artworksEDA02.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Artist</th>\n",
       "      <th>ConstituentID</th>\n",
       "      <th>ArtistBio</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>BeginDate</th>\n",
       "      <th>EndDate</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Date</th>\n",
       "      <th>Medium</th>\n",
       "      <th>...</th>\n",
       "      <th>ThumbnailURL</th>\n",
       "      <th>Circumference (cm)</th>\n",
       "      <th>Depth (cm)</th>\n",
       "      <th>Diameter (cm)</th>\n",
       "      <th>Height (cm)</th>\n",
       "      <th>Length (cm)</th>\n",
       "      <th>Weight (kg)</th>\n",
       "      <th>Width (cm)</th>\n",
       "      <th>Seat Height (cm)</th>\n",
       "      <th>Duration (sec.)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ferdinandsbrücke Project, Vienna, Austria Elev...</td>\n",
       "      <td>Otto Wagner</td>\n",
       "      <td>621</td>\n",
       "      <td>Austrian, 1841–1918</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>1841</td>\n",
       "      <td>1918</td>\n",
       "      <td>Male</td>\n",
       "      <td>1896</td>\n",
       "      <td>Ink and cut-and-pasted painted pages on paper</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.moma.org/media/W1siZiIsIjU5NDA1IlsW...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>48.6000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>168.9000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>City of Music, National Superior Conservatory ...</td>\n",
       "      <td>Christian de Portzamparc</td>\n",
       "      <td>747</td>\n",
       "      <td>French, born 1944</td>\n",
       "      <td>French</td>\n",
       "      <td>1944</td>\n",
       "      <td></td>\n",
       "      <td>Male</td>\n",
       "      <td>1987</td>\n",
       "      <td>Paint and colored pencil on print</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.moma.org/media/W1siZiIsIjk3IlsWyJwI...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>40.6401</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>29.8451</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Villa near Vienna Project, Outside Vienna, Aus...</td>\n",
       "      <td>Emil Hoppe</td>\n",
       "      <td>765</td>\n",
       "      <td>Austrian, 1876–1957</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>1876</td>\n",
       "      <td>1957</td>\n",
       "      <td>Male</td>\n",
       "      <td>193</td>\n",
       "      <td>Graphite, pen, color pencil, ink, and gouache ...</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.moma.org/media/W1siZiIsIjk4IlsWyJwI...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>34.3000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31.8000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Manhattan Transcripts Project, New York, N...</td>\n",
       "      <td>Bernard Tschumi</td>\n",
       "      <td>756</td>\n",
       "      <td>French and Swiss, born Switzerland 1944</td>\n",
       "      <td></td>\n",
       "      <td>1944</td>\n",
       "      <td></td>\n",
       "      <td>Male</td>\n",
       "      <td>198</td>\n",
       "      <td>Photographic reproduction with colored synthet...</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.moma.org/media/W1siZiIsIjEyNCJdLFsi...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50.8000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50.8000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Villa, project, outside Vienna, Austria, Exter...</td>\n",
       "      <td>Emil Hoppe</td>\n",
       "      <td>765</td>\n",
       "      <td>Austrian, 1876–1957</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>1876</td>\n",
       "      <td>1957</td>\n",
       "      <td>Male</td>\n",
       "      <td>193</td>\n",
       "      <td>Graphite, color pencil, ink, and gouache on tr...</td>\n",
       "      <td>...</td>\n",
       "      <td>http://www.moma.org/media/W1siZiIsIjEyNiJdLFsi...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>38.4000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>19.1000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Title  \\\n",
       "0  Ferdinandsbrücke Project, Vienna, Austria Elev...   \n",
       "1  City of Music, National Superior Conservatory ...   \n",
       "2  Villa near Vienna Project, Outside Vienna, Aus...   \n",
       "3  The Manhattan Transcripts Project, New York, N...   \n",
       "4  Villa, project, outside Vienna, Austria, Exter...   \n",
       "\n",
       "                     Artist ConstituentID  \\\n",
       "0               Otto Wagner           621   \n",
       "1  Christian de Portzamparc           747   \n",
       "2                Emil Hoppe           765   \n",
       "3           Bernard Tschumi           756   \n",
       "4                Emil Hoppe           765   \n",
       "\n",
       "                                 ArtistBio Nationality BeginDate EndDate  \\\n",
       "0                      Austrian, 1841–1918    Austrian      1841    1918   \n",
       "1                        French, born 1944      French      1944           \n",
       "2                      Austrian, 1876–1957    Austrian      1876    1957   \n",
       "3  French and Swiss, born Switzerland 1944                  1944           \n",
       "4                      Austrian, 1876–1957    Austrian      1876    1957   \n",
       "\n",
       "  Gender  Date                                             Medium  ...  \\\n",
       "0   Male  1896      Ink and cut-and-pasted painted pages on paper  ...   \n",
       "1   Male  1987                  Paint and colored pencil on print  ...   \n",
       "2   Male   193  Graphite, pen, color pencil, ink, and gouache ...  ...   \n",
       "3   Male   198  Photographic reproduction with colored synthet...  ...   \n",
       "4   Male   193  Graphite, color pencil, ink, and gouache on tr...  ...   \n",
       "\n",
       "                                        ThumbnailURL Circumference (cm)  \\\n",
       "0  http://www.moma.org/media/W1siZiIsIjU5NDA1IlsW...                      \n",
       "1  http://www.moma.org/media/W1siZiIsIjk3IlsWyJwI...                      \n",
       "2  http://www.moma.org/media/W1siZiIsIjk4IlsWyJwI...                      \n",
       "3  http://www.moma.org/media/W1siZiIsIjEyNCJdLFsi...                      \n",
       "4  http://www.moma.org/media/W1siZiIsIjEyNiJdLFsi...                      \n",
       "\n",
       "  Depth (cm) Diameter (cm) Height (cm) Length (cm) Weight (kg)  Width (cm)  \\\n",
       "0                              48.6000                            168.9000   \n",
       "1                              40.6401                             29.8451   \n",
       "2                              34.3000                             31.8000   \n",
       "3                              50.8000                             50.8000   \n",
       "4                              38.4000                             19.1000   \n",
       "\n",
       "  Seat Height (cm) Duration (sec.)  \n",
       "0                                   \n",
       "1                                   \n",
       "2                                   \n",
       "3                                   \n",
       "4                                   \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_name = \"artworks.csv\"\n",
    "df = pd.read_csv(file_name, header=0)\n",
    "df = df.fillna('')\n",
    "df = df.replace(to_replace=('\\(', '\\)','0','0 0'), value=\"\", regex=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(138151, 29)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Title                       The Brown Sisters, Wellfleet, Massachusetts\n",
       "Artist                                                   Nicholas Nixon\n",
       "ConstituentID                                                      4315\n",
       "ArtistBio                                           American, born 1947\n",
       "Nationality                                                    American\n",
       "BeginDate                                                          1947\n",
       "EndDate                                                                \n",
       "Gender                                                             Male\n",
       "Date                                                                214\n",
       "Medium                                             Gelatin silver print\n",
       "Dimensions                              7 11/16 × 9 5/8\" 19.5 × 24.4 cm\n",
       "CreditLine                             Cornelius N. Bliss Memorial Fund\n",
       "AccessionNumber                                                 962.214\n",
       "Classification                                               Photograph\n",
       "Department                                                  Photography\n",
       "DateAcquired                                                    214-1-9\n",
       "Cataloged                                                             Y\n",
       "ObjectID                                                         185231\n",
       "URL                         http://www.moma.org/collection/works/185231\n",
       "ThumbnailURL          http://www.moma.org/media/W1siZiIsIjMwMjkwMCJd...\n",
       "Circumference (cm)                                                     \n",
       "Depth (cm)                                                     0.000000\n",
       "Diameter (cm)                                                          \n",
       "Height (cm)                                                   19.526289\n",
       "Length (cm)                                                            \n",
       "Weight (kg)                                                            \n",
       "Width (cm)                                                    24.447549\n",
       "Seat Height (cm)                                                       \n",
       "Duration (sec.)                                                        \n",
       "Name: 119914, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#explore random artworks\n",
    "import random\n",
    "r = random.randint(0, 138150)\n",
    "df.loc[r]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Male                                                                                                                                                                                                                                                                        0.753813\n",
      "Female                                                                                                                                                                                                                                                                      0.128997\n",
      "                                                                                                                                                                                                                                                                            0.062548\n",
      "Male Male                                                                                                                                                                                                                                                                   0.012732\n",
      "Male Male Male                                                                                                                                                                                                                                                              0.006341\n",
      "Male                                                                                                                                                                                                                                                                        0.005914\n",
      "Male Female                                                                                                                                                                                                                                                                 0.005168\n",
      " Male                                                                                                                                                                                                                                                                       0.003764\n",
      "Female Male                                                                                                                                                                                                                                                                 0.003503\n",
      "Female Female                                                                                                                                                                                                                                                               0.001238\n",
      "                                                                                                                                                                                                                                                                            0.001064\n",
      "Female Male Male                                                                                                                                                                                                                                                            0.000796\n",
      " Male Female                                                                                                                                                                                                                                                                0.000775\n",
      " Male Male                                                                                                                                                                                                                                                                  0.000717\n",
      " Female Male Male Male                                                                                                                                                                                                                                                      0.000651\n",
      "Male Male                                                                                                                                                                                                                                                                   0.000528\n",
      "Female Male Male Female Male Male                                                                                                                                                                                                                                           0.000492\n",
      "Female Male Female Male Male Male Male                                                                                                                                                                                                                                      0.000449\n",
      "Male Female                                                                                                                                                                                                                                                                 0.000405\n",
      " Male Male Male Female Male  Male   Male Male Male Female Male   Male                                                                                                                                                                                                       0.000362\n",
      " Male Male Male                                                                                                                                                                                                                                                             0.000355\n",
      "Female                                                                                                                                                                                                                                                                      0.000304\n",
      "Male                                                                                                                                                                                                                                                                        0.000304\n",
      "Female Male Female Male Male Male                                                                                                                                                                                                                                           0.000297\n",
      "Male Male Male Male                                                                                                                                                                                                                                                         0.000290\n",
      "Male Female Male                                                                                                                                                                                                                                                            0.000261\n",
      "Male Male Female                                                                                                                                                                                                                                                            0.000224\n",
      "Male Female Female                                                                                                                                                                                                                                                          0.000203\n",
      "male                                                                                                                                                                                                                                                                        0.000203\n",
      " Male Male Male Male Male                                                                                                                                                                                                                                                   0.000188\n",
      "                                                                                                                                                                                                                                                                            0.000188\n",
      "Male Male Female Female                                                                                                                                                                                                                                                     0.000181\n",
      "Female                                                                                                                                                                                                                                                                      0.000174\n",
      " Female Male                                                                                                                                                                                                                                                                0.000166\n",
      "Male Male Male                                                                                                                                                                                                                                                              0.000159\n",
      "Male  Male                                                                                                                                                                                                                                                                  0.000159\n",
      " Male Male Male Male                                                                                                                                                                                                                                                        0.000152\n",
      " Male Female Male                                                                                                                                                                                                                                                           0.000152\n",
      "Female Male Male Male Male                                                                                                                                                                                                                                                  0.000138\n",
      "Male Female Male Male                                                                                                                                                                                                                                                       0.000130\n",
      "Male Male Male Male Male Male Female Male                                                                                                                                                                                                                                   0.000123\n",
      " Male Female                                                                                                                                                                                                                                                                0.000123\n",
      "Male Male Male Male                                                                                                                                                                                                                                                         0.000116\n",
      " Female                                                                                                                                                                                                                                                                     0.000101\n",
      "Male Male Male Male  Female Male Male Male Male                                                                                                                                                                                                                             0.000101\n",
      "Male Male Male Male Male                                                                                                                                                                                                                                                    0.000094\n",
      " Female Female                                                                                                                                                                                                                                                              0.000094\n",
      "Female Male                                                                                                                                                                                                                                                                 0.000094\n",
      "Female Male Female Male Male                                                                                                                                                                                                                                                0.000094\n",
      " Female Male Male Female Male                                                                                                                                                                                                                                               0.000087\n",
      " Male Male Male Male Male Male                                                                                                                                                                                                                                              0.000087\n",
      "Female Female Male Female Male                                                                                                                                                                                                                                              0.000080\n",
      "Male                                                                                                                                                                                                                                                                        0.000080\n",
      "Non-Binary                                                                                                                                                                                                                                                                  0.000080\n",
      "Male Male Female Male                                                                                                                                                                                                                                                       0.000072\n",
      "Male Male Male Male Male Male                                                                                                                                                                                                                                               0.000072\n",
      " Male Male                                                                                                                                                                                                                                                                  0.000072\n",
      "Male  Female                                                                                                                                                                                                                                                                0.000072\n",
      " Male Female Male Male                                                                                                                                                                                                                                                      0.000072\n",
      "Female Female Male Female Male Male Male                                                                                                                                                                                                                                    0.000072\n",
      " Female Male Male                                                                                                                                                                                                                                                           0.000065\n",
      "  Male                                                                                                                                                                                                                                                                      0.000065\n",
      " Male Male Female                                                                                                                                                                                                                                                           0.000065\n",
      " Male                                                                                                                                                                                                                                                                       0.000065\n",
      " Male Female Male Male Female                                                                                                                                                                                                                                               0.000058\n",
      "Male Male Male Male Male Male Male                                                                                                                                                                                                                                          0.000058\n",
      "Male Female Male                                                                                                                                                                                                                                                            0.000051\n",
      "  Female Female Female Female                                                                                                                                                                                                                                               0.000043\n",
      " Male Female Female  Male Male Male                                                                                                                                                                                                                                         0.000043\n",
      "Male Female  Male                                                                                                                                                                                                                                                           0.000036\n",
      "Male  Male Male                                                                                                                                                                                                                                                             0.000036\n",
      "Female Male Male Male                                                                                                                                                                                                                                                       0.000036\n",
      "Male Female Male Male                                                                                                                                                                                                                                                       0.000036\n",
      "Female Male Male Female                                                                                                                                                                                                                                                     0.000036\n",
      "Female Female Male                                                                                                                                                                                                                                                          0.000029\n",
      "Female Male Female                                                                                                                                                                                                                                                          0.000029\n",
      " Male Male Female Female Male                                                                                                                                                                                                                                               0.000029\n",
      "Male Male  Male                                                                                                                                                                                                                                                             0.000029\n",
      "Male Female Male Female                                                                                                                                                                                                                                                     0.000029\n",
      " Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                          0.000022\n",
      "Male Male                                                                                                                                                                                                                                                                   0.000022\n",
      "                                                                                                                                                                                                                                                                            0.000022\n",
      " Male   Female Male                                                                                                                                                                                                                                                         0.000022\n",
      "Male Male Male                                                                                                                                                                                                                                                              0.000022\n",
      " Male Male Male Male Male Male Male                                                                                                                                                                                                                                         0.000022\n",
      "Male Male Male Male Male                                                                                                                                                                                                                                                    0.000022\n",
      " Female Male                                                                                                                                                                                                                                                                0.000022\n",
      "Male  Male                                                                                                                                                                                                                                                                  0.000022\n",
      "Male Male Female                                                                                                                                                                                                                                                            0.000022\n",
      "Male Male   Male                                                                                                                                                                                                                                                            0.000022\n",
      "Male Male                                                                                                                                                                                                                                                                   0.000022\n",
