{ "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 Age 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 = 'age'\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')\n", "\n", "# Generate cutoffs\n", "if cut=='above':\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]>sample_repr['diff' + mytype].median()).astype(int)\n", " sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]>sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n", "else:\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# All correlations\n", "cols = ['Dist1', 'Dist2']\n", "corrs = mypairs.corr().copy()\n", "spear_corrs = mypairs.corr(method='spearman').copy()\n", "corrs = corrs.stack()\n", "spear_corrs = spear_corrs.stack()\n", "corrs = corrs.reset_index()\n", "spear_corrs = spear_corrs.reset_index()\n", "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n", "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr.sort_values('Corr', inplace=True)\n", "FBspcorr.sort_values('SpCorr', inplace=True)\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n", "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Pairwise Common Sample" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n", "mypairs_com = mypairs.dropna(subset=measures).copy()\n", "mypairs_com.reset_index(inplace=True, drop=True)\n", "corrs_com = mypairs_com.corr().copy()\n", "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n", "corrs_com = corrs_com.stack()\n", "spear_corrs_com = spear_corrs_com.stack()\n", "corrs_com = corrs_com.reset_index()\n", "spear_corrs_com = spear_corrs_com.reset_index()\n", "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n", "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com.sort_values('Corr', inplace=True)\n", "FBspcorr_com.sort_values('SpCorr', inplace=True)\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n", "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Prepare data for plotting" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# We need to construct some stats and prepare the data for plotting\n", "\n", "# Remove if Dist1==Dist2\n", "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n", "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n", "\n", "mean_corrs = corrs2.groupby('Dist1').mean()\n", "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n", "mean_corrs = mean_corrs.reset_index()\n", "mean_spcorrs = mean_spcorrs.reset_index()\n", "mean_corrs['Dist2'] = 'Average'\n", "mean_spcorrs['Dist2'] = 'Average'\n", "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n", "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n", "\n", "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n", "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n", "mean_corrs_com = mean_corrs_com.reset_index()\n", "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n", "mean_corrs_com['Dist2'] = 'Average'\n", "mean_spcorrs_com['Dist2'] = 'Average'\n", "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "# Remove FB from average\n", "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n", "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n", "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n", "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n", "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n", "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n", "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n", "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n", "def assign_type(x):\n", " '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n", " '''\n", " if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n", " y = 'Linguistic'\n", " elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n", " y = 'Cultural'\n", " elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n", " y = 'Genetic'\n", " elif x.find('reldist')!=-1:\n", " y = 'Religious'\n", " elif x in geocols:\n", " y = 'Geographical'\n", " elif x=='FBDist':\n", " y = 'FB'\n", " elif x=='FBDist_old':\n", " y = 'FB_old'\n", " return y\n", "\n", "NoFBcorrs3 = NoFBcorrs2.copy()\n", "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n", "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n", "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n", "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr3 = FBcorr.copy()\n", "FBspcorr3 = FBspcorr.copy()\n", "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n", "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n", "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n", "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n", "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n", "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n", "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n", "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n", "meancorrs_types.reset_index(inplace=True)\n", "meanspcorrs_types.reset_index(inplace=True)\n", "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n", "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n", "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n", "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n", "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n", "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n", "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr_com3 = FBcorr_com.copy()\n", "FBspcorr_com3 = FBspcorr_com.copy()\n", "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n", "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n", "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n", "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n", "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n", "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n", "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n", "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n", "meancorrs_com_types.reset_index(inplace=True)\n", "meanspcorrs_com_types.reset_index(inplace=True)\n", "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n", "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n", "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "# Merge Correlations\n", "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "\n", "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Correlations with Facebook Distances (Mantel Tests)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set seed for replication\n", "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n", " '''Compute Mantel test between Distance 1 and 2'''\n", " np.random.seed(seed)\n", " if common==False:\n", " mydist = df[codes + [Dist1, Dist2]].copy()\n", " else:\n", " mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n", " mydist = mydist.dropna().reset_index(drop=True)\n", " otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n", " mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n", " mydist = mydist.values\n", " np.fill_diagonal(mydist, 0)\n", " mydist = (mydist + mydist.T)/2\n", " otherdist = otherdist.values\n", " np.fill_diagonal(otherdist, 0)\n", " otherdist = (otherdist + otherdist.T)/2\n", " mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n", " return mymantel\n", "\n", "#######################################\n", "# Figure with all measures\n", "#######################################\n", "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n", "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n", "\n", "spear_corrs3m = spear_corrs3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Common Sample" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs_com3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n", "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n", "\n", "spear_corrs3m = spear_corrs_com3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Top 4 Correlations by Type" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Common Sample\n", "corrs3m_copy = corrs3m.copy()\n", "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n", "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n", "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n", "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n", "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "textstr = 'A'\n", "props = dict(boxstyle='square', facecolor='white', alpha=1)\n", "fig, ax = plt.subplots(figsize=(30,20))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(y=\"Dist2\", x=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2, ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n", "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n", "ax.set_title('')\n", "ax.set_xlabel('Pearson Correlation', fontsize=36)\n", "ax.set_ylabel('Distance Types', fontsize=36)\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n", "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n", "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Correlations of Selected Measures (Full Sample - Figure B9)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B9-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Correlations of Selected Measures (Common Sample)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# List of measures by Type Common sample\n", "corrs3m = corrs_com3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "\n", "spear_corrs3m = spear_corrs_com3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "\n", "# List by Type FB Only Common Sample\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B9-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-B9-C\n", "## Partial Correlation (Residuals on Residuals)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\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-B9-C.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial $R^2$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'Figure-B9-E.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial Correlation" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "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-B9-D.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Robustness - By Type of Distance (Figure B2 - robustness)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Semi-Partial $R^2$ (Joint)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "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": 20, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Semi-Partial R^2 by measure controlling for all measures of all other types\n", "FBcorrRegs = FBcorr.copy()\n", "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n", "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n", "allcols = FBcorrRegs.Dist2.tolist()\n", "for m in set(FBcorrRegs.DistType):\n", " mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n", " diffcols = list(set(allcols).difference(set(mcols)))\n", " for m1 in mcols:\n", " myvars = ['FBDist'] + diffcols + [m1]\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " r1 = results1.rsquared\n", " myvars = ['FBDist'] + diffcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }