{
 "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": {},
   "source": [
    "# Panel Plot generation\n",
    "\n",
    "This notebook contains the code to generate the panel plots of regional data. The data files required are allRegionsAndContriesSimilarity_Jan19.csv and translation.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all, define a function to load countries and regularize all column names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "loadCountries<-function()\n",
    "{\n",
    "  allCountries=read.csv(\"./data/RegionalAnalysis/allRegionsAndCountriesSimilarity_Jan19.csv\", row.names=1, check.names = FALSE)\n",
    "  country_codes=read.csv(\"./data/RegionalAnalysis/translation.csv\",header=FALSE)\n",
    "  cc=as.character(country_codes$V2)\n",
    "  names(cc)<-as.character(country_codes$V1)\n",
    "  new_colnames=c()\n",
    "  for( country in colnames(allCountries))\n",
    "  {\n",
    "    if(nchar(country)==2)\n",
    "    {\n",
    "      new_colnames<-c(new_colnames, cc[country])\n",
    "    }\n",
    "    else\n",
    "    {\n",
    "      new_colnames<-c(new_colnames, country)\n",
    "    }\n",
    "  }\n",
    "  \n",
    "  new_rownames=c()\n",
    "  for( country in row.names(allCountries))\n",
    "  {\n",
    "    if(nchar(country)==2)\n",
    "    {\n",
    "      new_rownames<-c(new_rownames, cc[country])\n",
    "    }\n",
    "    else\n",
    "    {\n",
    "      new_rownames<-c(new_rownames, country)\n",
    "    }\n",
    "  }\n",
    "  \n",
    "  colnames(allCountries)<-new_colnames\n",
    "  row.names(allCountries)<-new_rownames\n",
    "  return(allCountries)\n",
    "  \n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For simplicity purposes, use variables for colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "escol<-\"red\"\n",
    "decol<-\"orange\"\n",
    "itcol<-\"darkgreen\"\n",
    "frcol<-\"blue\"\n",
    "othercol=\"white\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In reality, this could be comprised into a single function that receives as input the country name, but for only 4 countries and also taking into account that some tweaking is needed, specially when putting names and more, I found it easier to simply replicate code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spain plot\n",
    "\n",
    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/latex": [],
      "text/markdown": [],
      "text/plain": [
       "character(0)"
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     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 3"
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      "text/latex": [
       "\\textbf{pdf:} 3"
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      "text/markdown": [
       "**pdf:** 3"
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      "text/plain": [
       "pdf \n",
       "  3 "
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    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{pdf:} 2"
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      "text/markdown": [
       "**pdf:** 2"
      ],
      "text/plain": [
       "pdf \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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6ZTfDHRCyM1+k6s98ZJh7dtufjGpOto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\n28B6h9a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dxMo9riOIS4fv4F5q+SZXqO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J8Cw2cDB1d3gOftjA/XHicD8/pYGxm9uUpr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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "COUNTRY<-\"ES\"\n",
    "\n",
    "#par(mar=c(8.5,3,0.2,0.2))\n",
    "par(mar=c(8.8, 3, 0.2, 0.2))\n",
    "allCountries<-loadCountries()\n",
    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE)\n",
    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE)\n",
    "  \n",
    "regionsAndCountries=as.character(items$V2)\n",
    "regions=as.character(reduced_items$V2)\n",
    "  \n",
    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
    "  \n",
    "  \n",
    "allCountries=allCountries[regions,regionsAndCountries]\n",
    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
    "colnames(allCountries)[13]<-\"Valencia\"\n",
    "allCountries <- 1 - allCountries\n",
    "\n",
    "colors<-c(decol, itcol, frcol, rep(escol,17))\n",
    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 15, height = 10)\n",
    "# Step 1: Call the pdf command to start the plot\n",
    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
    "#text(x=9.5, y=0.735, labels=\"Spain Regions and neighbours\",xpd=TRUE,cex=1.5)\n",
    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-A\", \".pdf\", sep=\"\"))\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### France plot\n",
    "\n",
    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/latex": [],
      "text/markdown": [],
      "text/plain": [
       "character(0)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 3"
      ],
      "text/latex": [
       "\\textbf{pdf:} 3"
      ],
      "text/markdown": [
       "**pdf:** 3"
      ],
      "text/plain": [
       "pdf \n",
       "  3 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{pdf:} 2"
      ],
      "text/markdown": [
       "**pdf:** 2"
      ],
      "text/plain": [
       "pdf \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AgQIECAAAECBFosIEGa34O3JTKjzffr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\n+PoKbEjyBYjD+zLxLb9eZcJB2Za81HF4mrS/3LQ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wGtRZwMMXm89Qw6vRaUX2p5E6Buca357lL5Hkh6G5iDzLW32UJSr/JeocjwIff45L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UfmKuzkzWWumf/yukmoh9iw7NdQmAtalcmo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YU0tEtiEQAiEQAiEQAiEwyAReROGuQzZglI0b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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "COUNTRY<-\"FR\"\n",
    "\n",
    "#par(mar=c(8.5,3,0.2,0.2))\n",
    "par(mar=c(10, 3, 0.2, 0.2))\n",
    "allCountries<-loadCountries()\n",
    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE, stringsAsFactors = FALSE)\n",
    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE, stringsAsFactors = FALSE)\n",
    "regionsAndCountries=as.character(items$V2)\n",
    "regions=as.character(reduced_items$V2)\n",
    "\n",
    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
    "\n",
    "\n",
    "allCountries=allCountries[regions,regionsAndCountries]\n",
    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
    "colnames(allCountries)[12]<-\"Provence-Alpes\"\n",
    "allCountries <- 1 - allCountries\n",
    "\n",
    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 30, height = 20)\n",
    "colors<-c(escol,itcol,decol,rep(frcol,21))\n",
    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
    "#text(11, 0.765, \"France Regions and neighbours\", xpd=TRUE)\n",
    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-B\", \".pdf\", sep=\"\"))\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Germany\n",
    "\n",
    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/latex": [],
      "text/markdown": [],
      "text/plain": [
       "character(0)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 3"
      ],
      "text/latex": [
       "\\textbf{pdf:} 3"
      ],
      "text/markdown": [
       "**pdf:** 3"
      ],
      "text/plain": [
       "pdf \n",
       "  3 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{pdf:} 2"
      ],
      "text/markdown": [
       "**pdf:** 2"
      ],
      "text/plain": [
       "pdf \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AABAgQIECBAgMDEBCRIE6NU0bJAHtE5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vOtJx6Nw05Q9ffRZ/CXGYaXo2qK9a9sAA7Xdd/k7VxkxC/8Y44fdIfcs/ee4ariPv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\nH9en+2Nf1yNs25n8DJoC1W1+Nh5C5v8Tau4nq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4GZ2fwZ8ntXmGbG7d2MshUCIRACIdADgWVJvwKVG4gdRjuOdiCHmjkS+zvkiPw96HS0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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "COUNTRY<-\"DE\"\n",
    "\n",
    "par(mar=c(9.2,3,0.2,0.2))\n",
    "\n",
    "allCountries<-loadCountries()\n",
    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE)\n",
    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE)\n",
    "\n",
    "regionsAndCountries=as.character(items$V2)\n",
    "regions=as.character(reduced_items$V2)\n",
    "\n",
    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
    "\n",
    "\n",
    "allCountries=allCountries[regions,regionsAndCountries]\n",
    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
    "colnames(allCountries)[13]<-\"Mecklenburg\"\n",
    "allCountries <- 1 - allCountries\n",
    "\n",
    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 30, height = 20)\n",
    "colors<-c(escol,itcol, frcol, rep(decol,13))\n",
    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
    "#text(7.5, 0.765, \"Germany Regions and neighbours\", xpd=TRUE)\n",
    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-C\", \".pdf\", sep=\"\"))\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Italy\n",
    "\n",
    "This code is basically the same with the exception of some text values. Essentially, it opens the regions and neighbors in each country and loads the data correctlly. Then it plots the boxplot chart sometimes simplifying values that are too long."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/latex": [],
      "text/markdown": [],
      "text/plain": [
       "character(0)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 3"
      ],
      "text/latex": [
       "\\textbf{pdf:} 3"
      ],
      "text/markdown": [
       "**pdf:** 3"
      ],
      "text/plain": [
       "pdf \n",
       "  3 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{pdf:} 2"
      ],
      "text/markdown": [
       "**pdf:** 2"
      ],
      "text/plain": [
       "pdf \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P+OA/o4NuovLlnWjbqzI75fskwVAQIE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\nIApEgSgQBaJAFJgwBf4/HYp341G1d1gAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "COUNTRY<-\"IT\"\n",
    "\n",
    "par(mar=c(9,3,0.2,0.2))\n",
    "\n",
    "allCountries<-loadCountries()\n",
    "items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \".csv\", sep=\"\"), header = FALSE)\n",
    "reduced_items=read.csv(paste(\"./data/RegionalAnalysis/\", COUNTRY, \"_reg.csv\", sep=\"\"), header = FALSE)\n",
    "\n",
    "regionsAndCountries=as.character(items$V2)\n",
    "regions=as.character(reduced_items$V2)\n",
    "\n",
    "regionsAndCountries[!regionsAndCountries %in% colnames(allCountries)]\n",
    "\n",
    "\n",
    "allCountries=allCountries[regions,regionsAndCountries]\n",
    "allCountries<-allCountries[order(sapply(allCountries, median))]\n",
    "\n",
    "colnames(allCountries)[4]<-\"Trentino-Alto Adige\"\n",
    "allCountries <- 1 - allCountries\n",
    "\n",
    "#png(filename=paste(\"./PanelFigures/\", COUNTRY, \".png\", sep=\"\"))\n",
    "#pdf(file=paste(\"./data/RegionalAnalysis/\", COUNTRY, \".pdf\", sep=\"\"), width = 30, height = 20)\n",
    "colors<-c(decol,escol, frcol, rep(itcol,20))\n",
    "boxplot(allCountries, las=2, outline=F, xaxt=\"n\", col=colors, ylim=c(0,0.15))\n",
    "text(seq(1,length(allCountries),by=1), -.01, srt = 60, adj= 1, xpd = TRUE, labels = paste(colnames(allCountries)), cex=1.25)\n",
    "#text(10, 0.765, \"Italy Regions and neighbours\", xpd=TRUE)\n",
    "dev.copy(pdf, paste(\"./data/RegionalAnalysis/Figure-4-D\", \".pdf\", sep=\"\"))\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"dataframe\">\n",
       "<caption>A data.frame: 20 × 22</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>Germany</th><th scope=col>Spain</th><th scope=col>France</th><th scope=col>Trentino-Alto Adige</th><th scope=col>Sardinia</th><th scope=col>Aosta Valley</th><th scope=col>Basilicata</th><th scope=col>Calabria</th><th scope=col>Campania</th><th scope=col>Friuli-Venezia Giulia</th><th scope=col>⋯</th><th scope=col>Puglia</th><th scope=col>Piedmont</th><th scope=col>Lombardy</th><th scope=col>Marche</th><th scope=col>Abruzzo</th><th scope=col>Liguria</th><th scope=col>Molise</th><th scope=col>Lazio</th><th scope=col>Tuscany</th><th scope=col>Emilia-Romagna</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>⋯</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>Abruzzo</th><td>0.1347267</td><td>0.1270803</td><td>0.11725046</td><td>0.03589109</td><td>0.02467482</td><td>2.397060e-02</td><td>0.01905254</td><td> 1.682574e-02</td><td>0.01709562</td><td>0.019593189</td><td>⋯</td><td>1.592834e-02</td><td>1.958136e-02</td><td>0.018220760</td><td>0.01150486</td><td>0.000000000</td><td>0.017011574</td><td> 8.310756e-03</td><td>0.01244958</td><td> 1.577268e-02</td><td>0.014425156</td></tr>\n",
       "\t<tr><th scope=row>Basilicata</th><td>0.1401469</td><td>0.1359114</td><td>0.12347153</td><td>0.04471418</td><td>0.02898712</td><td>3.115010e-02</td><td>0.00000000</td><td> 1.174849e-02</td><td>0.01680952</td><td>0.027321719</td><td>⋯</td><td>1.073725e-02</td><td>2.445594e-02</td><td>0.024411669</td><td>0.02249022</td><td>0.019052536</td><td>0.023804459</td><td> 1.201171e-02</td><td>0.01959685</td><td> 2.290132e-02</td><td>0.022421668</td></tr>\n",
       "\t<tr><th scope=row>Calabria</th><td>0.1391626</td><td>0.1328995</td><td>0.12106929</td><td>0.04340594</td><td>0.02551703</td><td>2.862164e-02</td><td>0.01174849</td><td>-2.220446e-16</td><td>0.01432843</td><td>0.025009546</td><td>⋯</td><td>1.249001e-02</td><td>2.166542e-02</td><td>0.021626144</td><td>0.02012993</td><td>0.016825745</td><td>0.020325105</td><td> 1.120440e-02</td><td>0.01638727</td><td> 2.003677e-02</td><td>0.019803237</td></tr>\n",
       "\t<tr><th scope=row>Campania</th><td>0.1365881</td><td>0.1310480</td><td>0.11861095</td><td>0.04433392</td><td>0.02759758</td><td>3.060026e-02</td><td>0.01680952</td><td> 1.432843e-02</td><td>0.00000000</td><td>0.025680303</td><td>⋯</td><td>1.358006e-02</td><td>2.340673e-02</td><td>0.021717128</td><td>0.01972597</td><td>0.017095625</td><td>0.020822442</td><td> 1.269779e-02</td><td>0.01517949</td><td> 1.982860e-02</td><td>0.019269948</td></tr>\n",
       "\t<tr><th scope=row>Emilia-Romagna</th><td>0.1147544</td><td>0.1144313</td><td>0.09595028</td><td>0.02512653</td><td>0.02569175</td><td>1.947058e-02</td><td>0.02242167</td><td> 1.980324e-02</td><td>0.01926995</td><td>0.010918741</td><td>⋯</td><td>1.863475e-02</td><td>1.108416e-02</td><td>0.006765260</td><td>0.01040783</td><td>0.014425156</td><td>0.010105320</td><td> 1.612702e-02</td><td>0.01041940</td><td> 7.518949e-03</td><td>0.000000000</td></tr>\n",
       "\t<tr><th scope=row>Friuli-Venezia Giulia</th><td>0.1154077</td><td>0.1154178</td><td>0.09728576</td><td>0.02474157</td><td>0.02844711</td><td>2.156249e-02</td><td>0.02732172</td><td> 2.500955e-02</td><td>0.02568030</td><td>0.000000000</td><td>⋯</td><td>2.411911e-02</td><td>1.568098e-02</td><td>0.012355725</td><td>0.01700387</td><td>0.019593189</td><td>0.014245253</td><td> 2.139431e-02</td><td>0.01625195</td><td> 1.343407e-02</td><td>0.010918741</td></tr>\n",
       "\t<tr><th scope=row>Lazio</th><td>0.1203519</td><td>0.1187581</td><td>0.10130931</td><td>0.03315718</td><td>0.02500293</td><td>2.463916e-02</td><td>0.01959685</td><td> 1.638727e-02</td><td>0.01517949</td><td>0.016251947</td><td>⋯</td><td>1.624563e-02</td><td>1.484282e-02</td><td>0.011675130</td><td>0.01407143</td><td>0.012449582</td><td>0.013488082</td><td> 1.293437e-02</td><td>0.00000000</td><td> 1.060186e-02</td><td>0.010419400</td></tr>\n",
       "\t<tr><th scope=row>Liguria</th><td>0.1213935</td><td>0.1164764</td><td>0.10084349</td><td>0.02901360</td><td>0.02381289</td><td>1.851069e-02</td><td>0.02380446</td><td> 2.032510e-02</td><td>0.02082244</td><td>0.014245253</td><td>⋯</td><td>1.961558e-02</td><td>9.680176e-03</td><td>0.010679652</td><td>0.01477391</td><td>0.017011574</td><td>0.000000000</td><td> 1.751608e-02</td><td>0.01348808</td><td> 1.011197e-02</td><td>0.010105320</td></tr>\n",
       "\t<tr><th scope=row>Lombardy</th><td>0.1094344</td><td>0.1133450</td><td>0.09062378</td><td>0.02495309</td><td>0.02959137</td><td>1.918659e-02</td><td>0.02441167</td><td> 2.162614e-02</td><td>0.02171713</td><td>0.012355725</td><td>⋯</td><td>2.132084e-02</td><td>8.680780e-03</td><td>0.000000000</td><td>0.01580111</td><td>0.018220760</td><td>0.010679652</td><td> 1.799446e-02</td><td>0.01167513</td><td> 9.656538e-03</td><td>0.006765260</td></tr>\n",
       "\t<tr><th scope=row>Marche</th><td>0.1300642</td><td>0.1240861</td><td>0.11189905</td><td>0.03235137</td><td>0.02493026</td><td>2.318224e-02</td><td>0.02249022</td><td> 2.012993e-02</td><td>0.01972597</td><td>0.017003867</td><td>⋯</td><td>1.860827e-02</td><td>1.766078e-02</td><td>0.015801115</td><td>0.00000000</td><td>0.011504861</td><td>0.014773913</td><td> 1.510252e-02</td><td>0.01407143</td><td> 1.310673e-02</td><td>0.010407827</td></tr>\n",
       "\t<tr><th scope=row>Molise</th><td>0.1337406</td><td>0.1292696</td><td>0.11768676</td><td>0.03805822</td><td>0.02381872</td><td>2.538339e-02</td><td>0.01201171</td><td> 1.120440e-02</td><td>0.01269779</td><td>0.021394305</td><td>⋯</td><td>1.127148e-02</td><td>1.881812e-02</td><td>0.017994464</td><td>0.01510252</td><td>0.008310756</td><td>0.017516082</td><td>-2.220446e-16</td><td>0.01293437</td><td> 1.632405e-02</td><td>0.016127022</td></tr>\n",
       "\t<tr><th scope=row>Piedmont</th><td>0.1190401</td><td>0.1195127</td><td>0.09930861</td><td>0.03100220</td><td>0.02838905</td><td>1.683699e-02</td><td>0.02445594</td><td> 2.166542e-02</td><td>0.02340673</td><td>0.015680979</td><td>⋯</td><td>2.192065e-02</td><td>2.220446e-16</td><td>0.008680780</td><td>0.01766078</td><td>0.019581362</td><td>0.009680176</td><td> 1.881812e-02</td><td>0.01484282</td><td> 1.277622e-02</td><td>0.011084162</td></tr>\n",
       "\t<tr><th scope=row>Puglia</th><td>0.1393894</td><td>0.1321885</td><td>0.12173232</td><td>0.04315117</td><td>0.02502833</td><td>3.001241e-02</td><td>0.01073725</td><td> 1.249001e-02</td><td>0.01358006</td><td>0.024119107</td><td>⋯</td><td>1.110223e-16</td><td>2.192065e-02</td><td>0.021320835</td><td>0.01860827</td><td>0.015928343</td><td>0.019615577</td><td> 1.127148e-02</td><td>0.01624563</td><td> 1.978506e-02</td><td>0.018634755</td></tr>\n",
       "\t<tr><th scope=row>Sardinia</th><td>0.1488370</td><td>0.1367466</td><td>0.13069482</td><td>0.04665596</td><td>0.00000000</td><td>3.376342e-02</td><td>0.02898712</td><td> 2.551703e-02</td><td>0.02759758</td><td>0.028447110</td><td>⋯</td><td>2.502833e-02</td><td>2.838905e-02</td><td>0.029591365</td><td>0.02493026</td><td>0.024674821</td><td>0.023812889</td><td> 2.381872e-02</td><td>0.02500293</td><td> 2.608084e-02</td><td>0.025691750</td></tr>\n",
       "\t<tr><th scope=row>Sicilia</th><td>0.1310814</td><td>0.1266463</td><td>0.11349104</td><td>0.04214461</td><td>0.02693343</td><td>2.986087e-02</td><td>0.01807277</td><td> 1.148358e-02</td><td>0.01544297</td><td>0.023635039</td><td>⋯</td><td>1.515385e-02</td><td>2.032675e-02</td><td>0.019397981</td><td>0.02053152</td><td>0.018575477</td><td>0.019020758</td><td> 1.462043e-02</td><td>0.01565551</td><td> 1.864705e-02</td><td>0.018321760</td></tr>\n",
       "\t<tr><th scope=row>Tuscany</th><td>0.1163302</td><td>0.1152229</td><td>0.09622377</td><td>0.02872400</td><td>0.02608084</td><td>2.143748e-02</td><td>0.02290132</td><td> 2.003677e-02</td><td>0.01982860</td><td>0.013434066</td><td>⋯</td><td>1.978506e-02</td><td>1.277622e-02</td><td>0.009656538</td><td>0.01310673</td><td>0.015772680</td><td>0.010111966</td><td> 1.632405e-02</td><td>0.01060186</td><td>-2.220446e-16</td><td>0.007518949</td></tr>\n",
       "\t<tr><th scope=row>Trentino-Alto Adige/Sudtirol</th><td>0.1077870</td><td>0.1210134</td><td>0.10138782</td><td>0.00000000</td><td>0.04665596</td><td>3.019813e-02</td><td>0.04471418</td><td> 4.340594e-02</td><td>0.04433392</td><td>0.024741574</td><td>⋯</td><td>4.315117e-02</td><td>3.100220e-02</td><td>0.024953089</td><td>0.03235137</td><td>0.035891087</td><td>0.029013604</td><td> 3.805822e-02</td><td>0.03315718</td><td> 2.872400e-02</td><td>0.025126530</td></tr>\n",
       "\t<tr><th scope=row>Umbria</th><td>0.1309651</td><td>0.1255135</td><td>0.11258011</td><td>0.03510692</td><td>0.02627352</td><td>2.512650e-02</td><td>0.02165091</td><td> 1.919347e-02</td><td>0.02069916</td><td>0.019039971</td><td>⋯</td><td>1.893842e-02</td><td>1.874126e-02</td><td>0.017072130</td><td>0.01167681</td><td>0.014551052</td><td>0.016509115</td><td> 1.564977e-02</td><td>0.01232837</td><td> 1.252888e-02</td><td>0.012977717</td></tr>\n",
       "\t<tr><th scope=row>Aosta Valley</th><td>0.1288756</td><td>0.1245036</td><td>0.10922829</td><td>0.03019813</td><td>0.03376342</td><td>1.110223e-16</td><td>0.03115010</td><td> 2.862164e-02</td><td>0.03060026</td><td>0.021562493</td><td>⋯</td><td>3.001241e-02</td><td>1.683699e-02</td><td>0.019186585</td><td>0.02318224</td><td>0.023970596</td><td>0.018510686</td><td> 2.538339e-02</td><td>0.02463916</td><td> 2.143748e-02</td><td>0.019470577</td></tr>\n",
       "\t<tr><th scope=row>Veneto</th><td>0.1165959</td><td>0.1167465</td><td>0.09830711</td><td>0.02192779</td><td>0.03071633</td><td>2.270953e-02</td><td>0.02780147</td><td> 2.573526e-02</td><td>0.02599011</td><td>0.008403153</td><td>⋯</td><td>2.466874e-02</td><td>1.592200e-02</td><td>0.010447942</td><td>0.01745415</td><td>0.020564286</td><td>0.014884642</td><td> 2.152257e-02</td><td>0.01676578</td><td> 1.314311e-02</td><td>0.009799833</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 20 × 22\n",
       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
       "  & Germany & Spain & France & Trentino-Alto Adige & Sardinia & Aosta Valley & Basilicata & Calabria & Campania & Friuli-Venezia Giulia & ⋯ & Puglia & Piedmont & Lombardy & Marche & Abruzzo & Liguria & Molise & Lazio & Tuscany & Emilia-Romagna\\\\\n",
       "  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & ⋯ & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\tAbruzzo & 0.1347267 & 0.1270803 & 0.11725046 & 0.03589109 & 0.02467482 & 2.397060e-02 & 0.01905254 &  1.682574e-02 & 0.01709562 & 0.019593189 & ⋯ & 1.592834e-02 & 1.958136e-02 & 0.018220760 & 0.01150486 & 0.000000000 & 0.017011574 &  8.310756e-03 & 0.01244958 &  1.577268e-02 & 0.014425156\\\\\n",
       "\tBasilicata & 0.1401469 & 0.1359114 & 0.12347153 & 0.04471418 & 0.02898712 & 3.115010e-02 & 0.00000000 &  1.174849e-02 & 0.01680952 & 0.027321719 & ⋯ & 1.073725e-02 & 2.445594e-02 & 0.024411669 & 0.02249022 & 0.019052536 & 0.023804459 &  1.201171e-02 & 0.01959685 &  2.290132e-02 & 0.022421668\\\\\n",
       "\tCalabria & 0.1391626 & 0.1328995 & 0.12106929 & 0.04340594 & 0.02551703 & 2.862164e-02 & 0.01174849 & -2.220446e-16 & 0.01432843 & 0.025009546 & ⋯ & 1.249001e-02 & 2.166542e-02 & 0.021626144 & 0.02012993 & 0.016825745 & 0.020325105 &  1.120440e-02 & 0.01638727 &  2.003677e-02 & 0.019803237\\\\\n",
       "\tCampania & 0.1365881 & 0.1310480 & 0.11861095 & 0.04433392 & 0.02759758 & 3.060026e-02 & 0.01680952 &  1.432843e-02 & 0.00000000 & 0.025680303 & ⋯ & 1.358006e-02 & 2.340673e-02 & 0.021717128 & 0.01972597 & 0.017095625 & 0.020822442 &  1.269779e-02 & 0.01517949 &  1.982860e-02 & 0.019269948\\\\\n",
       "\tEmilia-Romagna & 0.1147544 & 0.1144313 & 0.09595028 & 0.02512653 & 0.02569175 & 1.947058e-02 & 0.02242167 &  1.980324e-02 & 0.01926995 & 0.010918741 & ⋯ & 1.863475e-02 & 1.108416e-02 & 0.006765260 & 0.01040783 & 0.014425156 & 0.010105320 &  1.612702e-02 & 0.01041940 &  7.518949e-03 & 0.000000000\\\\\n",
       "\tFriuli-Venezia Giulia & 0.1154077 & 0.1154178 & 0.09728576 & 0.02474157 & 0.02844711 & 2.156249e-02 & 0.02732172 &  2.500955e-02 & 0.02568030 & 0.000000000 & ⋯ & 2.411911e-02 & 1.568098e-02 & 0.012355725 & 0.01700387 & 0.019593189 & 0.014245253 &  2.139431e-02 & 0.01625195 &  1.343407e-02 & 0.010918741\\\\\n",
       "\tLazio & 0.1203519 & 0.1187581 & 0.10130931 & 0.03315718 & 0.02500293 & 2.463916e-02 & 0.01959685 &  1.638727e-02 & 0.01517949 & 0.016251947 & ⋯ & 1.624563e-02 & 1.484282e-02 & 0.011675130 & 0.01407143 & 0.012449582 & 0.013488082 &  1.293437e-02 & 0.00000000 &  1.060186e-02 & 0.010419400\\\\\n",
       "\tLiguria & 0.1213935 & 0.1164764 & 0.10084349 & 0.02901360 & 0.02381289 & 1.851069e-02 & 0.02380446 &  2.032510e-02 & 0.02082244 & 0.014245253 & ⋯ & 1.961558e-02 & 9.680176e-03 & 0.010679652 & 0.01477391 & 0.017011574 & 0.000000000 &  1.751608e-02 & 0.01348808 &  1.011197e-02 & 0.010105320\\\\\n",
       "\tLombardy & 0.1094344 & 0.1133450 & 0.09062378 & 0.02495309 & 0.02959137 & 1.918659e-02 & 0.02441167 &  2.162614e-02 & 0.02171713 & 0.012355725 & ⋯ & 2.132084e-02 & 8.680780e-03 & 0.000000000 & 0.01580111 & 0.018220760 & 0.010679652 &  1.799446e-02 & 0.01167513 &  9.656538e-03 & 0.006765260\\\\\n",
       "\tMarche & 0.1300642 & 0.1240861 & 0.11189905 & 0.03235137 & 0.02493026 & 2.318224e-02 & 0.02249022 &  2.012993e-02 & 0.01972597 & 0.017003867 & ⋯ & 1.860827e-02 & 1.766078e-02 & 0.015801115 & 0.00000000 & 0.011504861 & 0.014773913 &  1.510252e-02 & 0.01407143 &  1.310673e-02 & 0.010407827\\\\\n",
       "\tMolise & 0.1337406 & 0.1292696 & 0.11768676 & 0.03805822 & 0.02381872 & 2.538339e-02 & 0.01201171 &  1.120440e-02 & 0.01269779 & 0.021394305 & ⋯ & 1.127148e-02 & 1.881812e-02 & 0.017994464 & 0.01510252 & 0.008310756 & 0.017516082 & -2.220446e-16 & 0.01293437 &  1.632405e-02 & 0.016127022\\\\\n",
       "\tPiedmont & 0.1190401 & 0.1195127 & 0.09930861 & 0.03100220 & 0.02838905 & 1.683699e-02 & 0.02445594 &  2.166542e-02 & 0.02340673 & 0.015680979 & ⋯ & 2.192065e-02 & 2.220446e-16 & 0.008680780 & 0.01766078 & 0.019581362 & 0.009680176 &  1.881812e-02 & 0.01484282 &  1.277622e-02 & 0.011084162\\\\\n",
       "\tPuglia & 0.1393894 & 0.1321885 & 0.12173232 & 0.04315117 & 0.02502833 & 3.001241e-02 & 0.01073725 &  1.249001e-02 & 0.01358006 & 0.024119107 & ⋯ & 1.110223e-16 & 2.192065e-02 & 0.021320835 & 0.01860827 & 0.015928343 & 0.019615577 &  1.127148e-02 & 0.01624563 &  1.978506e-02 & 0.018634755\\\\\n",
       "\tSardinia & 0.1488370 & 0.1367466 & 0.13069482 & 0.04665596 & 0.00000000 & 3.376342e-02 & 0.02898712 &  2.551703e-02 & 0.02759758 & 0.028447110 & ⋯ & 2.502833e-02 & 2.838905e-02 & 0.029591365 & 0.02493026 & 0.024674821 & 0.023812889 &  2.381872e-02 & 0.02500293 &  2.608084e-02 & 0.025691750\\\\\n",
       "\tSicilia & 0.1310814 & 0.1266463 & 0.11349104 & 0.04214461 & 0.02693343 & 2.986087e-02 & 0.01807277 &  1.148358e-02 & 0.01544297 & 0.023635039 & ⋯ & 1.515385e-02 & 2.032675e-02 & 0.019397981 & 0.02053152 & 0.018575477 & 0.019020758 &  1.462043e-02 & 0.01565551 &  1.864705e-02 & 0.018321760\\\\\n",
       "\tTuscany & 0.1163302 & 0.1152229 & 0.09622377 & 0.02872400 & 0.02608084 & 2.143748e-02 & 0.02290132 &  2.003677e-02 & 0.01982860 & 0.013434066 & ⋯ & 1.978506e-02 & 1.277622e-02 & 0.009656538 & 0.01310673 & 0.015772680 & 0.010111966 &  1.632405e-02 & 0.01060186 & -2.220446e-16 & 0.007518949\\\\\n",
       "\tTrentino-Alto Adige/Sudtirol & 0.1077870 & 0.1210134 & 0.10138782 & 0.00000000 & 0.04665596 & 3.019813e-02 & 0.04471418 &  4.340594e-02 & 0.04433392 & 0.024741574 & ⋯ & 4.315117e-02 & 3.100220e-02 & 0.024953089 & 0.03235137 & 0.035891087 & 0.029013604 &  3.805822e-02 & 0.03315718 &  2.872400e-02 & 0.025126530\\\\\n",
       "\tUmbria & 0.1309651 & 0.1255135 & 0.11258011 & 0.03510692 & 0.02627352 & 2.512650e-02 & 0.02165091 &  1.919347e-02 & 0.02069916 & 0.019039971 & ⋯ & 1.893842e-02 & 1.874126e-02 & 0.017072130 & 0.01167681 & 0.014551052 & 0.016509115 &  1.564977e-02 & 0.01232837 &  1.252888e-02 & 0.012977717\\\\\n",
       "\tAosta Valley & 0.1288756 & 0.1245036 & 0.10922829 & 0.03019813 & 0.03376342 & 1.110223e-16 & 0.03115010 &  2.862164e-02 & 0.03060026 & 0.021562493 & ⋯ & 3.001241e-02 & 1.683699e-02 & 0.019186585 & 0.02318224 & 0.023970596 & 0.018510686 &  2.538339e-02 & 0.02463916 &  2.143748e-02 & 0.019470577\\\\\n",
       "\tVeneto & 0.1165959 & 0.1167465 & 0.09830711 & 0.02192779 & 0.03071633 & 2.270953e-02 & 0.02780147 &  2.573526e-02 & 0.02599011 & 0.008403153 & ⋯ & 2.466874e-02 & 1.592200e-02 & 0.010447942 & 0.01745415 & 0.020564286 & 0.014884642 &  2.152257e-02 & 0.01676578 &  1.314311e-02 & 0.009799833\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 20 × 22\n",
       "\n",
       "| <!--/--> | Germany &lt;dbl&gt; | Spain &lt;dbl&gt; | France &lt;dbl&gt; | Trentino-Alto Adige &lt;dbl&gt; | Sardinia &lt;dbl&gt; | Aosta Valley &lt;dbl&gt; | Basilicata &lt;dbl&gt; | Calabria &lt;dbl&gt; | Campania &lt;dbl&gt; | Friuli-Venezia Giulia &lt;dbl&gt; | ⋯ ⋯ | Puglia &lt;dbl&gt; | Piedmont &lt;dbl&gt; | Lombardy &lt;dbl&gt; | Marche &lt;dbl&gt; | Abruzzo &lt;dbl&gt; | Liguria &lt;dbl&gt; | Molise &lt;dbl&gt; | Lazio &lt;dbl&gt; | Tuscany &lt;dbl&gt; | Emilia-Romagna &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| Abruzzo | 0.1347267 | 0.1270803 | 0.11725046 | 0.03589109 | 0.02467482 | 2.397060e-02 | 0.01905254 |  1.682574e-02 | 0.01709562 | 0.019593189 | ⋯ | 1.592834e-02 | 1.958136e-02 | 0.018220760 | 0.01150486 | 0.000000000 | 0.017011574 |  8.310756e-03 | 0.01244958 |  1.577268e-02 | 0.014425156 |\n",
       "| Basilicata | 0.1401469 | 0.1359114 | 0.12347153 | 0.04471418 | 0.02898712 | 3.115010e-02 | 0.00000000 |  1.174849e-02 | 0.01680952 | 0.027321719 | ⋯ | 1.073725e-02 | 2.445594e-02 | 0.024411669 | 0.02249022 | 0.019052536 | 0.023804459 |  1.201171e-02 | 0.01959685 |  2.290132e-02 | 0.022421668 |\n",
       "| Calabria | 0.1391626 | 0.1328995 | 0.12106929 | 0.04340594 | 0.02551703 | 2.862164e-02 | 0.01174849 | -2.220446e-16 | 0.01432843 | 0.025009546 | ⋯ | 1.249001e-02 | 2.166542e-02 | 0.021626144 | 0.02012993 | 0.016825745 | 0.020325105 |  1.120440e-02 | 0.01638727 |  2.003677e-02 | 0.019803237 |\n",
       "| Campania | 0.1365881 | 0.1310480 | 0.11861095 | 0.04433392 | 0.02759758 | 3.060026e-02 | 0.01680952 |  1.432843e-02 | 0.00000000 | 0.025680303 | ⋯ | 1.358006e-02 | 2.340673e-02 | 0.021717128 | 0.01972597 | 0.017095625 | 0.020822442 |  1.269779e-02 | 0.01517949 |  1.982860e-02 | 0.019269948 |\n",
       "| Emilia-Romagna | 0.1147544 | 0.1144313 | 0.09595028 | 0.02512653 | 0.02569175 | 1.947058e-02 | 0.02242167 |  1.980324e-02 | 0.01926995 | 0.010918741 | ⋯ | 1.863475e-02 | 1.108416e-02 | 0.006765260 | 0.01040783 | 0.014425156 | 0.010105320 |  1.612702e-02 | 0.01041940 |  7.518949e-03 | 0.000000000 |\n",
       "| Friuli-Venezia Giulia | 0.1154077 | 0.1154178 | 0.09728576 | 0.02474157 | 0.02844711 | 2.156249e-02 | 0.02732172 |  2.500955e-02 | 0.02568030 | 0.000000000 | ⋯ | 2.411911e-02 | 1.568098e-02 | 0.012355725 | 0.01700387 | 0.019593189 | 0.014245253 |  2.139431e-02 | 0.01625195 |  1.343407e-02 | 0.010918741 |\n",
       "| Lazio | 0.1203519 | 0.1187581 | 0.10130931 | 0.03315718 | 0.02500293 | 2.463916e-02 | 0.01959685 |  1.638727e-02 | 0.01517949 | 0.016251947 | ⋯ | 1.624563e-02 | 1.484282e-02 | 0.011675130 | 0.01407143 | 0.012449582 | 0.013488082 |  1.293437e-02 | 0.00000000 |  1.060186e-02 | 0.010419400 |\n",
       "| Liguria | 0.1213935 | 0.1164764 | 0.10084349 | 0.02901360 | 0.02381289 | 1.851069e-02 | 0.02380446 |  2.032510e-02 | 0.02082244 | 0.014245253 | ⋯ | 1.961558e-02 | 9.680176e-03 | 0.010679652 | 0.01477391 | 0.017011574 | 0.000000000 |  1.751608e-02 | 0.01348808 |  1.011197e-02 | 0.010105320 |\n",
       "| Lombardy | 0.1094344 | 0.1133450 | 0.09062378 | 0.02495309 | 0.02959137 | 1.918659e-02 | 0.02441167 |  2.162614e-02 | 0.02171713 | 0.012355725 | ⋯ | 2.132084e-02 | 8.680780e-03 | 0.000000000 | 0.01580111 | 0.018220760 | 0.010679652 |  1.799446e-02 | 0.01167513 |  9.656538e-03 | 0.006765260 |\n",
       "| Marche | 0.1300642 | 0.1240861 | 0.11189905 | 0.03235137 | 0.02493026 | 2.318224e-02 | 0.02249022 |  2.012993e-02 | 0.01972597 | 0.017003867 | ⋯ | 1.860827e-02 | 1.766078e-02 | 0.015801115 | 0.00000000 | 0.011504861 | 0.014773913 |  1.510252e-02 | 0.01407143 |  1.310673e-02 | 0.010407827 |\n",
       "| Molise | 0.1337406 | 0.1292696 | 0.11768676 | 0.03805822 | 0.02381872 | 2.538339e-02 | 0.01201171 |  1.120440e-02 | 0.01269779 | 0.021394305 | ⋯ | 1.127148e-02 | 1.881812e-02 | 0.017994464 | 0.01510252 | 0.008310756 | 0.017516082 | -2.220446e-16 | 0.01293437 |  1.632405e-02 | 0.016127022 |\n",
       "| Piedmont | 0.1190401 | 0.1195127 | 0.09930861 | 0.03100220 | 0.02838905 | 1.683699e-02 | 0.02445594 |  2.166542e-02 | 0.02340673 | 0.015680979 | ⋯ | 2.192065e-02 | 2.220446e-16 | 0.008680780 | 0.01766078 | 0.019581362 | 0.009680176 |  1.881812e-02 | 0.01484282 |  1.277622e-02 | 0.011084162 |\n",
       "| Puglia | 0.1393894 | 0.1321885 | 0.12173232 | 0.04315117 | 0.02502833 | 3.001241e-02 | 0.01073725 |  1.249001e-02 | 0.01358006 | 0.024119107 | ⋯ | 1.110223e-16 | 2.192065e-02 | 0.021320835 | 0.01860827 | 0.015928343 | 0.019615577 |  1.127148e-02 | 0.01624563 |  1.978506e-02 | 0.018634755 |\n",
       "| Sardinia | 0.1488370 | 0.1367466 | 0.13069482 | 0.04665596 | 0.00000000 | 3.376342e-02 | 0.02898712 |  2.551703e-02 | 0.02759758 | 0.028447110 | ⋯ | 2.502833e-02 | 2.838905e-02 | 0.029591365 | 0.02493026 | 0.024674821 | 0.023812889 |  2.381872e-02 | 0.02500293 |  2.608084e-02 | 0.025691750 |\n",
       "| Sicilia | 0.1310814 | 0.1266463 | 0.11349104 | 0.04214461 | 0.02693343 | 2.986087e-02 | 0.01807277 |  1.148358e-02 | 0.01544297 | 0.023635039 | ⋯ | 1.515385e-02 | 2.032675e-02 | 0.019397981 | 0.02053152 | 0.018575477 | 0.019020758 |  1.462043e-02 | 0.01565551 |  1.864705e-02 | 0.018321760 |\n",
       "| Tuscany | 0.1163302 | 0.1152229 | 0.09622377 | 0.02872400 | 0.02608084 | 2.143748e-02 | 0.02290132 |  2.003677e-02 | 0.01982860 | 0.013434066 | ⋯ | 1.978506e-02 | 1.277622e-02 | 0.009656538 | 0.01310673 | 0.015772680 | 0.010111966 |  1.632405e-02 | 0.01060186 | -2.220446e-16 | 0.007518949 |\n",
       "| Trentino-Alto Adige/Sudtirol | 0.1077870 | 0.1210134 | 0.10138782 | 0.00000000 | 0.04665596 | 3.019813e-02 | 0.04471418 |  4.340594e-02 | 0.04433392 | 0.024741574 | ⋯ | 4.315117e-02 | 3.100220e-02 | 0.024953089 | 0.03235137 | 0.035891087 | 0.029013604 |  3.805822e-02 | 0.03315718 |  2.872400e-02 | 0.025126530 |\n",
       "| Umbria | 0.1309651 | 0.1255135 | 0.11258011 | 0.03510692 | 0.02627352 | 2.512650e-02 | 0.02165091 |  1.919347e-02 | 0.02069916 | 0.019039971 | ⋯ | 1.893842e-02 | 1.874126e-02 | 0.017072130 | 0.01167681 | 0.014551052 | 0.016509115 |  1.564977e-02 | 0.01232837 |  1.252888e-02 | 0.012977717 |\n",
       "| Aosta Valley | 0.1288756 | 0.1245036 | 0.10922829 | 0.03019813 | 0.03376342 | 1.110223e-16 | 0.03115010 |  2.862164e-02 | 0.03060026 | 0.021562493 | ⋯ | 3.001241e-02 | 1.683699e-02 | 0.019186585 | 0.02318224 | 0.023970596 | 0.018510686 |  2.538339e-02 | 0.02463916 |  2.143748e-02 | 0.019470577 |\n",
       "| Veneto | 0.1165959 | 0.1167465 | 0.09830711 | 0.02192779 | 0.03071633 | 2.270953e-02 | 0.02780147 |  2.573526e-02 | 0.02599011 | 0.008403153 | ⋯ | 2.466874e-02 | 1.592200e-02 | 0.010447942 | 0.01745415 | 0.020564286 | 0.014884642 |  2.152257e-02 | 0.01676578 |  1.314311e-02 | 0.009799833 |\n",
       "\n"
      ],
      "text/plain": [
       "                             Germany   Spain     France     Trentino-Alto Adige\n",
       "Abruzzo                      0.1347267 0.1270803 0.11725046 0.03589109         \n",
       "Basilicata                   0.1401469 0.1359114 0.12347153 0.04471418         \n",
       "Calabria                     0.1391626 0.1328995 0.12106929 0.04340594         \n",
       "Campania                     0.1365881 0.1310480 0.11861095 0.04433392         \n",
       "Emilia-Romagna               0.1147544 0.1144313 0.09595028 0.02512653         \n",
       "Friuli-Venezia Giulia        0.1154077 0.1154178 0.09728576 0.02474157         \n",
       "Lazio                        0.1203519 0.1187581 0.10130931 0.03315718         \n",
       "Liguria                      0.1213935 0.1164764 0.10084349 0.02901360         \n",
       "Lombardy                     0.1094344 0.1133450 0.09062378 0.02495309         \n",
       "Marche                       0.1300642 0.1240861 0.11189905 0.03235137         \n",
       "Molise                       0.1337406 0.1292696 0.11768676 0.03805822         \n",
       "Piedmont                     0.1190401 0.1195127 0.09930861 0.03100220         \n",
       "Puglia                       0.1393894 0.1321885 0.12173232 0.04315117         \n",
       "Sardinia                     0.1488370 0.1367466 0.13069482 0.04665596         \n",
       "Sicilia                      0.1310814 0.1266463 0.11349104 0.04214461         \n",
       "Tuscany                      0.1163302 0.1152229 0.09622377 0.02872400         \n",
       "Trentino-Alto Adige/Sudtirol 0.1077870 0.1210134 0.10138782 0.00000000         \n",
       "Umbria                       0.1309651 0.1255135 0.11258011 0.03510692         \n",
       "Aosta Valley                 0.1288756 0.1245036 0.10922829 0.03019813         \n",
       "Veneto                       0.1165959 0.1167465 0.09830711 0.02192779         \n",
       "                             Sardinia   Aosta Valley Basilicata Calabria     \n",
       "Abruzzo                      0.02467482 2.397060e-02 0.01905254  1.682574e-02\n",
       "Basilicata                   0.02898712 3.115010e-02 0.00000000  1.174849e-02\n",
       "Calabria                     0.02551703 2.862164e-02 0.01174849 -2.220446e-16\n",
       "Campania                     0.02759758 3.060026e-02 0.01680952  1.432843e-02\n",
       "Emilia-Romagna               0.02569175 1.947058e-02 0.02242167  1.980324e-02\n",
       "Friuli-Venezia Giulia        0.02844711 2.156249e-02 0.02732172  2.500955e-02\n",
       "Lazio                        0.02500293 2.463916e-02 0.01959685  1.638727e-02\n",
       "Liguria                      0.02381289 1.851069e-02 0.02380446  2.032510e-02\n",
       "Lombardy                     0.02959137 1.918659e-02 0.02441167  2.162614e-02\n",
       "Marche                       0.02493026 2.318224e-02 0.02249022  2.012993e-02\n",
       "Molise                       0.02381872 2.538339e-02 0.01201171  1.120440e-02\n",
       "Piedmont                     0.02838905 1.683699e-02 0.02445594  2.166542e-02\n",
       "Puglia                       0.02502833 3.001241e-02 0.01073725  1.249001e-02\n",
       "Sardinia                     0.00000000 3.376342e-02 0.02898712  2.551703e-02\n",
       "Sicilia                      0.02693343 2.986087e-02 0.01807277  1.148358e-02\n",
       "Tuscany                      0.02608084 2.143748e-02 0.02290132  2.003677e-02\n",
       "Trentino-Alto Adige/Sudtirol 0.04665596 3.019813e-02 0.04471418  4.340594e-02\n",
       "Umbria                       0.02627352 2.512650e-02 0.02165091  1.919347e-02\n",
       "Aosta Valley                 0.03376342 1.110223e-16 0.03115010  2.862164e-02\n",
       "Veneto                       0.03071633 2.270953e-02 0.02780147  2.573526e-02\n",
       "                             Campania   Friuli-Venezia Giulia ⋯ Puglia      \n",
       "Abruzzo                      0.01709562 0.019593189           ⋯ 1.592834e-02\n",
       "Basilicata                   0.01680952 0.027321719           ⋯ 1.073725e-02\n",
       "Calabria                     0.01432843 0.025009546           ⋯ 1.249001e-02\n",
       "Campania                     0.00000000 0.025680303           ⋯ 1.358006e-02\n",
       "Emilia-Romagna               0.01926995 0.010918741           ⋯ 1.863475e-02\n",
       "Friuli-Venezia Giulia        0.02568030 0.000000000           ⋯ 2.411911e-02\n",
       "Lazio                        0.01517949 0.016251947           ⋯ 1.624563e-02\n",
       "Liguria                      0.02082244 0.014245253           ⋯ 1.961558e-02\n",
       "Lombardy                     0.02171713 0.012355725           ⋯ 2.132084e-02\n",
       "Marche                       0.01972597 0.017003867           ⋯ 1.860827e-02\n",
       "Molise                       0.01269779 0.021394305           ⋯ 1.127148e-02\n",
       "Piedmont                     0.02340673 0.015680979           ⋯ 2.192065e-02\n",
       "Puglia                       0.01358006 0.024119107           ⋯ 1.110223e-16\n",
       "Sardinia                     0.02759758 0.028447110           ⋯ 2.502833e-02\n",
       "Sicilia                      0.01544297 0.023635039           ⋯ 1.515385e-02\n",
       "Tuscany                      0.01982860 0.013434066           ⋯ 1.978506e-02\n",
       "Trentino-Alto Adige/Sudtirol 0.04433392 0.024741574           ⋯ 4.315117e-02\n",
       "Umbria                       0.02069916 0.019039971           ⋯ 1.893842e-02\n",
       "Aosta Valley                 0.03060026 0.021562493           ⋯ 3.001241e-02\n",
       "Veneto                       0.02599011 0.008403153           ⋯ 2.466874e-02\n",
       "                             Piedmont     Lombardy    Marche     Abruzzo    \n",
       "Abruzzo                      1.958136e-02 0.018220760 0.01150486 0.000000000\n",
       "Basilicata                   2.445594e-02 0.024411669 0.02249022 0.019052536\n",
       "Calabria                     2.166542e-02 0.021626144 0.02012993 0.016825745\n",
       "Campania                     2.340673e-02 0.021717128 0.01972597 0.017095625\n",
       "Emilia-Romagna               1.108416e-02 0.006765260 0.01040783 0.014425156\n",
       "Friuli-Venezia Giulia        1.568098e-02 0.012355725 0.01700387 0.019593189\n",
       "Lazio                        1.484282e-02 0.011675130 0.01407143 0.012449582\n",
       "Liguria                      9.680176e-03 0.010679652 0.01477391 0.017011574\n",
       "Lombardy                     8.680780e-03 0.000000000 0.01580111 0.018220760\n",
       "Marche                       1.766078e-02 0.015801115 0.00000000 0.011504861\n",
       "Molise                       1.881812e-02 0.017994464 0.01510252 0.008310756\n",
       "Piedmont                     2.220446e-16 0.008680780 0.01766078 0.019581362\n",
       "Puglia                       2.192065e-02 0.021320835 0.01860827 0.015928343\n",
       "Sardinia                     2.838905e-02 0.029591365 0.02493026 0.024674821\n",
       "Sicilia                      2.032675e-02 0.019397981 0.02053152 0.018575477\n",
       "Tuscany                      1.277622e-02 0.009656538 0.01310673 0.015772680\n",
       "Trentino-Alto Adige/Sudtirol 3.100220e-02 0.024953089 0.03235137 0.035891087\n",
       "Umbria                       1.874126e-02 0.017072130 0.01167681 0.014551052\n",
       "Aosta Valley                 1.683699e-02 0.019186585 0.02318224 0.023970596\n",
       "Veneto                       1.592200e-02 0.010447942 0.01745415 0.020564286\n",
       "                             Liguria     Molise        Lazio      Tuscany      \n",
       "Abruzzo                      0.017011574  8.310756e-03 0.01244958  1.577268e-02\n",
       "Basilicata                   0.023804459  1.201171e-02 0.01959685  2.290132e-02\n",
       "Calabria                     0.020325105  1.120440e-02 0.01638727  2.003677e-02\n",
       "Campania                     0.020822442  1.269779e-02 0.01517949  1.982860e-02\n",
       "Emilia-Romagna               0.010105320  1.612702e-02 0.01041940  7.518949e-03\n",
       "Friuli-Venezia Giulia        0.014245253  2.139431e-02 0.01625195  1.343407e-02\n",
       "Lazio                        0.013488082  1.293437e-02 0.00000000  1.060186e-02\n",
       "Liguria                      0.000000000  1.751608e-02 0.01348808  1.011197e-02\n",
       "Lombardy                     0.010679652  1.799446e-02 0.01167513  9.656538e-03\n",
       "Marche                       0.014773913  1.510252e-02 0.01407143  1.310673e-02\n",
       "Molise                       0.017516082 -2.220446e-16 0.01293437  1.632405e-02\n",
       "Piedmont                     0.009680176  1.881812e-02 0.01484282  1.277622e-02\n",
       "Puglia                       0.019615577  1.127148e-02 0.01624563  1.978506e-02\n",
       "Sardinia                     0.023812889  2.381872e-02 0.02500293  2.608084e-02\n",
       "Sicilia                      0.019020758  1.462043e-02 0.01565551  1.864705e-02\n",
       "Tuscany                      0.010111966  1.632405e-02 0.01060186 -2.220446e-16\n",
       "Trentino-Alto Adige/Sudtirol 0.029013604  3.805822e-02 0.03315718  2.872400e-02\n",
       "Umbria                       0.016509115  1.564977e-02 0.01232837  1.252888e-02\n",
       "Aosta Valley                 0.018510686  2.538339e-02 0.02463916  2.143748e-02\n",
       "Veneto                       0.014884642  2.152257e-02 0.01676578  1.314311e-02\n",
       "                             Emilia-Romagna\n",
       "Abruzzo                      0.014425156   \n",
       "Basilicata                   0.022421668   \n",
       "Calabria                     0.019803237   \n",
       "Campania                     0.019269948   \n",
       "Emilia-Romagna               0.000000000   \n",
       "Friuli-Venezia Giulia        0.010918741   \n",
       "Lazio                        0.010419400   \n",
       "Liguria                      0.010105320   \n",
       "Lombardy                     0.006765260   \n",
       "Marche                       0.010407827   \n",
       "Molise                       0.016127022   \n",
       "Piedmont                     0.011084162   \n",
       "Puglia                       0.018634755   \n",
       "Sardinia                     0.025691750   \n",
       "Sicilia                      0.018321760   \n",
       "Tuscany                      0.007518949   \n",
       "Trentino-Alto Adige/Sudtirol 0.025126530   \n",
       "Umbria                       0.012977717   \n",
       "Aosta Valley                 0.019470577   \n",
       "Veneto                       0.009799833   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "allCountries"
   ]
  },
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