      " Male Female Male Male Male                                                                                                                                                                                                                                                 0.000022\n",
      "Male Male Male Female                                                                                                                                                                                                                                                       0.000022\n",
      "Male Male Male Male Male Male                                                                                                                                                                                                                                               0.000022\n",
      "Male Male Female Male Male Male Male                                                                                                                                                                                                                                        0.000014\n",
      "  Male Male                                                                                                                                                                                                                                                                 0.000014\n",
      "Male Male Male Male Male Male Male Male                                                                                                                                                                                                                                     0.000014\n",
      "female                                                                                                                                                                                                                                                                      0.000014\n",
      "Male Male Male Male Female                                                                                                                                                                                                                                                  0.000014\n",
      "Male Male Male Male Male Female                                                                                                                                                                                                                                             0.000014\n",
      "Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                      0.000014\n",
      "             Male                                                                                                                                                                                                                                                           0.000014\n",
      " Male Male Male Female                                                                                                                                                                                                                                                      0.000014\n",
      "Male  Female Male                                                                                                                                                                                                                                                           0.000014\n",
      " Male Male Male                                                                                                                                                                                                                                                             0.000014\n",
      " Male Female Male Male                                                                                                                                                                                                                                                      0.000014\n",
      " Male Male Male Male Male Male Male Male                                                                                                                                                                                                                                    0.000014\n",
      "Male  Male Male Female                                                                                                                                                                                                                                                      0.000014\n",
      "Female  Male                                                                                                                                                                                                                                                                0.000014\n",
      " Male Female Male Female Male                                                                                                                                                                                                                                               0.000014\n",
      " Male Female Male Male Male Male Male                                                                                                                                                                                                                                       0.000014\n",
      " Male Female Female                                                                                                                                                                                                                                                         0.000014\n",
      " Female Male Male Female                                                                                                                                                                                                                                                    0.000014\n",
      "Female Female Female                                                                                                                                                                                                                                                        0.000014\n",
      " Male Female Male Male Male Male Male Male                                                                                                                                                                                                                                  0.000014\n",
      "  Male Male Male                                                                                                                                                                                                                                                            0.000014\n",
      "Female Female Male Male Female                                                                                                                                                                                                                                              0.000014\n",
      " Female Male Female Male Male Male Male                                                                                                                                                                                                                                     0.000014\n",
      "Male Female Female Male                                                                                                                                                                                                                                                     0.000014\n",
      "Male Male Male Female                                                                                                                                                                                                                                                       0.000014\n",
      "Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                                0.000014\n",
      "   Male                                                                                                                                                                                                                                                                     0.000014\n",
      "         Male                                                                                                                                                                                                                                                               0.000014\n",
      "Male Male  Male Male                                                                                                                                                                                                                                                        0.000014\n",
      " Female Male Female Male Male Female Male                                                                                                                                                                                                                                   0.000014\n",
      "Male Female Male Male Male  Male Male Male                                                                                                                                                                                                                                  0.000014\n",
      "       Male                                                                                                                                                                                                                                                                 0.000014\n",
      "Male Male Male Male Female Male                                                                                                                                                                                                                                             0.000014\n",
      " Male Male Male Female Male                                                                                                                                                                                                                                                 0.000014\n",
      "Male Female Female Male Male                                                                                                                                                                                                                                                0.000014\n",
      " Male Male Female Male                                                                                                                                                                                                                                                      0.000014\n",
      " Female Female Male Female Male                                                                                                                                                                                                                                             0.000014\n",
      "                                                                                                                                                                                                                                                                            0.000014\n",
      "Male Male Male Male Male Male Female Male Male Male Male Male Female                                                                                                                                                                                                        0.000007\n",
      "Male Male Male Female Male Male Male                                                                                                                                                                                                                                        0.000007\n",
      " Female Male Female Female Female Male Male Male Female                                                                                                                                                                                                                     0.000007\n",
      " Male Male Male Female Male Male Male Male Male Male Male Male Male Female Male Male                                                                                                                                                                                        0.000007\n",
      "  Female Male Male                                                                                                                                                                                                                                                          0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                              0.000007\n",
      "Male Male Male Male Female                                                                                                                                                                                                                                                  0.000007\n",
      " Female Female Female                                                                                                                                                                                                                                                       0.000007\n",
      "Male Male  Male                                                                                                                                                                                                                                                             0.000007\n",
      "Female Male Male Male Male Male Male Male Male Female Male Male Male Male Male Male                                                                                                                                                                                         0.000007\n",
      " Female Female Male Female Female Female Female Male Male Female Male                                                                                                                                                                                                       0.000007\n",
      "Male  Male  Male                                                                                                                                                                                                                                                            0.000007\n",
      " Male Male Male Male Female Male Male Male Male Male Male Male Male Male Male Female                                                                                                                                                                                        0.000007\n",
      " Male Female Female Female Male Female  Male Male Female                                                                                                                                                                                                                    0.000007\n",
      "Male Male Male Male Male Female Female Male Male Male Male                                                                                                                                                                                                                  0.000007\n",
      "   Male  Female                                                                                                                                                                                                                                                             0.000007\n",
      "                                                                                                                                                                                                                                                                            0.000007\n",
      "Male Male Female Male Male Female  Male  Male Male Male Male                                                                                                                                                                                                                0.000007\n",
      " Female                                                                                                                                                                                                                                                                     0.000007\n",
      " Male Male Male Male Male Female Male Male Male Male Male Male Male Male Male Male Female Male Male Male Female                                                                                                                                                             0.000007\n",
      "    Male                                                                                                                                                                                                                                                                    0.000007\n",
      "Male Male Male Female Male                                                                                                                                                                                                                                                  0.000007\n",
      " Female Male Female                                                                                                                                                                                                                                                         0.000007\n",
      "Male Female Female Male Male Male Female Male Female Male Male Female Female Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                0.000007\n",
      "Male    Male                                                                                                                                                                                                                                                                0.000007\n",
      "  Female  Male Male  Male Male Female Male Male    Male Male  Male Male Male Male Male Male                                                                                                                                                                                 0.000007\n",
      " Male Male Male Male Male Male Male Male Female Male Male Male Male Male                                                                                                                                                                                                    0.000007\n",
      "Female Male Male Male Male Male Female Male Male Female Male                                                                                                                                                                                                                0.000007\n",
      "Male  Male Male Female Male Male  Male Male                                                                                                                                                                                                                                 0.000007\n",
      " Male Male Female Male Male Female                                                                                                                                                                                                                                          0.000007\n",
      "Female Male Male Male                                                                                                                                                                                                                                                       0.000007\n",
      " Male Male Female Male Male Male Male                                                                                                                                                                                                                                       0.000007\n",
      "Male  Male  Male                                                                                                                                                                                                                                                            0.000007\n",
      "Male Male Male Male Male Male Male Male Female Female                                                                                                                                                                                                                       0.000007\n",
      " Male Male Male Female Male Male Male Male  Male Male                                                                                                                                                                                                                       0.000007\n",
      "Male Male Male Male Female Male Female                                                                                                                                                                                                                                      0.000007\n",
      " Female Male Male Male Male                                                                                                                                                                                                                                                 0.000007\n",
      "Male  Male Female Male Male Male Male Female                                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Female Male Male Male                                                                                                                                                        0.000007\n",
      "Female Male Male Female                                                                                                                                                                                                                                                     0.000007\n",
      " Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                             0.000007\n",
      "Male Female Male Female Male                                                                                                                                                                                                                                                0.000007\n",
      " Male                                                                                                                                                                                                                                                                       0.000007\n",
      " Male Male Male Male  Male                                                                                                                                                                                                                                                  0.000007\n",
      "Male  Male Male Male                                                                                                                                                                                                                                                        0.000007\n",
      "Male      Male                                                                                                                                                                                                                                                              0.000007\n",
      "Male Male Male Male Male Male Male Male Male Female  Female Male Male Male Male Male Male                                                                                                                                                                                   0.000007\n",
      " Male Male Male Male Male Male Male   Male Female Male Female Male Male Male Male Male Female Male Male                                                                                                                                                                     0.000007\n",
      " Female Female Male                                                                                                                                                                                                                                                         0.000007\n",
      "Male   Male                                                                                                                                                                                                                                                                 0.000007\n",
      "Male  Male Male                                                                                                                                                                                                                                                             0.000007\n",
      "Male Male Male Male Male Male Male Female Male Male Male                                                                                                                                                                                                                    0.000007\n",
      "Male                                                                                                                                                                                                                                                                        0.000007\n",
      " Male Male Male Male Male Male Male Male Male Female                                                                                                                                                                                                                        0.000007\n",
      "Female Female Male Female                                                                                                                                                                                                                                                   0.000007\n",
      "Male   Male                                                                                                                                                                                                                                                                 0.000007\n",
      "Male Male Male Female Male Male Male Female Male Female Male Male Male Male                                                                                                                                                                                                 0.000007\n",
      " Female Male  Male                                                                                                                                                                                                                                                          0.000007\n",
      "Male Male  Male Male Male Male Male Male Male Male                                                                                                                                                                                                                          0.000007\n",
      " Male Male  Male Female  Male Male Male Female Female Male Male Male Female Male Male Female Male Male Male Male                                                                                                                                                            0.000007\n",
      "Male Male Female Male Male Male Male Male Female Male                                                                                                                                                                                                                       0.000007\n",
      "Female Male Female Male                                                                                                                                                                                                                                                     0.000007\n",
      " Male  Male  Male Female Male Male Male                                                                                                                                                                                                                                     0.000007\n",
      "Male Male Male Female Male Male Male Male Male                                                                                                                                                                                                                              0.000007\n",
      " Male Male Male  Female                                                                                                                                                                                                                                                     0.000007\n",
      " Male Male  Male Male Male  Male   Male Male                                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Female Male Male Female Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                     0.000007\n",
      " Male  Male  Male                                                                                                                                                                                                                                                           0.000007\n",
      " Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                           0.000007\n",
      " Male Male Male Male Male Male Male Female Male Male                                                                                                                                                                                                                        0.000007\n",
      "Male Male Female Female Female Male                                                                                                                                                                                                                                         0.000007\n",
      " Female Female Male Male Male                                                                                                                                                                                                                                               0.000007\n",
      " Female Male Male Male Male                                                                                                                                                                                                                                                 0.000007\n",
      "  Male Male                                                                                                                                                                                                                                                                 0.000007\n",
      "Male male                                                                                                                                                                                                                                                                   0.000007\n",
      "Male  Male  Male                                                                                                                                                                                                                                                            0.000007\n",
      "Male Male Female Male                                                                                                                                                                                                                                                       0.000007\n",
      "Male Male Male Male Male Female Male Male Male Male Male Female Male Male Male                                                                                                                                                                                              0.000007\n",
      " Male Male Male Male Female                                                                                                                                                                                                                                                 0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                 0.000007\n",
      "               Male                                                                                                                                                                                                                                                         0.000007\n",
      " Male   Male  Male  Male Female  Male  Female   Female Male                                                                                                                                                                                                                 0.000007\n",
      "Female Male                                                                                                                                                                                                                                                                 0.000007\n",
      "Male Male Male  Male Male                                                                                                                                                                                                                                                   0.000007\n",
      "Male  Male Male Male Male                                                                                                                                                                                                                                                   0.000007\n",
      "Male Male Male  Male Male Female                                                                                                                                                                                                                                            0.000007\n",
      "Male Male Male Male Male Male Male Female Male Male Male Male Male Male Male                                                                                                                                                                                                0.000007\n",
      " Male Male Male Male Male Male Male Male Male Male Male Male Male Female Male Male Male Male Male Male Male Male Male                                                                                                                                                       0.000007\n",
      " Male Male   Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                          0.000007\n",
      "  Male Male Male Male                                                                                                                                                                                                                                                       0.000007\n",
      "Male Female Male Male Male                                                                                                                                                                                                                                                  0.000007\n",
      "Female Male Male Male Male Male Male Male Male Male Male Male Female Male Male Male Male                                                                                                                                                                                    0.000007\n",
