{ "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 Below Median" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Setup and Pre-requisites" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "Let's start by importing the required packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "#%pylab --no-import-all\n", "%matplotlib inline\n", "\n", "import sys, os, time\n", "import numpy as np\n", "import pandas as pd\n", "pd.set_option('display.width', 160)\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import matplotlib.patches as mpatches\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "from statsmodels.iolib.summary2 import summary_col\n", "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n", "from scipy.stats import zscore\n", "from scipy.cluster.hierarchy import dendrogram, linkage\n", "from scipy import spatial, stats\n", "from scipy.stats import zscore\n", "import MantelTest.MantelTest as MantelTest\n", "import re\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Let's setup our paths" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "mytype = 'age'\n", "cut = 'below'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pathfb = './data/'\n", "pathfbor = './data/OriginalData/'\n", "pathregs = pathfb + 'Regs/'\n", "pathsamples = pathfb + '/DemographicData/' \n", "\n", "pathout = pathregs + 'Representativeness/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathshare = pathout\n", "if os.path.exists(pathfbor) == False:\n", " os.mkdir(pathfbor)\n", "\n", "pathout = pathregs + 'Representativeness/' + mytype + '/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathout = pathout + cut + '/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathshare = pathout " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Import Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n", " warn(msg)\n" ] } ], "source": [ "# Type of distance measure\n", "m = 'Cos'\n", "\n", "# Import all data\n", "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n", "\n", "# Import all distances\n", "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n", "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n", "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n", "\n", "# Import samples\n", "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n", "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n", "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')\n", "\n", "# Generate cutoffs\n", "if cut=='above':\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]>sample_repr['diff' + mytype].median()).astype(int)\n", " sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr['diff' + mytype]>sample_repr.loc[sample_repr.WVS==1]['diff' + mytype].median()).astype(int)\n", "else:\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr['diff' + mytype]" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# All correlations\n", "cols = ['Dist1', 'Dist2']\n", "corrs = mypairs.corr().copy()\n", "spear_corrs = mypairs.corr(method='spearman').copy()\n", "corrs = corrs.stack()\n", "spear_corrs = spear_corrs.stack()\n", "corrs = corrs.reset_index()\n", "spear_corrs = spear_corrs.reset_index()\n", "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n", "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr.sort_values('Corr', inplace=True)\n", "FBspcorr.sort_values('SpCorr', inplace=True)\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n", "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Pairwise Common Sample" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n", "mypairs_com = mypairs.dropna(subset=measures).copy()\n", "mypairs_com.reset_index(inplace=True, drop=True)\n", "corrs_com = mypairs_com.corr().copy()\n", "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n", "corrs_com = corrs_com.stack()\n", "spear_corrs_com = spear_corrs_com.stack()\n", "corrs_com = corrs_com.reset_index()\n", "spear_corrs_com = spear_corrs_com.reset_index()\n", "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n", "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com.sort_values('Corr', inplace=True)\n", "FBspcorr_com.sort_values('SpCorr', inplace=True)\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n", "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Prepare data for plotting" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# We need to construct some stats and prepare the data for plotting\n", "\n", "# Remove if Dist1==Dist2\n", "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n", "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n", "\n", "mean_corrs = corrs2.groupby('Dist1').mean()\n", "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n", "mean_corrs = mean_corrs.reset_index()\n", "mean_spcorrs = mean_spcorrs.reset_index()\n", "mean_corrs['Dist2'] = 'Average'\n", "mean_spcorrs['Dist2'] = 'Average'\n", "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n", "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n", "\n", "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n", "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n", "mean_corrs_com = mean_corrs_com.reset_index()\n", "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n", "mean_corrs_com['Dist2'] = 'Average'\n", "mean_spcorrs_com['Dist2'] = 'Average'\n", "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "# Remove FB from average\n", "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n", "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n", "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n", "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n", "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n", "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n", "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n", "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n", "def assign_type(x):\n", " '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n", " '''\n", " if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n", " y = 'Linguistic'\n", " elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n", " y = 'Cultural'\n", " elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n", " y = 'Genetic'\n", " elif x.find('reldist')!