{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# Expanding the measurement of culture with a sample of two billion humans" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [] }, "source": [ "## Replication Data and Code" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [] }, "source": [ "## Robustness Analysis\n", "## Robustness to Gender 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 = 'gender'\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", 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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 B7)" ] }, { "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-B7-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-B7-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-B7-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-B7-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-B7-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-B7-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 }