      " Male Male Male Male Female Male Male Male Male Male Male  Male Male Male Male                                                                                                                                                                                              0.000007\n",
      "  Female                                                                                                                                                                                                                                                                    0.000007\n",
      "Male Male Male Male Male  Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                             0.000007\n",
      "Non-binary                                                                                                                                                                                                                                                                  0.000007\n",
      "Female Female Female Male Male                                                                                                                                                                                                                                              0.000007\n",
      " Female Male Male Male Male  Male                                                                                                                                                                                                                                           0.000007\n",
      "Female Male Male Male Male Male Female Male Female Female Male Male Female Male Male Male Male Female Male Male Female Female Male Male Male Male Male Female Female                                                                                                        0.000007\n",
      "Male Male Male Male Male Female Female                                                                                                                                                                                                                                      0.000007\n",
      " Male Male Male Male Female Male Female Male                                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Female Male Male                                                                                                                                                                                                                                        0.000007\n",
      " Male Female Male Male Male Male Female Male Male Female                                                                                                                                                                                                                    0.000007\n",
      "Male Female Female Male                                                                                                                                                                                                                                                     0.000007\n",
      "Male Male Female Male Male Male                                                                                                                                                                                                                                             0.000007\n",
      " Female Female Male Male                                                                                                                                                                                                                                                    0.000007\n",
      " Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Female Male Male                                                                                                                                                                                                                                             0.000007\n",
      " Male Male Male Male Male Male Male Female Male Female Male                                                                                                                                                                                                                 0.000007\n",
      "Male  Male Male Female Male                                                                                                                                                                                                                                                 0.000007\n",
      " Female Female Male Male Male Male                                                                                                                                                                                                                                          0.000007\n",
      "Female  Male Male Male Male Male  Male Male Male Female                                                                                                                                                                                                                     0.000007\n",
      "Male  Male Female                                                                                                                                                                                                                                                           0.000007\n",
      "Female Male  Male                                                                                                                                                                                                                                                           0.000007\n",
      " Male Male Female Male Male Male Male Male Male Male                                                                                                                                                                                                                        0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                            0.000007\n",
      "Male    Male                                                                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Male Male Male Female Female Male Male Male Female Male Female Female Female                                                                                                                                         0.000007\n",
      " Male Male Male Male  Male Female Male Male Female Male Male Male Male Male Male Male Female Male Male Male Male                                                                                                                                                            0.000007\n",
      " Male Female Male Male Male Male  Male Male Female Male Male Female Male  Male Female Male Female Male Male Male Male Male Female Male Male Male Male Male                                                                                                                  0.000007\n",
      " Male Male Male Male Male                                                                                                                                                                                                                                                   0.000007\n",
      "Female  Female Male                                                                                                                                                                                                                                                         0.000007\n",
      " Male Male  Male Male Male Male Female Female Male Male Male Male                                                                                                                                                                                                           0.000007\n",
      " Male Male Male Male Male Male Male Male Male Male Male Female Male                                                                                                                                                                                                         0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male  Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                0.000007\n",
      "Male Male  Female                                                                                                                                                                                                                                                           0.000007\n",
      "Male  Male Male Male Male                                                                                                                                                                                                                                                   0.000007\n",
      "Male Female Male Male                                                                                                                                                                                                                                                       0.000007\n",
      "Female Male Male  Male Male Male  Female Male   Female Male Male                                                                                                                                                                                                            0.000007\n",
      " Female Male Male Female Female Male                                                                                                                                                                                                                                        0.000007\n",
      "Male Male Male Female  Male                                                                                                                                                                                                                                                 0.000007\n",
      "Male Female  Male                                                                                                                                                                                                                                                           0.000007\n",
      "Male  Female Male Male Male  Male Male                                                                                                                                                                                                                                      0.000007\n",
      " Female Female Female Male Male Male Female Female  Male Male Female Male                                                                                                                                                                                                   0.000007\n",
      "Male  Male Male Male Male Male                                                                                                                                                                                                                                              0.000007\n",
      "Male Male Male Male Male Male Male Male Male Female Male Male                                                                                                                                                                                                               0.000007\n",
      "Male Female                                                                                                                                                                                                                                                                 0.000007\n",
      "Male Male Male  Male                                                                                                                                                                                                                                                        0.000007\n",
      " Female Female Female Female Male                                                                                                                                                                                                                                           0.000007\n",
      "Male Male Male Male Female Female Female                                                                                                                                                                                                                                    0.000007\n",
      "Male  Male Male Male Male Male Male                                                                                                                                                                                                                                         0.000007\n",
      "Male Male Male Female Male Male Male Male Male Male Female Male Male Male Male Male Male Male Male Male                                                                                                                                                                     0.000007\n",
      " Male Non-Binary Female Female Female                                                                                                                                                                                                                                       0.000007\n",
      "Female Male Male Female Male                                                                                                                                                                                                                                                0.000007\n",
      "Male Female Female Male Male Male Male Male Male Male                                                                                                                                                                                                                       0.000007\n",
      "Male Male Female Male Male                                                                                                                                                                                                                                                  0.000007\n",
      " Male Male Male Male Male Male Male Male Male Male Female Male Male Male Male Male Male                                                                                                                                                                                     0.000007\n",
      "Male Male Male Male Male Male Male Male Male Female Male Male Male Male Male Male Male Female Male Female Male Male Male Male Male                                                                                                                                          0.000007\n",
      "Male Male Female Male Male                                                                                                                                                                                                                                                  0.000007\n",
      "Male Female Male Male Male Male Male Male Male  Male                                                                                                                                                                                                                        0.000007\n",
      "Male Male Male Male Male Female Male Male Male Female Male Female                                                                                                                                                                                                           0.000007\n",
      "Male Male Male Male Male Male Male Male Male Female Male                                                                                                                                                                                                                    0.000007\n",
      "Male  Male Male Male Male Male Male Male Male Male Female Male Male                                                                                                                                                                                                         0.000007\n",
      "Male Male  Male Male Male Male                                                                                                                                                                                                                                              0.000007\n",
      " Female Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                        0.000007\n",
      "Male Female Male Male Male Male Male Male Female Male Female                                                                                                                                                                                                                0.000007\n",
      "  Male                                                                                                                                                                                                                                                                      0.000007\n",
      "                     Male                                                                                                                                                                                                                                                   0.000007\n",
      " Male Male  Male Male Female Male Female Male Male Male Female Male Male Male Male                                                                                                                                                                                          0.000007\n",
      "Female Female Female Male                                                                                                                                                                                                                                                   0.000007\n",
      " Male Male Male  Male Male Male Male                                                                                                                                                                                                                                        0.000007\n",
      " Female Female  Male                                                                                                                                                                                                                                                        0.000007\n",
      "Male Female Male Male Male Male Male Female Female Female Male                                                                                                                                                                                                              0.000007\n",
      "       Male Male Male Male Male Male Female Female Male                                                                                                                                                                                                                     0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Female Male Male                                                                                                                                                                  0.000007\n",
      "Male Male Male Male  Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                            0.000007\n",
      " Female Male Female Male Female Male Male Male Male Male Male Female Male Female Male Male                                                                                                                                                                                  0.000007\n",
      " Female Female Male Male Male Male Male Male Female Male Male Male  Male Male Male Female Male Male Male Female                                                                                                                                                             0.000007\n",
      " Male Male  Male Male Male Female                                                                                                                                                                                                                                           0.000007\n",
      "Male Female Male Female                                                                                                                                                                                                                                                     0.000007\n",
      "Male Male   Female Male                                                                                                                                                                                                                                                     0.000007\n",
      "Male Female Female Female                                                                                                                                                                                                                                                   0.000007\n",
      " Male Male Female Female Female Female                                                                                                                                                                                                                                      0.000007\n",
      " Male Male Male Male Male Female Male Male Male Male Male                                                                                                                                                                                                                   0.000007\n",
      "Male Male Male Male Male Female Male Female Male Male                                                                                                                                                                                                                       0.000007\n",
      "Female Female Male                                                                                                                                                                                                                                                          0.000007\n",
      "  Female   Male Female  Male  Male                                                                                                                                                                                                                                          0.000007\n",
      "  Male Male Male                                                                                                                                                                                                                                                            0.000007\n",
      "Male Female Male Male Male Male Female Female Male Male Male Male Female Male Male Female Male Male Male Male Male Male Male Male Male Male Male Female                                                                                                                     0.000007\n",
      "Male Male   Male                                                                                                                                                                                                                                                            0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                           0.000007\n",
      "Female Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Female Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                        0.000007\n",
      "Female Female Male Male Male                                                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Female Male Male Male Male Male Male Male Male Male Male Male  Male Male                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Male Male Female Male Male Male                                                                                                                                                                                                                         0.000007\n",
      "Male  Male Male                                                                                                                                                                                                                                                             0.000007\n",
      "Female Female Female                                                                                                                                                                                                                                                        0.000007\n",
      "Male Male Female Male Male Male Male Male                                                                                                                                                                                                                                   0.000007\n",
      " Male Male  Male Male Male                                                                                                                                                                                                                                                  0.000007\n",
      "Male Male Male Male Male Male Male Male Male Female Male                                                                                                                                                                                                                    0.000007\n",
      "Male Male  Male Male Male                                                                                                                                                                                                                                                   0.000007\n",
      " Male Male Male Male Male Male Male Male Female                                                                                                                                                                                                                             0.000007\n",
      "Male Male Female Male Male Male Male Female Male Male  Male Male Male                                                                                                                                                                                                       0.000007\n",
      "Male Male Male Male                                                                                                                                                                                                                                                         0.000007\n",
      " Male  Male  Male Male                                                                                                                                                                                                                                                      0.000007\n",
      " Male Male Male Male Female Male Male Male Male Male Male  Male Male                                                                                                                                                                                                        0.000007\n",
      " Female Male Male Male Female Female Female                                                                                                                                                                                                                                 0.000007\n",
      " Female Male Male Male Male Female Male Male                                                                                                                                                                                                                                0.000007\n",
      "  Male Male Male Male                                                                                                                                                                                                                                                       0.000007\n",
      "Male  Male  Female                                                                                                                                                                                                                                                          0.000007\n",
      " Female Male Female Male Female Male                                                                                                                                                                                                                                        0.000007\n",
      " Male male                                                                                                                                                                                                                                                                  0.000007\n",
      "Male Male Female Male Male Male Male Male Male Female                                                                                                                                                                                                                       0.000007\n",
      " Male Female Male Male Male Female Female Male Male Male Male Female Male Female Female Male Female Female Male Male Female Male Female Female Male Female Male Female Female Female Female Male Male Male Male Male Female Male  Male Female Male Male Female Male Male    0.000007\n",
      "Female                                                                                                                                                                                                                                                                      0.000007\n",
      "      Male                                                                                                                                                                                                                                                                  0.000007\n",
      "Male Female Male Male Male Female                                                                                                                                                                                                                                           0.000007\n",
      "Male Female Male Male Male Male Male Male Female Male Male Male Male Male Male Male Male                                                                                                                                                                                    0.000007\n",
      " Male Male Male Male Male Male Male Male Male Male Male Female Male Male Female Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                 0.000007\n",
      "Male Male Female Male                                                                                                                                                                                                                                                       0.000007\n",
      "Male Male Male Male Male Male Male                                                                                                                                                                                                                                          0.000007\n",
      "Female Female Male Male                                                                                                                                                                                                                                                     0.000007\n",
      " Male Female Male Male Male Female Female Female Male                                                                                                                                                                                                                       0.000007\n",
      "Female  Male Male Male Male                                                                                                                                                                                                                                                 0.000007\n",
      "Female Male Male Female Female                                                                                                                                                                                                                                              0.000007\n",
      "Male Male Male Male Female Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                       0.000007\n",
      "Male   Male Male Male                                                                                                                                                                                                                                                       0.000007\n",
      " Male Male Male Male  Male Male  Male  Male  Male  Male Male                                                                                                                                                                                                                0.000007\n",
      "Male  Male                                                                                                                                                                                                                                                                  0.000007\n",
      " Male Male  Female Male                                                                                                                                                                                                                                                     0.000007\n",
      "Female  Male Female Male Female Male                                                                                                                                                                                                                                        0.000007\n",
      "Male Male Female  Male                                                                                                                                                                                                                                                      0.000007\n",
      "Male Male Male Female Male Female                                                                                                                                                                                                                                           0.000007\n",
      "Female Male  Male Male Male Male Male                                                                                                                                                                                                                                       0.000007\n",
      " Male Male Female Male Male Male Male Male Male Male Male                                                                                                                                                                                                                   0.000007\n",
      " Male Male Male Male Male Female Male Male Male Male Female Male Male                                                                                                                                                                                                       0.000007\n",
      " Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                               0.000007\n",
      "Male Male Male Female Female Male Male Female Male Male Male                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Female Male                                                                                                                                                                                      0.000007\n",
      "Male  Female Male                                                                                                                                                                                                                                                           0.000007\n",
      "Male Male Male Male Female Male Male Male Male Male                                                                                                                                                                                                                         0.000007\n",
      "Male Male Female Male Male Male                                                                                                                                                                                                                                             0.000007\n",
      "Male Female Male Male Male                                                                                                                                                                                                                                                  0.000007\n",
      " Male Male Male Male Male   Male  Male Female Male Male Male Male Male Male Male Female Male Male Male Male Male  Male                                                                                                                                                      0.000007\n",
      "Male Female Male                                                                                                                                                                                                                                                            0.000007\n",
      "Male Male Male Male Male Male   Male Male                                                                                                                                                                                                                                   0.000007\n",
      "Female Male Male Male Male Female  Male                                                                                                                                                                                                                                     0.000007\n",
      "Male Female Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                       0.000007\n",
      "Female Female                                                                                                                                                                                                                                                               0.000007\n",
      " Male   Male                                                                                                                                                                                                                                                                0.000007\n",
      "Male Male  Male Male Male Male Female Male Male Male Female Male                                                                                                                                                                                                            0.000007\n",
      "Male Male Male  Female                                                                                                                                                                                                                                                      0.000007\n",
      "Male Female Male Male Male Male Male                                                                                                                                                                                                                                        0.000007\n",
      "Female Male Male                                                                                                                                                                                                                                                            0.000007\n",
      "Female  Male                                                                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Male Male Male Male                                                                                                                                                                                                                                     0.000007\n",
      " Male Male Female Male Male Male Female Male                                                                                                                                                                                                                                0.000007\n",
      "Male Male Male Male Male   Male Male Female Male Male Male   Male Male Male Male Female                                                                                                                                                                                     0.000007\n",
      "Female Male Female Male Male                                                                                                                                                                                                                                                0.000007\n",
      "Male Female Male Male Male Male Male Male Male Male                                                                                                                                                                                                                         0.000007\n",
      " Male Male Male Female Female Male Male Male Male Male Male Male Male                                                                                                                                                                                                       0.000007\n",
      "Male Male Male Male Male Male Male Male Female Male Male Male Male Male Male Male                                                                                                                                                                                           0.000007\n",
      " Female Male Male Female Male Male Female Male Male Male                                                                                                                                                                                                                    0.000007\n",
      "Male Female Male Male Male Female Male                                                                                                                                                                                                                                      0.000007\n",
      "Female Male Male Male Male Male Male Male Male Male Male                                                                                                                                                                                                                    0.000007\n",
      " Female Female Female Female Female Female Female Female Female Female Female Female Female Female Female Female Female Female Female Female                                                                                                                                0.000007\n",
      "Male Male Male Male Male   Male Male Female Male Male Male   Male Male Male Male Female Male Male Male Male Male  Male                                                                                                                                                      0.000007\n",
      "Male Male Male Male Female Male                                                                                                                                                                                                                                             0.000007\n",
      " Male Male  Male Female Female                                                                                                                                                                                                                                              0.000007\n",
      " Male Female Female Male                                                                                                                                                                                                                                                    0.000007\n",
      " Male  Male Male Male Female                                                                                                                                                                                                                                                0.000007\n",
      " Female Male Male Male Male Male Female Female Male Male Female Male Male Male Male Female Male Female Male Male Female Female Male Male Male Male Male Male Female Female                                                                                                  0.000007\n",
      "  Male Female Female Male Female                                                                                                                                                                                                                                            0.000007\n",
      " Male                                                                                                                                                                                                                                                                       0.000007\n",
      "Male  Male Male Male Male Male Male Male Male Female                                                                                                                                                                                                                        0.000007\n",
      "Male  Female Male Male Male Male                                                                                                                                                                                                                                            0.000007\n",
      " Male Male Male Male Male Female Male Male Male Male                                                                                                                                                                                                                        0.000007\n",
      " Male Male Male                                                                                                                                                                                                                                                             0.000007\n",
      " Male Male Male Male Male Female Female                                                                                                                                                                                                                                     0.000007\n",
      "Male Male Male Male Male Male Male Male Male Male Male Female Female Male Male Male Male Male Male Male                                                                                                                                                                     0.000007\n",
      "  Male  Male Male                                                                                                                                                                                                                                                           0.000007\n",
      " Male Male Male Male Female Male Male Female Male Male Male                                                                                                                                                                                                                 0.000007\n",
      " Male Male Female Female                                                                                                                                                                                                                                                    0.000007\n",
      " Female Male Male Female Female Male Male Male Male Male Male Male                                                                                                                                                                                                          0.000007\n",
      " Male Female  Male Male                                                                                                                                                                                                                                                     0.000007\n",
      " Male Male Male Female Female Male Female Male Male Male Female Male Female Male Female Male Male Male                                                                                                                                                                      0.000007\n"
     ]
    }
   ],
   "source": [
    "#genderBalance\n",
    "genderBalance = df[\"Gender\"].value_counts(normalize=True)\n",
    "type(genderBalance)\n",
    "#genderBalance to df\n",
    "#make graph\n",
    "print(genderBalance.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11719000000000002"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1-(0.753813 + 0.128997)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1967    0.020910\n",
      "1966    0.020295\n",
      "1971    0.019789\n",
      "197     0.018861\n",
      "1968    0.018786\n",
      "1965    0.018085\n",
      "1973    0.016650\n",
      "1969    0.016467\n",
      "21      0.016392\n",
      "1964    0.015648\n",
      "198     0.015367\n",
      "23      0.015205\n",
      "1962    0.014968\n",
      "193     0.014753\n",
      "1963    0.014052\n",
      "1991    0.013361\n",
      "1972    0.012887\n",
      "199     0.012747\n",
      "1928    0.012207\n",
      "196     0.011895\n",
      "1976    0.011733\n",
      "1931    0.011636\n",
      "22      0.011593\n",
      "1961    0.011377\n",
      "1974    0.011032\n",
      "192     0.010741\n",
      "195     0.010331\n",
      "1977    0.010277\n",
      "1984    0.010245\n",
      "24      0.009975\n",
      "1983    0.009652\n",
      "1959    0.009555\n",
      "1978    0.009522\n",
      "1999    0.009511\n",
      "1994    0.009501\n",
      "1975    0.009382\n",
      "1998    0.009350\n",
      "1988    0.009242\n",
      "1979    0.009220\n",
      "25      0.008843\n",
      "1958    0.008811\n",
      "1957    0.008789\n",
      "1934    0.008670\n",
      "1925    0.008670\n",
      "1989    0.008562\n",
      "1948    0.008541\n",
      "1913    0.008433\n",
      "1987    0.008433\n",
      "1986    0.008422\n",
      "1995    0.008379\n",
      "2       0.008314\n",
      "1981    0.008282\n",
      "1929    0.008271\n",
      "1982    0.008185\n",
      "1924    0.008077\n",
      "1926    0.008034\n",
      "1985    0.008002\n",
      "27      0.007991\n",
      "191     0.007991\n",
      "1933    0.007926\n",
      "1932    0.007872\n",
      "1938    0.007678\n",
      "1923    0.007549\n",
      "1949    0.007495\n",
      "26      0.007463\n",
      "1997    0.007452\n",
      "1992    0.007290\n",
      "1947    0.007279\n",
      "1937    0.007225\n",
      "1996    0.007096\n",
      "1951    0.007085\n",
      "28      0.007031\n",
      "1927    0.006956\n",
      "1921    0.006956\n",
      "194     0.006621\n",
      "1993    0.006611\n",
      "1953    0.006514\n",
      "1912    0.006406\n",
      "1922    0.006212\n",
      "1956    0.006039\n",
      "1955    0.006039\n",
      "1946    0.006028\n",
      "1941    0.005996\n",
      "1944    0.005920\n",
      "1954    0.005802\n",
      "29      0.005759\n",
      "1935    0.005748\n",
      "1939    0.005565\n",
      "212     0.005521\n",
      "213     0.005511\n",
      "211     0.005435\n",
      "1936    0.005414\n",
      "1952    0.005284\n",
      "1943    0.005090\n",
      "1945    0.005079\n",
      "1942    0.005047\n",
      "1919    0.004734\n",
      "216     0.004680\n",
      "1914    0.004497\n",
      "1915    0.004389\n",
      "19      0.004173\n",
      "1911    0.003871\n",
      "1818    0.003494\n",
      "215     0.003483\n",
      "1918    0.003311\n",
      "1916    0.003020\n",
      "1893    0.002955\n",
      "1917    0.002836\n",
      "214     0.002750\n",
      "1899    0.002437\n",
      "217     0.002437\n",
      "1898    0.002319\n",
      "1869    0.001898\n",
      "1857    0.001618\n",
      "1894    0.001607\n",
      "1875    0.001488\n",
      "1873    0.001391\n",
      "1854    0.001348\n",
      "1896    0.001316\n",
      "1874    0.001305\n",
      "1895    0.001240\n",
      "1897    0.000992\n",
      "218     0.000787\n",
      "1888    0.000776\n",
      "1868    0.000647\n",
      "1859    0.000582\n",
      "1876    0.000572\n",
      "1865    0.000518\n",
      "219     0.000518\n",
      "1889    0.000485\n",
      "1871    0.000474\n",
      "186     0.000464\n",
      "1877    0.000399\n",
      "1891    0.000356\n",
      "1856    0.000345\n",
      "1892    0.000334\n",
      "1852    0.000324\n",
      "1872    0.000324\n",
      "189     0.000280\n",
      "1853    0.000248\n",
      "1858    0.000226\n",
      "1866    0.000216\n",
      "1887    0.000205\n",
      "1867    0.000183\n",
      "1881    0.000183\n",
      "1886    0.000162\n",
      "1879    0.000151\n",
      "1885    0.000151\n",
      "1861    0.000119\n",
      "1864    0.000119\n",
      "1851    0.000119\n",
      "188     0.000119\n",
      "1855    0.000119\n",
      "184     0.000097\n",
      "1883    0.000097\n",
      "1863    0.000075\n",
      "1837    0.000075\n",
      "1882    0.000065\n",
      "185     0.000065\n",
      "1844    0.000065\n",
      "187     0.000065\n",
      "1884    0.000054\n",
      "1768    0.000054\n",
      "1878    0.000054\n",
      "1862    0.000054\n",
      "1849    0.000043\n",
      "1843    0.000032\n",
      "1832    0.000022\n",
      "1847    0.000022\n",
      "1845    0.000022\n",
      "1841    0.000022\n",
      "1811    0.000011\n",
      "1848    0.000011\n",
      "1842    0.000011\n"
     ]
    }
   ],
   "source": [
    "dfcopy = df[df[['Date']].apply(lambda x: x[0].isdigit(), axis=1)]\n",
    "#dfcopy['Date'] = dfcopy['Date'].astype(int)\n",
    "dfcopy.sort_values(by=['Date'])\n",
    "#make a sorted series\n",
    "creation = dfcopy[\"Date\"].value_counts(normalize=True)\n",
    "print(creation.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "American                                                                                                                                                                                                                                                                                                                                                                                                                                  0.412324\n",
      "French                                                                                                                                                                                                                                                                                                                                                                                                                                    0.163509\n",
      "German                                                                                                                                                                                                                                                                                                                                                                                                                                    0.066876\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                          0.045660\n",
      "British                                                                                                                                                                                                                                                                                                                                                                                                                                   0.040362\n",
      "Spanish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.022613\n",
      "Italian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.020079\n",
      "Japanese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.017539\n",
      "Russian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.015852\n",
      "Swiss                                                                                                                                                                                                                                                                                                                                                                                                                                     0.015237\n",
      "American American                                                                                                                                                                                                                                                                                                                                                                                                                         0.011994\n",
      "Dutch                                                                                                                                                                                                                                                                                                                                                                                                                                     0.011444\n",
      "Belgian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.010532\n",
      "Mexican                                                                                                                                                                                                                                                                                                                                                                                                                                   0.009548\n",
      "Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                                       0.008382\n",
      "Austrian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.006399\n",
      "Argentine                                                                                                                                                                                                                                                                                                                                                                                                                                 0.005914\n",
      "Brazilian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.005834\n",
      "Canadian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.005784\n",
      "Czech                                                                                                                                                                                                                                                                                                                                                                                                                                     0.005537\n",
      "Colombian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.005378\n",
      "Chilean                                                                                                                                                                                                                                                                                                                                                                                                                                   0.004198\n",
      "Polish                                                                                                                                                                                                                                                                                                                                                                                                                                    0.003902\n",
      "Venezuelan                                                                                                                                                                                                                                                                                                                                                                                                                                0.003569\n",
      "Ivorian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.003489\n",
      "Danish                                                                                                                                                                                                                                                                                                                                                                                                                                    0.003424\n",
      "South African                                                                                                                                                                                                                                                                                                                                                                                                                             0.002982\n",
      "American French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                 0.002642\n",
      "Israeli                                                                                                                                                                                                                                                                                                                                                                                                                                   0.002468\n",
      "American                                                                                                                                                                                                                                                                                                                                                                                                                                  0.001962\n",
      "Swedish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.001846\n",
      "Australian                                                                                                                                                                                                                                                                                                                                                                                                                                0.001817\n",
      "Chinese                                                                                                                                                                                                                                                                                                                                                                                                                                   0.001744\n",
      "British British                                                                                                                                                                                                                                                                                                                                                                                                                           0.001629\n",
      "Finnish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.001592\n",
      "American American American                                                                                                                                                                                                                                                                                                                                                                                                                0.001564\n",
      "Indian                                                                                                                                                                                                                                                                                                                                                                                                                                    0.001527\n",
      "Cuban                                                                                                                                                                                                                                                                                                                                                                                                                                     0.001455\n",
      "German German                                                                                                                                                                                                                                                                                                                                                                                                                             0.001361\n",
      "Norwegian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.001288\n",
      "Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                           0.001187\n",
      "Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.001093\n",
      "Portuguese                                                                                                                                                                                                                                                                                                                                                                                                                                0.001071\n",
      "Croatian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.001028\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                          0.000876\n",
      "Yugoslav                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000854\n",
      "Peruvian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000796\n",
      " American                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000753\n",
      "Korean                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000695\n",
      "Japanese French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                 0.000680\n",
      "Japanese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000659\n",
      "Uruguayan                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000651\n",
      "Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000637\n",
      "Argentine Argentine Argentine Argentine Argentine American                                                                                                                                                                                                                                                                                                                                                                                0.000630\n",
      "Russian Russian Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                   0.000615\n",
      "British British British                                                                                                                                                                                                                                                                                                                                                                                                                   0.000601\n",
      "French French                                                                                                                                                                                                                                                                                                                                                                                                                             0.000572\n",
      "British                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000536\n",
      "Guatemalan                                                                                                                                                                                                                                                                                                                                                                                                                                0.000514\n",
      "Romanian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000514\n",
      "American Dutch Slovak                                                                                                                                                                                                                                                                                                                                                                                                                     0.000507\n",
      "Costa Rican                                                                                                                                                                                                                                                                                                                                                                                                                               0.000463\n",
      "Swiss Swiss                                                                                                                                                                                                                                                                                                                                                                                                                               0.000456\n",
      "Argentine Argentine Argentine Argentine American Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                      0.000449\n",
      "Ukrainian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000427\n",
      "Latvian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000420\n",
      "Swiss Austrian                                                                                                                                                                                                                                                                                                                                                                                                                            0.000420\n",
      "Egyptian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000420\n",
      "Italian American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000398\n",
      "Scottish                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000391\n",
      "Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000391\n",
      "Lebanese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000376\n",
      "Turkish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000369\n",
      "Sudanese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000369\n",
      "  Russian Ukrainian       Russian  Russian  Russian     Nationality unknown                                                                                                                                                                                                                                                                                                                                                               0.000362\n",
      "Pakistani                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000362\n",
      "American French                                                                                                                                                                                                                                                                                                                                                                                                                           0.000355\n",
      "Greek                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000347\n",
      "Japanese Japanese                                                                                                                                                                                                                                                                                                                                                                                                                         0.000347\n",
      "American British                                                                                                                                                                                                                                                                                                                                                                                                                          0.000311\n",
      "Luxembourgish                                                                                                                                                                                                                                                                                                                                                                                                                             0.000311\n",
      "Yugoslav                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000304\n",
      "American  American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000304\n",
      "Canadian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000304\n",
      "Canadian French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                 0.000297\n",
      "American American American American                                                                                                                                                                                                                                                                                                                                                                                                       0.000290\n",
      "American Japanese                                                                                                                                                                                                                                                                                                                                                                                                                         0.000275\n",
      "Slovenian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000275\n",
      "Austrian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000275\n",
      "Dutch Dutch                                                                                                                                                                                                                                                                                                                                                                                                                               0.000268\n",
      "German                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000253\n",
      "French Swiss                                                                                                                                                                                                                                                                                                                                                                                                                              0.000253\n",
      "Canadian Canadian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000246\n",
      " French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000232\n",
      "American German                                                                                                                                                                                                                                                                                                                                                                                                                           0.000232\n",
      "Italian French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                  0.000232\n",
      "Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000224\n",
      "American American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000217\n",
      "Icelandic                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000217\n",
      "Swiss                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000210\n",
      "Russian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000203\n",
      "Dutch French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                    0.000195\n",
      "Burkinabe                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000188\n",
      "American Russian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000181\n",
      "German French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000181\n",
      "Danish Filipino                                                                                                                                                                                                                                                                                                                                                                                                                           0.000181\n",
      "Thai                                                                                                                                                                                                                                                                                                                                                                                                                                      0.000181\n",
      "Irish                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000174\n",
      "French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000166\n",
      "French French French                                                                                                                                                                                                                                                                                                                                                                                                                      0.000166\n",
      "Congolese                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000166\n",
      "British American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000159\n",
      "Argentine Argentine Argentine Argentine Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                               0.000159\n",
      "Malian                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000152\n",
      "Albanian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000152\n",
      "Swiss Swiss Swiss                                                                                                                                                                                                                                                                                                                                                                                                                         0.000152\n",
      "Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000152\n",
      "Bosnian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000152\n",
      "Swedish Swedish                                                                                                                                                                                                                                                                                                                                                                                                                           0.000145\n",
      " American American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000145\n",
      "Lithuanian                                                                                                                                                                                                                                                                                                                                                                                                                                0.000145\n",
      "Native American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000138\n",
      "Brazilian Brazilian                                                                                                                                                                                                                                                                                                                                                                                                                       0.000138\n",
      " American British Mexican                                                                                                                                                                                                                                                                                                                                                                                                                 0.000138\n",
      "Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000138\n",
      "French French Swiss                                                                                                                                                                                                                                                                                                                                                                                                                       0.000130\n",
      "German German German                                                                                                                                                                                                                                                                                                                                                                                                                      0.000130\n",
      "Italian German                                                                                                                                                                                                                                                                                                                                                                                                                            0.000130\n",
      "Dutch British Dutch British                                                                                                                                                                                                                                                                                                                                                                                                               0.000130\n",
      "Haitian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000130\n",
      "Iranian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000123\n",
      "Nigerian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000123\n",
      "Russian Russian Russian Russian Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                   0.000123\n",
      "British British British Canadian                                                                                                                                                                                                                                                                                                                                                                                                          0.000116\n",
      " German                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000116\n",
      "British French                                                                                                                                                                                                                                                                                                                                                                                                                            0.000116\n",
      "Moroccan                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000116\n",
      "Chinese Japanese                                                                                                                                                                                                                                                                                                                                                                                                                          0.000116\n",
      "Italian French                                                                                                                                                                                                                                                                                                                                                                                                                            0.000116\n",
      "Argentine Argentine Argentine  Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                                        0.000116\n",
      "American                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000109\n",
      "Uruguayan Uruguayan Uruguayan Uruguayan                                                                                                                                                                                                                                                                                                                                                                                                   0.000109\n",
      " Dutch Dutch Dutch                                                                                                                                                                                                                                                                                                                                                                                                                        0.000109\n",
      "Zimbabwean                                                                                                                                                                                                                                                                                                                                                                                                                                0.000109\n",
      " Japanese Japanese Japanese                                                                                                                                                                                                                                                                                                                                                                                                               0.000109\n",
      "Puerto Rican                                                                                                                                                                                                                                                                                                                                                                                                                              0.000101\n",
      "German German German German German German                                                                                                                                                                                                                                                                                                                                                                                                 0.000101\n",
      "Irish Irish                                                                                                                                                                                                                                                                                                                                                                                                                               0.000101\n",
      "Icelandic American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000101\n",
      "Russian     Russian   Russian                                                                                                                                                                                                                                                                                                                                                                                                             0.000101\n",
      " French German                                                                                                                                                                                                                                                                                                                                                                                                                            0.000101\n",
      "Indian Indian                                                                                                                                                                                                                                                                                                                                                                                                                             0.000094\n",
      "French Swiss French                                                                                                                                                                                                                                                                                                                                                                                                                       0.000094\n",
      " Colombian Colombian                                                                                                                                                                                                                                                                                                                                                                                                                      0.000094\n",
      "Cameroonian                                                                                                                                                                                                                                                                                                                                                                                                                               0.000094\n",
      "German American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000094\n",
      "Argentine Argentine Argentine Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                                         0.000094\n",
      "Tunisian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000094\n",
      "Mexican Mexican                                                                                                                                                                                                                                                                                                                                                                                                                           0.000087\n",
      "American Dutch                                                                                                                                                                                                                                                                                                                                                                                                                            0.000087\n",
      "Kenyan                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000087\n",
      "French French Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000087\n",
      "Bulgarian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000087\n",
      " Chinese Chinese Chinese Chinese Chinese                                                                                                                                                                                                                                                                                                                                                                                                  0.000087\n",
      "German American American Danish American                                                                                                                                                                                                                                                                                                                                                                                                  0.000080\n",
      "American Japanese American                                                                                                                                                                                                                                                                                                                                                                                                                0.000080\n",
      "Spanish Spanish                                                                                                                                                                                                                                                                                                                                                                                                                           0.000080\n",
      "Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000080\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                          0.000080\n",
      "American Danish                                                                                                                                                                                                                                                                                                                                                                                                                           0.000080\n",
      "Macedonian                                                                                                                                                                                                                                                                                                                                                                                                                                0.000072\n",
      "Latvian Russian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000072\n",
      "Lebanese Algerian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000072\n",
      "American American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000072\n",
      "Croatian Croatian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000072\n",
      "Belgian Belgian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000072\n",
      "Serbian Serbian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000072\n",
      "New Zealander                                                                                                                                                                                                                                                                                                                                                                                                                             0.000072\n",
      "Venezuelan Venezuelan                                                                                                                                                                                                                                                                                                                                                                                                                     0.000065\n",
      "American American British                                                                                                                                                                                                                                                                                                                                                                                                                 0.000065\n",
      "Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                                                                       0.000065\n",
      "French American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000065\n",
      "French                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000065\n",
      "Slovak                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000065\n",
      "British British                                                                                                                                                                                                                                                                                                                                                                                                                           0.000065\n",
      "Italian Italian Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                           0.000065\n",
      " French                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000065\n",
      "Russian Russian Russian Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                           0.000065\n",
      "Cambodian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000058\n",
      "American  Japanese                                                                                                                                                                                                                                                                                                                                                                                                                        0.000058\n",
      " Russian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000058\n",
      "Chilean Belgian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000058\n",
      "Ukrainian Ukrainian                                                                                                                                                                                                                                                                                                                                                                                                                       0.000058\n",
      " American British Mexican Mexican                                                                                                                                                                                                                                                                                                                                                                                                         0.000058\n",
      "Serbian Serbian Serbian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000058\n",
      "Italian Italian Italian Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                   0.000051\n",
      "Ecuadorian                                                                                                                                                                                                                                                                                                                                                                                                                                0.000051\n",
      "Ukrainian Russian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000051\n",
      "Canadian Inuit                                                                                                                                                                                                                                                                                                                                                                                                                            0.000051\n",
      "Spanish Spanish Spanish                                                                                                                                                                                                                                                                                                                                                                                                                   0.000051\n",
      "Dutch Dutch Dutch                                                                                                                                                                                                                                                                                                                                                                                                                         0.000051\n",
      "Georgian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000051\n",
      "American Croatian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000051\n",
      "American American American American American American                                                                                                                                                                                                                                                                                                                                                                                     0.000051\n",
      "Swiss French                                                                                                                                                                                                                                                                                                                                                                                                                              0.000051\n",
      " British                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000051\n",
      " German German                                                                                                                                                                                                                                                                                                                                                                                                                            0.000051\n",
      "Israeli Belgian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000051\n",
      "British Polish                                                                                                                                                                                                                                                                                                                                                                                                                            0.000051\n",
      "Serbian Serbian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000051\n",
      "British  British British                                                                                                                                                                                                                                                                                                                                                                                                                  0.000043\n",
      "French Russian                                                                                                                                                                                                                                                                                                                                                                                                                            0.000043\n",
      "Dutch British                                                                                                                                                                                                                                                                                                                                                                                                                             0.000043\n",
