeEf/K9q9X0/lGxMis3ZHZdu+s3n8iYl4W898i4ru1uX4R0TYiTomIZyJiQkQsiIjJEfFmRFwTETtHRNRQf/eIuD0ixkbE3IiYFRHvZ3U3qE0MDSEivlPpmn+vFuV/Ual8/0r7B1baPzByjo+Il7Of19yIGB0RF0ZE+1rG1j8iboiIMdn1mRsR/4uIWyJi65XUrdP3UpKaKm85liQVrJTSFxExDDiB3HO23wbuqW39iOgJPEvu2dzKOmXL14A9ga2BlSZLNfgNVY8gd8za3hr4cUR8P6X08Moai4hvAsOBbpV2tyZ3C/buEXFFSunMGurvCtwL9FzuUPds6U9u8q31gXHL1W0D3A5UlThvmi0nRcSPU0q3ruxcGsDj5J6r7Q0cD/x1JeWPzdb/Sim9VU2ZVlm7+yy3f7Ns+UFE7JlSGltV5YhoDlwJ/BRY/o8CG2bLcRHx25TSRVXUX13fS0kqeCa0kqRC9wy5hBZgF+qQ0ALXsjRpuAd4kNykQouAHuQSu/2ByjMZDwdGAScDP872VTWZUeXJiVoAE4GHyb1y6CNgPrAuuZmbTwbaAcMion9K6YMaYu4FjMg+nwu8BMwDtiOXOPcCfh4RT6aUnl++ckTsBDwHtCT3SqS/Ag+RS1xbAhuT+8PAQVXUbQY8Anwr2/UMcDe51+3MJ3e9TgM2AW6JiC9SSo/VcC55SyktiYjbyF2LPSOib0ppfFVlI2JHcgk35J7Brs7F5K7n38hNTvYx0Ac4jtx16Qs8ExFbpZTmVFH/ZpYmzq8DtwBjyb1+ajPgJ8D2wIURMTWl9Kfl6tfneylJTVNKycXFxcXFpdEXYCC5f6An4Pw61NuwUr3nqjg+Ljs2dLn9rYGF2bErVtJHlyr2nV/eby1iLAVa1nB8HeCzrL07qykzstJ5fgKsW0WZjckllgl4uIrjRVndlJX7dk3nDLRZbt/pWd3FwEH/3979x3pV13Ecf753NeAaKKg4mRMQmy2oDM3N2RSiNBu5IMgVUeSCakZ/9OOPWiprwz+yVhut0psxykogk9bWD7PUaf6RskYY+SPjIrZKuwgJImS8++P9OZzjl+853x/3B5x7X4/tu+8593POued7vp/t7n3fn8/7U3LehMK97gROGqL+kX2P/U3aZhLBuQM3VVyjr/DZJ1f0PwduL7nGzYVj1jZpX1RoX11yjR5i6SkngtzJhbZB9Uu99NJLr7H20hxaERGpu4HC9pQOzptCZCQBHqg60N0Hqtpbcfd+jyq+Ze3PArek3Wuq5q4mq919d5PrPElkkAEub3LeciIrDBH43VNxTwPufjDbN7OTgWwY863uvqXkvINExhkikJ9f+imGiEeRsCwbvaLZ8zOzXuDatHu3u79QccnngE+XtN0IPJW2V6XnUvTF9P4Ld19Xcr//I7K0h4CJwJJC84j1SxGR0UABrYiI1N3+wnZbxXqSASITBrDczEZsGo6ZTTKzmWY228zmmNkc8uJWk4iMY5l9wM8r2h9N71PM7LSGtoXp/RCx1m8nLiHmqQJsrjrQ3XeQ/6Ph0g5/T7f60vsMYn5po6Xk/aNquDHAJm8+lBh3fwX4fto9A3hL1mZm04CL026rZ/QC+TJFxWd03PqliEgdKaAVEZG6Kwaxba9D6+6HyOfbLgGeTlWDF5rZ5KG8QQAzm25m68ysnwhK/0YENNvT67bC4WdUXOpJdz9S0b6nsN0Y4GdVfbd552v2XlzYvs+aV3Y++iKGLMOxhaeGyxbg+bR9XZP27Gf95NncMn/ooP1Nhe23FrbXt/GMLkrHHn1GI90vRUTqTgGtiIjUXTH421N6VHOriUJNAOcCnyWynwMWy+ncYGZnlp7dJjO7GthBVL2d3sYpEyraXqpog5hLmulpaMs+yz/auIdGU7s4B6C3y/M64u6HyTOni4rZaTObRRQMg5hL3aqY0nMt2v9V2C4uFTVUz2hE+qWIyGigYSwiIlJ3cwvbT3Ryoru/CCw2s4uA9xOFgeYSfx+z5XQ+Z2bLvMtqvRZr4/6ICFr2A18Ffk1Uvd2XAjHM7O3kmcNWc2gHq5vquMXg+J3AP9s8r2qu6lD7LhH8jQc+SFQohsjOGhHsr2/jOq2eT9n3U3xGHwHKlgVq9KrhzSPRL0VERgsFtCIiUndXFrYf7OYC7r4V2ApgZqcQ2bxlRFA0CdhoZrPcvd0grmgpsXYowCJ3v7fkuE4KWnXr30RF5WmtDiw5N/Nfd3+s9MjjxN0fN7OHgLcRa9J+Ky019OF0yL3u/kwblzqrRXsxE1sszFR8RjbYZzTM/VJEZFTQkGMREaktM5sKfCDt7gd+M9hruvsBd/+Vuy8HvpR+3EteUOnooW1ecnZ631MRzMKr56gOl63p/UIzm9ThuX8sbL9riO5nOGTFoeaa2ZuBq4ggHuB7bV7jkhbtxbmy2wvbw/aMOuiXIiJjigJaERGpJTPrATaQzze91d07nUPbSrF4UGOhppcL9zKu4hrZaKjxKVt4jLSkzPKu7rAzWXXk15AvrdOuh8gzkCvNbCQyyt3YDOxN29eRF4PaQ76kUStL03dyjNTvsu9qgEIQ6+5Pk1cufp+Znd/2XXemql+KiIwpCmhFRKR2zGwGkY3NsmA7gC93eI3zzGxei8OKw5l3NrQVCyvNqrhGtmZpLzEfsvE+eoi5n90MA+7UHcCzafsmM7uy7EAzO93MjhanStV3v5J2Twd+YmanVpw/zsyuN7PxQ3DfbUvr4P4w7S4Hrknbd6TP0I6zgG+UtK0BLkjbfdkc6IKsH54M3J2W8mnKzHrMbJmZnVP42WD7pYjImKI5tCIiciKamtZmzfQCk4nhu/OAd5MX4NkBLOxiGZpzieVnHicyd48Qwd4RIrh8L7AiHbsbaCy+83Bh++tmtpYIcrOhyP1pzdJNwM3AOGIplwuJYHxf+jyrieVbfg9c1uFn6Ii7HzKzZUSGbzzwSzP7MXAXsIsIws4nij4tAeYQy9xkvgbMB65O738xs+8Q2ds9wCnA64g5rIuJ72zDcH6mEn3A9en3Z9odbgzRF1aa2UyisNQu4Gwi27s4HdMPrG080d03m9ltwCri+f057f+OqI48gVgr91LiGZ8NvJH8Hw2D7ZciImOKta5cLyIiMvxSVuq+Dk7ZS6zduiZl5cqu208slbPB3Vd08ft2A+9x921Nrr2RJlnXZKa796fjPkpkYctGRm0kgrBsju18d7+/4XfdD1wBPODu88pu1sxWkFfyPXoPDccsAO6k9XDVY85Pw6vXAR+jdTXmA8CZVd9Puwrf4y53n9HG8Y+Qz0ve6u6Vc5Qb+sNVwGfSezO7gQXu/lSzxjS0fA3wBVonDw4Ds939r03uo0ppvxQRGUuUoRURkRPdEeBF4D9EpmorkR3dMshA6UEiS/YOIlCcTgw17SWWmtlOzDntc/cDJdf4EPAokWm7AJhIk6DV3deb2RPA54ks7GnEfNRtwHp339TGMNMh4+6/NbPzgE8QRYXeAJxKzAn9O/Fs7mwWDKdhu6vM7JtEUHsFkVWcSASwzxDzSu8BfjYUwWyXfkAe0N7e4bmHiVEAK4kKya8n+sVOIpt9S9WIAHc/AtxoZuuBjwMLgJnEM36ZeMZ/Iv6B8VN3L1ZHHop+KSIyZihDKyIiIqOOmfURAfdBYJq7721x/DzyzOgxGXIRETkxqSiUiIiIjCpm9lrg2rR7V6tgVkRE6ksBrYiIiIw2nySGQAN8+3jeiIiIDC/NoRUREZFaM7OTiMrB44DLiYJMEAW0Hi45TURERgEFtCIiIlJ355Cv95t5CfjUcbgXEREZQRpyLCIiIqPJ88TarJe5+2PH+2ZERGR4qcqxiIiIiIiI1JIytCIiIiIiIlJLCmhFRERERESklhTQioiIiIiISC0poBUREREREZFaUkArIiIiIiIitaSAVkRERERERGrp/3SPei6Jm6+AAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "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']\n", "\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'].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-B8-C.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial $R^2$" ] }, { "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": [ "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-B8-E.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial Correlation" ] }, { "cell_type": "code", "execution_count": 18, "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_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-B8-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 - robustness)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Semi-Partial $R^2$ (Joint)" ] }, { "cell_type": "code", "execution_count": 19, "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+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial $R^2$ (Individual)" ] }, { "cell_type": "code", "execution_count": 20, "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 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+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "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 }