{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "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/Euc/'\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_2EucDist1EucDist2EucDist3EucDist4EucDist5EucDist6EucDist7EucDist8...total_non_binaryEucDistAllEucDistBinEucDistOptionsEucDistScaleFBDistdistdistcapdistwdistwces
0ADAE1.0292941.2663931.2663931.2529001.2468561.2468561.2028701.005192...NaNNaNNaNNaNNaN4.0339015209.6948245209.6948245239.4649945239.175640
1ADAF0.2783671.2941901.2740651.1182371.1485961.1477321.0997860.879229...NaNNaNNaNNaNNaN4.4367115806.3588875806.3588875712.4030905707.325970
2ADAG0.7124231.2247561.2247561.2247561.2247561.2247561.1799460.977644...NaNNaNNaNNaNNaN4.0333086565.2124026565.2124026574.2782226574.205836
3ADAI1.3063021.3634641.3634641.3634641.3634641.3634641.3233591.146645...NaNNaNNaNNaNNaN4.6588546589.5312506589.5312506593.2653406593.264953
4ADAL0.0965561.3613311.1980271.1990961.1990771.1990961.1532890.945299...NaNNaNNaNNaNNaN4.0535341519.5506591519.5506591523.7184201523.040130
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5 rows × 46 columns

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" ], "text/plain": [ " ISO_CODE_1 ISO_CODE_2 EucDist1 EucDist2 EucDist3 EucDist4 EucDist5 EucDist6 EucDist7 EucDist8 ... total_non_binary EucDistAll EucDistBin \\\n", "0 AD AE 1.029294 1.266393 1.266393 1.252900 1.246856 1.246856 1.202870 1.005192 ... NaN NaN NaN \n", "1 AD AF 0.278367 1.294190 1.274065 1.118237 1.148596 1.147732 1.099786 0.879229 ... NaN NaN NaN \n", "2 AD AG 0.712423 1.224756 1.224756 1.224756 1.224756 1.224756 1.179946 0.977644 ... NaN NaN NaN \n", "3 AD AI 1.306302 1.363464 1.363464 1.363464 1.363464 1.363464 1.323359 1.146645 ... NaN NaN NaN \n", "4 AD AL 0.096556 1.361331 1.198027 1.199096 1.199077 1.199096 1.153289 0.945299 ... NaN NaN NaN \n", "\n", " EucDistOptions EucDistScale FBDist dist distcap distw distwces \n", "0 NaN NaN 4.033901 5209.694824 5209.694824 5239.464994 5239.175640 \n", "1 NaN NaN 4.436711 5806.358887 5806.358887 5712.403090 5707.325970 \n", "2 NaN NaN 4.033308 6565.212402 6565.212402 6574.278222 6574.205836 \n", "3 NaN NaN 4.658854 6589.531250 6589.531250 6593.265340 6593.264953 \n", "4 NaN NaN 4.053534 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" } }, "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', 'EucDist15', '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+[Eucdist]+[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=='EucDistScale' or x=='EucDistBin' or x=='EucDistAll' or x=='EucDistOptions':\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", " else:\n", " y = ''\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", "#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", "\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 3 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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\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-Euc.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 B13)" ] }, { "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": "code", "execution_count": 16, "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\", 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-B13-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": 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'].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-B13-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": {}, "source": [ "## Figure-B13-C\n", "## Partial Correlation (Residuals on Residuals)" ] }, { "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": [ "# 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-B13-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": 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\", 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-B13-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": 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-B13-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 using Euclidean Distances)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Semi-Partial $R^2$ (Joint)" ] }, { "cell_type": "code", "execution_count": 23, "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": 24, "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+'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 }