=-1:\n", " y = 'Religious'\n", " elif x in geocols:\n", " y = 'Geographical'\n", " elif x=='FBDist':\n", " y = 'FB'\n", " elif x=='FBDist_old':\n", " y = 'FB_old'\n", " return y\n", "\n", "NoFBcorrs3 = NoFBcorrs2.copy()\n", "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n", "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n", "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n", "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr3 = FBcorr.copy()\n", "FBspcorr3 = FBspcorr.copy()\n", "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n", "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n", "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n", "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n", "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n", "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n", "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n", "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n", "meancorrs_types.reset_index(inplace=True)\n", "meanspcorrs_types.reset_index(inplace=True)\n", "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n", "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n", "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n", "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n", "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n", "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n", "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr_com3 = FBcorr_com.copy()\n", "FBspcorr_com3 = FBspcorr_com.copy()\n", "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n", "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n", "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n", "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n", "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n", "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n", "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n", "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n", "meancorrs_com_types.reset_index(inplace=True)\n", "meanspcorrs_com_types.reset_index(inplace=True)\n", "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n", "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n", "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "# Merge Correlations\n", "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "\n", "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Correlations with Facebook Distances (Mantel Tests)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set seed for replication\n", "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n", " '''Compute Mantel test between Distance 1 and 2'''\n", " np.random.seed(seed)\n", " if common==False:\n", " mydist = df[codes + [Dist1, Dist2]].copy()\n", " else:\n", " mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n", " mydist = mydist.dropna().reset_index(drop=True)\n", " otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n", " mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n", " mydist = mydist.values\n", " np.fill_diagonal(mydist, 0)\n", " mydist = (mydist + mydist.T)/2\n", " otherdist = otherdist.values\n", " np.fill_diagonal(otherdist, 0)\n", " otherdist = (otherdist + otherdist.T)/2\n", " mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n", " return mymantel\n", "\n", "#######################################\n", "# Figure with all measures\n", "#######################################\n", "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n", "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n", "\n", "spear_corrs3m = spear_corrs3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Common Sample" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs_com3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n", "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n", "\n", "spear_corrs3m = spear_corrs_com3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Top 4 Correlations by Type" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Common Sample\n", "corrs3m_copy = corrs3m.copy()\n", "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n", "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n", "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n", "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n", "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "textstr = 'A'\n", "props = dict(boxstyle='square', facecolor='white', alpha=1)\n", "fig, ax = plt.subplots(figsize=(30,20))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(y=\"Dist2\", x=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2, ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n", "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n", "ax.set_title('')\n", "ax.set_xlabel('Pearson Correlation', fontsize=36)\n", "ax.set_ylabel('Distance Types', fontsize=36)\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n", "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n", "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Correlations of Selected Measures (Full Sample - Figure B10)" ] }, { "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-B10-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-B10-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-B10-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-B10-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", 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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-B10-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-B10-D.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Robustness - By Type of Distance (Figure B2 - robustness)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Semi-Partial $R^2$ (Joint)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Semi-Partial R^2\n", "FBcorrRegs = FBcorr.copy()\n", "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n", "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n", "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n", "allcols = FBcorrRegs.Dist2.tolist()\n", "for m in set(FBcorrRegs.DistType):\n", " mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n", " diffcols = list(set(allcols).difference(set(mcols)))\n", " myvars = ['FBDist'] + allcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " r1 = results1.rsquared\n", " myvars = ['FBDist'] + diffcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial $R^2$ (Individual)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Semi-Partial R^2 by measure controlling for all measures of all other types\n", "FBcorrRegs = FBcorr.copy()\n", "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n", "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n", "allcols = FBcorrRegs.Dist2.tolist()\n", "for m in set(FBcorrRegs.DistType):\n", " mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n", " diffcols = list(set(allcols).difference(set(mcols)))\n", " for m1 in mcols:\n", " myvars = ['FBDist'] + diffcols + [m1]\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " r1 = results1.rsquared\n", " myvars = ['FBDist'] + diffcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }