{ "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": "subslide" } }, "source": [ "## Robustness Analysis\n", "## Robustness to Penetration above 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 = 'penetration'\n", "cut = 'above'" ] }, { "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')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrycode3pop_totshareWDI_ageshareWDI_gendercountrynamefbpenetrationWVSshareFB_ageshareFB_gendercountrynameFBpenetrationWDI_agepenetration_totdiffgenderdiffagepctagepctgender
0CHN1.386395e+090.2883910.514821China0.001.00.6578900.615631CN0.0029460.0045440.1008100.3694990.0520150.007033
1TCD1.489999e+070.5533840.499404Chad0.02NaN0.6490670.834220TD0.0158720.0093960.3348170.0956830.0795440.016224
2TKM5.758075e+060.4097930.490754Turkmenistan0.00NaN0.3270310.472757TM0.0045640.0114620.0179970.0827610.0937210.019765
3SSD1.257571e+070.5154700.499250South Sudan0.01NaN0.5384320.783775SS0.0318250.0174940.2845250.0229620.1087010.027796
4CAF4.659080e+060.5298280.492986Central African Republic0.02NaN0.5192950.709647CF0.0432830.0236100.2166610.0105340.1221690.041294
...................................................
171BRN4.286970e+050.3486710.517849Brunei Darussalam0.81NaN0.4349010.563942BN1.1397061.0030390.0460930.086230NaNNaN
172BHR1.492584e+060.3394780.660007Bahrain0.70NaN0.4606580.737863BH0.9202231.0049690.0778560.121181NaNNaN
173KWT4.136528e+060.2712520.589644Kuwait0.74NaN0.4331590.708900KW0.9402661.0395190.1192560.161907NaNNaN
174ARE9.400145e+060.2865270.759823United Arab Emirates0.91NaN0.4758200.742728AE1.1227711.1701950.0170950.189293NaNNaN
175QAT2.639211e+060.3697100.791233Qatar0.85NaN0.5710680.762519QA1.0836161.2503740.0287140.201358NaNNaN
\n", "

176 rows × 16 columns

\n", "
" ], "text/plain": [ " countrycode3 pop_tot shareWDI_age shareWDI_gender countryname fbpenetration WVS shareFB_age shareFB_gender countrynameFB \\\n", "0 CHN 1.386395e+09 0.288391 0.514821 China 0.00 1.0 0.657890 0.615631 CN \n", "1 TCD 1.489999e+07 0.553384 0.499404 Chad 0.02 NaN 0.649067 0.834220 TD \n", "2 TKM 5.758075e+06 0.409793 0.490754 Turkmenistan 0.00 NaN 0.327031 0.472757 TM \n", "3 SSD 1.257571e+07 0.515470 0.499250 South Sudan 0.01 NaN 0.538432 0.783775 SS \n", "4 CAF 4.659080e+06 0.529828 0.492986 Central African Republic 0.02 NaN 0.519295 0.709647 CF \n", ".. ... ... ... ... ... ... ... ... ... ... \n", "171 BRN 4.286970e+05 0.348671 0.517849 Brunei Darussalam 0.81 NaN 0.434901 0.563942 BN \n", "172 BHR 1.492584e+06 0.339478 0.660007 Bahrain 0.70 NaN 0.460658 0.737863 BH \n", "173 KWT 4.136528e+06 0.271252 0.589644 Kuwait 0.74 NaN 0.433159 0.708900 KW \n", "174 ARE 9.400145e+06 0.286527 0.759823 United Arab Emirates 0.91 NaN 0.475820 0.742728 AE \n", "175 QAT 2.639211e+06 0.369710 0.791233 Qatar 0.85 NaN 0.571068 0.762519 QA \n", "\n", " penetrationWDI_age penetration_tot diffgender diffage pctage pctgender \n", "0 0.002946 0.004544 0.100810 0.369499 0.052015 0.007033 \n", "1 0.015872 0.009396 0.334817 0.095683 0.079544 0.016224 \n", "2 0.004564 0.011462 0.017997 0.082761 0.093721 0.019765 \n", "3 0.031825 0.017494 0.284525 0.022962 0.108701 0.027796 \n", "4 0.043283 0.023610 0.216661 0.010534 0.122169 0.041294 \n", ".. ... ... ... ... ... ... \n", "171 1.139706 1.003039 0.046093 0.086230 NaN NaN \n", "172 0.920223 1.004969 0.077856 0.121181 NaN NaN \n", "173 0.940266 1.039519 0.119256 0.161907 NaN NaN \n", "174 1.122771 1.170195 0.017095 0.189293 NaN NaN \n", "175 1.083616 1.250374 0.028714 0.201358 NaN NaN \n", "\n", "[176 rows x 16 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_repr" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Generate cutoffs\n", "if cut=='above':\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']>sample_repr[mytype + '_tot'].median()).astype(int)\n", " sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr[mytype + '_tot']>sample_repr.loc[sample_repr.WVS==1][mytype + '_tot'].median()).astype(int)\n", "else:\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']" ] }, "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": 9, "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": [ "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": 10, "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": 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", 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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": 12, "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": 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", "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": 14, "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": 15, "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 B5)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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-B5-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-B5-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-B5-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", "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-B5-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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'Figure-B5-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-B5-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": 21, "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\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": 22, "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 }