      "American American American American American Greek American Swiss American  Canadian American American American South African South African Taiwanese                                                                                                                                                                                                                                                                                     0.000043\n",
      "Austrian Austrian Austrian Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                              0.000043\n",
      "French German                                                                                                                                                                                                                                                                                                                                                                                                                             0.000043\n",
      " Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000043\n",
      "Palestinian Palestinian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000043\n",
      "Malaysian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000043\n",
      "Portuguese Portuguese                                                                                                                                                                                                                                                                                                                                                                                                                     0.000043\n",
      "German German German German                                                                                                                                                                                                                                                                                                                                                                                                               0.000043\n",
      "Ethiopian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000043\n",
      "Emirati                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000043\n",
      "French French                                                                                                                                                                                                                                                                                                                                                                                                                             0.000043\n",
      "French Italian                                                                                                                                                                                                                                                                                                                                                                                                                            0.000043\n",
      "American Mexican                                                                                                                                                                                                                                                                                                                                                                                                                          0.000043\n",
      "Algerian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000036\n",
      " Iranian Spanish                                                                                                                                                                                                                                                                                                                                                                                                                          0.000036\n",
      "German British                                                                                                                                                                                                                                                                                                                                                                                                                            0.000036\n",
      "American American American American American American American American American American American                                                                                                                                                                                                                                                                                                                                        0.000036\n",
      "German Dutch                                                                                                                                                                                                                                                                                                                                                                                                                              0.000036\n",
      "American French American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000036\n",
      "Czechoslovakian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000036\n",
      "Russian Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                           0.000036\n",
      "South African American American American American American                                                                                                                                                                                                                                                                                                                                                                                0.000036\n",
      "Icelandic Icelandic                                                                                                                                                                                                                                                                                                                                                                                                                       0.000036\n",
      "Chinese                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000036\n",
      "American American American American American American American                                                                                                                                                                                                                                                                                                                                                                            0.000036\n",
      "French                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000036\n",
      "Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                                       0.000036\n",
      "German Danish German American German German                                                                                                                                                                                                                                                                                                                                                                                               0.000036\n",
      "Israeli German British                                                                                                                                                                                                                                                                                                                                                                                                                    0.000036\n",
      "Finnish Finnish                                                                                                                                                                                                                                                                                                                                                                                                                           0.000029\n",
      "Canadian American  Canadian                                                                                                                                                                                                                                                                                                                                                                                                               0.000029\n",
      " Dutch                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000029\n",
      "Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                           0.000029\n",
      "German German                                                                                                                                                                                                                                                                                                                                                                                                                             0.000029\n",
      "German Canadian Canadian                                                                                                                                                                                                                                                                                                                                                                                                                  0.000029\n",
      "German German German German German                                                                                                                                                                                                                                                                                                                                                                                                        0.000029\n",
      "Swiss Macedonian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000029\n",
      "American American American                                                                                                                                                                                                                                                                                                                                                                                                                0.000029\n",
      "British American German                                                                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "Dutch Dutch Dutch Dutch                                                                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "Canadian Canadian German                                                                                                                                                                                                                                                                                                                                                                                                                  0.000029\n",
      "Danish Danish                                                                                                                                                                                                                                                                                                                                                                                                                             0.000029\n",
      " American American American                                                                                                                                                                                                                                                                                                                                                                                                               0.000029\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                          0.000029\n",
      "Filipino                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000029\n",
      "Cuban Cuban Cuban Cuban                                                                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "Japanese American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000029\n",
      "Taiwanese                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000029\n",
      "American Argentine                                                                                                                                                                                                                                                                                                                                                                                                                        0.000029\n",
      "Palestinian                                                                                                                                                                                                                                                                                                                                                                                                                               0.000029\n",
      "Bolivian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000029\n",
      "Dutch Danish                                                                                                                                                                                                                                                                                                                                                                                                                              0.000029\n",
      "Argentine Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                                                             0.000029\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                          0.000029\n",
      "Italian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "Swiss British                                                                                                                                                                                                                                                                                                                                                                                                                             0.000029\n",
      "Mexican                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "American American American American American American American American                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "Swedish Swedish Swedish Swedish                                                                                                                                                                                                                                                                                                                                                                                                           0.000029\n",
      "Peruvian Peruvian Peruvian                                                                                                                                                                                                                                                                                                                                                                                                                0.000029\n",
      "Dutch                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000029\n",
      "Japanese Japanese Japanese Japanese                                                                                                                                                                                                                                                                                                                                                                                                       0.000029\n",
      "Serbian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "American American French                                                                                                                                                                                                                                                                                                                                                                                                                  0.000029\n",
      "Panamanian                                                                                                                                                                                                                                                                                                                                                                                                                                0.000029\n",
      "Spanish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000029\n",
      "British American American                                                                                                                                                                                                                                                                                                                                                                                                                 0.000029\n",
      "American Italian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000029\n",
      "Hungarian Hungarian                                                                                                                                                                                                                                                                                                                                                                                                                       0.000022\n",
      "Norwegian Norwegian Norwegian Norwegian                                                                                                                                                                                                                                                                                                                                                                                                   0.000022\n",
      "Italian Israeli                                                                                                                                                                                                                                                                                                                                                                                                                           0.000022\n",
      " German Swedish German                                                                                                                                                                                                                                                                                                                                                                                                                    0.000022\n",
      "German Austrian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000022\n",
      "Ghanaian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000022\n",
      "American Mexican                                                                                                                                                                                                                                                                                                                                                                                                                          0.000022\n",
      "German  German                                                                                                                                                                                                                                                                                                                                                                                                                            0.000022\n",
      "German Swiss                                                                                                                                                                                                                                                                                                                                                                                                                              0.000022\n",
      "Chilean Chilean Chilean Chilean Chilean Chilean                                                                                                                                                                                                                                                                                                                                                                                           0.000022\n",
      "South African                                                                                                                                                                                                                                                                                                                                                                                                                             0.000022\n",
      "American Swiss                                                                                                                                                                                                                                                                                                                                                                                                                            0.000022\n",
      "American Austrian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000022\n",
      " Belgian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000022\n",
      " Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000022\n",
      "Ukrainian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000022\n",
      "Austrian Polish                                                                                                                                                                                                                                                                                                                                                                                                                           0.000022\n",
      "Swiss Bosnian                                                                                                                                                                                                                                                                                                                                                                                                                             0.000022\n",
      " German German German German                                                                                                                                                                                                                                                                                                                                                                                                              0.000022\n",
      "American Mexican Mexican                                                                                                                                                                                                                                                                                                                                                                                                                  0.000022\n",
      "American  American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000022\n",
      "American Swedish                                                                                                                                                                                                                                                                                                                                                                                                                          0.000022\n",
      "Dutch Swiss                                                                                                                                                                                                                                                                                                                                                                                                                               0.000022\n",
      " Czech Czech Czech  Czech                                                                                                                                                                                                                                                                                                                                                                                                                 0.000022\n",
      " Swiss Austrian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000022\n",
      "American Cuban                                                                                                                                                                                                                                                                                                                                                                                                                            0.000022\n",
      "Nationality unknown American                                                                                                                                                                                                                                                                                                                                                                                                              0.000022\n",
      " Canadian Canadian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000022\n",
      " Spanish                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000022\n",
      " German German German                                                                                                                                                                                                                                                                                                                                                                                                                     0.000022\n",
      "Cuban Cuban Cuban                                                                                                                                                                                                                                                                                                                                                                                                                         0.000022\n",
      "Chilean Argentine                                                                                                                                                                                                                                                                                                                                                                                                                         0.000022\n",
      "Dutch British British Dutch                                                                                                                                                                                                                                                                                                                                                                                                               0.000022\n",
      "Swiss Croatian                                                                                                                                                                                                                                                                                                                                                                                                                            0.000022\n",
      "Polish Polish                                                                                                                                                                                                                                                                                                                                                                                                                             0.000022\n",
      "Chinese Chinese                                                                                                                                                                                                                                                                                                                                                                                                                           0.000022\n",
      "German Danish                                                                                                                                                                                                                                                                                                                                                                                                                             0.000022\n",
      "Bahamian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000022\n",
      " American British                                                                                                                                                                                                                                                                                                                                                                                                                         0.000022\n",
      "Israeli Israeli                                                                                                                                                                                                                                                                                                                                                                                                                           0.000022\n",
      "American  Croatian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000022\n",
      "Coptic                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000022\n",
      "Argentine Italian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000022\n",
      "German French                                                                                                                                                                                                                                                                                                                                                                                                                             0.000022\n",
      " Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                                      0.000022\n",
      "Portuguese British British                                                                                                                                                                                                                                                                                                                                                                                                                0.000022\n",
      "Russian Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                               0.000022\n",
      "Mexican American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000022\n",
      "Ukrainian Ukrainian Russian                                                                                                                                                                                                                                                                                                                                                                                                               0.000022\n",
      "American Czech                                                                                                                                                                                                                                                                                                                                                                                                                            0.000022\n",
      "French French Nationality unknown Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                     0.000022\n",
      "South African South African South African South African                                                                                                                                                                                                                                                                                                                                                                                   0.000022\n",
      "Macedonian Macedonian                                                                                                                                                                                                                                                                                                                                                                                                                     0.000022\n",
      "American American American American                                                                                                                                                                                                                                                                                                                                                                                                       0.000022\n",
      "Spanish American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000022\n",
      " French French French                                                                                                                                                                                                                                                                                                                                                                                                                     0.000022\n",
      "Beninese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000022\n",
      "Brazilian Brazilian Brazilian                                                                                                                                                                                                                                                                                                                                                                                                             0.000022\n",
      "Russian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000022\n",
      "German Romanian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      " Latvian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "Swedish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "Danish American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "Namibian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "  Russian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000014\n",
      "Finnish Finnish Finnish                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "Salvadoran                                                                                                                                                                                                                                                                                                                                                                                                                                0.000014\n",
      "Italian American Dutch American                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "Australian Serbian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000014\n",
      "Italian British                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "Canadian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "American American American American American American American American American                                                                                                                                                                                                                                                                                                                                                          0.000014\n",
      " American French                                                                                                                                                                                                                                                                                                                                                                                                                          0.000014\n",
      "Belgian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "Australian American                                                                                                                                                                                                                                                                                                                                                                                                                       0.000014\n",
      "Swiss                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000014\n",
      "American Irish                                                                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      "American American American American American American American American American American American                                                                                                                                                                                                                                                                                                                                        0.000014\n",
      "Haitian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                          0.000014\n",
      "American American Swiss                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "American British British British                                                                                                                                                                                                                                                                                                                                                                                                          0.000014\n",
      "Swiss German                                                                                                                                                                                                                                                                                                                                                                                                                              0.000014\n",
      "American Canadian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000014\n",
      "American American American American American American American American American American American American American                                                                                                                                                                                                                                                                                                                      0.000014\n",
      "Welsh                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000014\n",
      "American Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                              0.000014\n",
      "French Spanish American                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "Norwegian Austrian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000014\n",
      "Swiss                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000014\n",
      "Dutch Dutch                                                                                                                                                                                                                                                                                                                                                                                                                               0.000014\n",
      "British  American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000014\n",
      "       American      American                                                                                                                                                                                                                                                                                                                                                                                                             0.000014\n",
      "  Russian  Russian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000014\n",
      "Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "Austrian Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                                                0.000014\n",
      "Japanese American American                                                                                                                                                                                                                                                                                                                                                                                                                0.000014\n",
      "Brazilian Venezuelan                                                                                                                                                                                                                                                                                                                                                                                                                      0.000014\n",
      "Dutch                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000014\n",
      "Nicaraguan                                                                                                                                                                                                                                                                                                                                                                                                                                0.000014\n",
      "  German                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "British Italian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "American Swiss American Italian German German                                                                                                                                                                                                                                                                                                                                                                                             0.000014\n",
      "French Nationality unknown Nationality unknown French                                                                                                                                                                                                                                                                                                                                                                                     0.000014\n",
      "Senegalese                                                                                                                                                                                                                                                                                                                                                                                                                                0.000014\n",
      "Polish                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000014\n",
      " Swiss French Dutch American                                                                                                                                                                                                                                                                                                                                                                                                              0.000014\n",
      "American Lithuanian                                                                                                                                                                                                                                                                                                                                                                                                                       0.000014\n",
      "Egyptian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      " Austrian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000014\n",
      "Canadian Yugoslav                                                                                                                                                                                                                                                                                                                                                                                                                         0.000014\n",
      "  Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                 0.000014\n",
      " Colombian Argentine Brazilian Colombian Colombian Brazilian Venezuelan                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "Swiss American                                                                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      " Czech                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000014\n",
      "French Austrian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "       American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "Paraguayan                                                                                                                                                                                                                                                                                                                                                                                                                                0.000014\n",
      "French American American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      " Russian Georgian  Russian Nationality unknown  French Russian                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      "Swiss Serbian Serbian Serbian                                                                                                                                                                                                                                                                                                                                                                                                             0.000014\n",
      "Estonian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "Bangladeshi                                                                                                                                                                                                                                                                                                                                                                                                                               0.000014\n",
      "Swiss German American Swiss                                                                                                                                                                                                                                                                                                                                                                                                               0.000014\n",
      " Austrian Israeli                                                                                                                                                                                                                                                                                                                                                                                                                         0.000014\n",
      "British                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "Venezuelan Venezuelan Venezuelan                                                                                                                                                                                                                                                                                                                                                                                                          0.000014\n",
      "Swiss American                                                                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      "American Japanese American American                                                                                                                                                                                                                                                                                                                                                                                                       0.000014\n",
      "Russian German                                                                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      "French French French French French French French                                                                                                                                                                                                                                                                                                                                                                                          0.000014\n",
      "American South African                                                                                                                                                                                                                                                                                                                                                                                                                    0.000014\n",
      "French French French French                                                                                                                                                                                                                                                                                                                                                                                                               0.000014\n",
      "Singaporean                                                                                                                                                                                                                                                                                                                                                                                                                               0.000014\n",
      " Swiss French American                                                                                                                                                                                                                                                                                                                                                                                                                    0.000014\n",
      "Swedish Swedish Swedish                                                                                                                                                                                                                                                                                                                                                                                                                   0.000014\n",
      "Japanese French American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "Austrian German                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      " American American American American American American American                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      " Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000014\n",
      "Belgian French                                                                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      "South African South African                                                                                                                                                                                                                                                                                                                                                                                                               0.000014\n",
      "Icelandic American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000014\n",
      " American Japanese Japanese American American American American Japanese                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "Dutch American                                                                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      "French French French Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                  0.000014\n",
      "Chilean Chilean                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "Dutch German                                                                                                                                                                                                                                                                                                                                                                                                                              0.000014\n",
      "Russian Latvian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000014\n",
      "German                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000014\n",
      "Belgian Danish                                                                                                                                                                                                                                                                                                                                                                                                                            0.000014\n",
      "Italian Dutch                                                                                                                                                                                                                                                                                                                                                                                                                             0.000014\n",
      "German Czech                                                                                                                                                                                                                                                                                                                                                                                                                              0.000014\n",
      "Japanese Japanese Japanese                                                                                                                                                                                                                                                                                                                                                                                                                0.000014\n",
      "Danish Danish Danish                                                                                                                                                                                                                                                                                                                                                                                                                      0.000014\n",
      "Mexican American Mexican Mexican Mexican Mexican Mexican                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Chilean                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Austrian American American American French American Austrian American French American American French Lithuanian German Austrian French Thai                                                                                                                                                                                                                                                                                              0.000007\n",
      "  American American American American                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " American Dutch American American Japanese American American French American American American American Swiss American French American                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Latvian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " French French French French                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "French Belgian                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      " Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "French Swiss French Dutch French Swiss Swiss Italian Swiss Belgian                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " German German German German German German German German German German German German Swiss Austrian German German German German German                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American American American American American British American American                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Belgian Mexican                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American American Japanese American American American American American                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American American American German American American American Swedish American American Czech                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " American American Dutch American American American American American American American British American American American American American American French American                                                                                                                                                                                                                                                                     0.000007\n",
      "British British British American                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " Colombian Colombian Mexican Mexican Mexican Mexican Venezuelan Mexican Colombian Colombian Venezuelan Colombian Mexican Mexican Venezuelan Venezuelan Venezuelan Colombian Spanish Mexican Venezuelan                                                                                                                                                                                                                                    0.000007\n",
      " Swiss American British Polish Mexican American                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " Scottish                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Finnish Finnish Finnish Finnish Finnish                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Japanese Japanese Japanese                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "         American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Italian Italian Canadian French French American Dutch Italian Italian Japanese Swiss French Japanese British German Belgian  Danish Italian                                                                                                                                                                                                                                                                                               0.000007\n",
      "Italian American Swiss                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Venezuelan Brazilian British Venezuelan Mexican Colombian Mexican Venezuelan Colombian Spanish Spanish Argentine Venezuelan Paraguayan Colombian Venezuelan Argentine Mexican American Colombian Colombian Spanish Uruguayan Venezuelan Colombian Japanese American Mexican Mexican                                                                                                                                                       0.000007\n",
      "German American American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " Japanese American Nationality unknown American American American Japanese Japanese Austrian American American Japanese French American American American                                                                                                                                                                                                                                                                                 0.000007\n",
      "Dutch Norwegian Dutch                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American American American American American American American American American American American American American American American American                                                                                                                                                                                                                                                                                           0.000007\n",
      "Czech American Japanese                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " British Swiss American Chinese                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " American American American American American                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "German German German Czech German French French German                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      " Swiss Dutch French American                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " British American American                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American American German                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "German   German                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " German                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "German  Austrian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American American American American American                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " German German German German German German American German German German American German German German Austrian German German German German German German German German                                                                                                                                                                                                                                                                   0.000007\n",
      "American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American                                                                                                                                                    0.000007\n",
      "Dutch Belgian                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "American Brazilian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Lithuanian American                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Swiss Sahrawi                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "German American American German German Swedish German German American American Swiss                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "American Dutch Belgian                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Spanish Mexican American American Spanish Spanish Spanish Argentine Spanish                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "Nationality unknown French Nationality unknown French                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "British Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "German Japanese                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "French French French French French French French French                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French Spanish                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Canadian Spanish Swedish French French                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "German Catalan German Swedish                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "American Argentine American                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "American                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "French British Portuguese French German                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " German German  Japanese                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Ukrainian Ukrainian  Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "  American American American American                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Japanese Japanese American American American French American American Japanese American French American Japanese Swiss French French American                                                                                                                                                                                                                                                                                             0.000007\n",
      "             American  American                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "British Russian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " American Japanese                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " American French French American Cuban American French Spanish American French Austrian                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "British Brazilian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      " American American American French American                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "German German American                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Spanish American American American                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " American American American American American American American American American American American American American American American American American American American American Venezuelan American American American American American American American French American                                                                                                                                                            0.000007\n",
      " German American Polish Swiss British                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Brazilian Uruguayan                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "British British American British American British British American British American  American American American American                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "German American Dutch                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Ukrainian Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " American Dutch American American Japanese American American American American American American American French American                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American American American American American American American  German American American                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American German                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "British British American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "German French Swiss British Portuguese                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American German German                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American American Canadian                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Portuguese French Swiss British German                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "German German  Czech                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      " French British British French French French Swiss French                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " American Dutch American American American American American American American French American                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Belgian Italian Italian Cuban Chinese Italian Swedish Japanese Argentine French British French Indian French Italian Japanese Romanian                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American American German American American American                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "German German German German German German Polish Czech German German German                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "French French Romanian American Romanian                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American American  German                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American American American British American American American                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "British                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "British British British British                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " German German German Danish German German American  American German American German Austrian German French German                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " French French American French French                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American American American American American American American American American American American American American American                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Japanese Japanese Japanese Japanese Japanese                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Italian Italian Japanese                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Russian Russian Russian Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "German German Polish German German German                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American American American American American                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Yugoslav Romanian Romanian Hungarian Czech Hungarian Polish Polish Yugoslav Czech                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      " German German American American British                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Ukrainian  Ukrainian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "German Swiss American American Swiss                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "Brazilian Uruguayan Uruguayan Uruguayan Uruguayan                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "French Italian                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Spanish Italian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "Spanish American American                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Nationality unknown French                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      " New Zealander                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "American British American British German American American American American American American                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      " Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Australian Australian                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American American American German American                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Belgian French French Czech                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "American Swiss Swiss                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "Nationality unknown Spanish                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "Belgian French Nationality unknown French                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "British British British British British British British                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French French French French French French French French French French French Polish French French                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Italian Spanish Canadian                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American Swiss German Thai                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Austrian French                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American British  American                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "French Russian Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " Austrian Irish Swiss American German German German American American American                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Swiss American American                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French French                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Yugoslav American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "French American Italian Swiss French Mexican Swiss Spanish Greek French French French American Italian Spanish British French Spanish American Swiss Uruguayan French French                                                                                                                                                                                                                                                              0.000007\n",
      "German Polish German German Polish                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Ivorian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " American German American German Danish Danish                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Nationality unknown  American                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " American German                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Ugandan                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American American American American American American American American American American American American                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "German  German German German German German                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      " Danish Japanese American American American American Japanese American American American Japanese French American                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Swedish New Zealander                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " American  American                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      " Croatian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Polish British                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      " American British Mexican Mexican Mexican Mexican American                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American American  American                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "American American Japanese                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Guyanese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "      American   American  American  American                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " German American German German German French American German                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "American Danish German American                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " British American Chinese Israeli                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Italian American American American                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "American German American American American American  American American American American Japanese American American  American American American American American American American Swiss American American American American                                                                                                                                                                                                             0.000007\n",
      "Japanese Japanese Japanese Japanese Japanese Japanese Japanese Japanese Japanese Japanese                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "French French French American                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " American American German American American American                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      " French French French Russian Dutch German French Dutch French French French                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " American French French American Italian American                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Kuwaiti                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " Ukrainian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American American Dutch American American American American American American American British American American American American American American French American                                                                                                                                                                                                                                                                      0.000007\n",
      "British British American American                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "French French Brazilian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French Hungarian French                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American American Spanish                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " Russian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American Spanish Spanish French Canadian British British                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " South African British                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      " American American American American American American American American                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Uruguayan American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "German Polish Polish  German                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " American American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " French American British French French American French American American American                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      " Japanese American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " American American American American British American American American Venezuelan American American American American American                                                                                                                                                                                                                                                                                                           0.000007\n",
      " Mexican Mexican                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Spanish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Japanese American German                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Swedish Irish                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Dutch Scottish                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Spanish Cuban Spanish Spanish                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "British Japanese                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American Czech German American                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "French Croatian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "    Russian                                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "British German British Canadian American                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Icelandic American Canadian Swiss American                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American Vietnamese Vietnamese Vietnamese American                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Dutch German Dutch German Canadian Belgian American Dutch Spanish                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Swiss Italian                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Dutch French Dutch Japanese American Dutch                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "  Georgian Russian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " British Egyptian Indian German                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "Israeli American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "German Russian                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Italian Spanish American Italian American                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "British Mexican Swiss American                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Croatian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " German American American American German American                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "German German German German German German German German                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "British American British British                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American Korean                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American American German Russian French Italian French Russian German Israeli French Russian American Italian Argentine Hungarian American Belgian Italian Belgian                                                                                                                                                                                                                                                                        0.000007\n",
      "French French French French French French Swiss French French French French Spanish Spanish American French                                                                                                                                                                                                                                                                                                                               0.000007\n",
      " American Austrian Swedish American German Korean                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Danish                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Austrian German Austrian                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Chilean Chilean Chilean                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Russian Swiss                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Nationality unknown Nationality unknown Belgian French                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      " Belgian Dutch Italian British American Swedish American American American Danish American Austrian American American American American American American Canadian American Spanish American Danish American Dutch American American                                                                                                                                                                                                      0.000007\n",
      " Moroccan Austrian American British Polish Chinese                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "American American Japanese                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Russian Ukrainian Ukrainian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "American British                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Spanish Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "Croatian Croatian Croatian                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "French French Belgian French                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Yugoslav German                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American German American American American American  American American American American Japanese American American  American American American American American                                                                                                                                                                                                                                                                         0.000007\n",
      "American British British                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " American American American Swiss American American American British American American                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American American American American American American Swedish American American German American American American American American American American American American American American American American American American American American American American                                                                                                                                                                         0.000007\n",
      " German American American Swiss                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " Swiss American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American American American American American Mexican                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      " American American American American American American American American American British American American American American American American British American                                                                                                                                                                                                                                                                          0.000007\n",
      "American    Canadian                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "American German American American Danish Japanese  American Welsh American American American American                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American Italian British American American American American American American American American                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " Ukrainian Ukrainian Russian Russian  Russian Russian                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " Austrian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " Indian British                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "Japanese Canadian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      " American American American American American American American American                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "French French French French French French                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " Dutch American American Japanese French                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Japanese Austrian American American                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "German American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American American American Japanese Japanese American American American American American American                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "American American   American American                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " Polish American American American Polish                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " French Italian French French French French French German Czech French Italian Dutch French Swiss Dutch French                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Swiss Swiss Swiss Swiss Swiss Italian Swiss Swiss Swiss Swiss                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "German German German German Austrian Czech German                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Austrian American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "French French French                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "German Greek                                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Norwegian Danish Italian                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "French German German American                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Italian French French French                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "British New Zealander                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " German American American Polish American                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American Swiss American Dutch                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " German French Italian South African German German American French Swiss Swiss American                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French British Cuban Chilean Spanish American American                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      " German Mexican French                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "British German American                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " Canadian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "German Czech American American  American                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American American Chinese                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "  Russian    Russian                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "American American American American American American American                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "French Spanish French                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Nationality unknown Cuban                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "British American Chinese Korean                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "Czech American                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "American                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Austrian Austrian Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "German  American British British                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Czech Czech                                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "Italian Italian American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Dutch French French French French Algerian French French French French French Belgian French French French Swiss                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American American American American American  American                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "German Austrian Austrian Austrian Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Swiss French British Portuguese German                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      " Japanese Japanese                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "German German German German American German                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "Yugoslav Croatian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Swiss Swiss American Swiss                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Brazilian  Brazilian Brazilian Brazilian  French                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "French Swiss Nationality unknown French Nationality unknown                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "Japanese German                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " Japanese American American American American American American Japanese French American American                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      " German Austrian Chinese German American Georgian                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "American    Italian                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "German German American American German German                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " French Icelandic German                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "       American  American                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " Austrian Austrian Austrian Austrian                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "Lebanese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "German American German Danish German German                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      " Austrian Brazilian French American                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      " German German German Chinese Austrian                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Ukrainian Ukrainian  Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "French Swiss British Portuguese German                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "  British German American Austrian Thai  Austrian Swiss Thai German                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Swiss American French German American Australian British                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "French Swiss Belgian                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "French French Swiss American                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " Russian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "British  French                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American American American American American American American American American American American American American American American American American American American American Venezuelan American American American American American American American French                                                                                                                                                                      0.000007\n",
      " Israeli Austrian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "British French Swiss Portuguese German                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Austrian American American                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American American Swiss American                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "German Polish                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "  German German                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " American British French American French American American American Japanese American Japanese American American                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " Italian French French French American French French                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "British German                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "German German Swiss                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "Dutch British British                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "British British Polish Canadian French American Spanish British Chilean                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Swiss Slovenian                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "French French Dutch Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French French French French Swedish                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "American American American American French American Japanese                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "British British Cypriot                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " Swiss                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      " American                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Nationality unknown Nationality unknown French Nationality unknown                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "German German German German German                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Peruvian Peruvian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "American American German                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "  American  American American  American Czech American Austrian French  British German American American  Swiss Swiss Swiss French German German                                                                                                                                                                                                                                                                                          0.000007\n",
      "German Austrian German German                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "American American Swedish American American British American American American American                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Georgian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American American Japanese Swiss                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American American American  American                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "American American American American American American                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " German Danish                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "British Spanish                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " Argentine                                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Danish Danish Danish Icelandic British Danish Dutch Dutch French Dutch Danish Danish French Danish Belgian                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American British Nationality unknown Nationality unknown American American American American American American American Nationality unknown American                                                                                                                                                                                                                                                                                      0.000007\n",
      " British German  British   Dutch American  British British British British British British Italian American British British British British                                                                                                                                                                                                                                                                                               0.000007\n",
      " German American American American American Austrian German American  American German German German                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Danish Danish Danish British Danish Danish                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Nationality unknown French French Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Belgian British American German British                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Italian Canadian Swiss                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Ukrainian  German                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      " Danish Japanese American Italian Nationality unknown Dutch American American American American Czech German American American American American German Japanese French American American American                                                                                                                                                                                                                                        0.000007\n",
      " Ukrainian  Russian                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "British Canadian Canadian Canadian Canadian Canadian                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      " Ghanaian Austrian Swedish American Ukrainian American                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "French American Spanish French American                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "German British British                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "German British American German                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Latvian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French Irish American Swiss American American French American American American American                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American Belgian Korean Italian                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "Belgian German Italian French French French British Italian Canadian Italian Italian Swedish Japanese Swedish Japanese French Belgian                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Canadian Canadian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Swiss American American British                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "German American Swiss                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American American American American American American American American American American American  American American American American American American  American American German American American American American American American                                                                                                                                                                                                 0.000007\n",
      "Russian Russian Russian French  Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American American American American American American Canadian American American American American American American American American American American American American American                                                                                                                                                                                                                                                       0.000007\n",
      "Canadian French Swiss French                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Brazilian Mexican                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "American American American American American British                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "French French French French French Swiss Italian Polish French Spanish American Spanish French                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Korean Japanese                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " Korean                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " Ukrainian Ukrainian  Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " American American American American American American                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "French French French French French French Swiss French German French French Italian French French French Spanish Spanish French Swiss Belgian French                                                                                                                                                                                                                                                                                      0.000007\n",
      "  British                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American American Venezuelan American American American                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American American German American                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Japanese Irish British British                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "American Norwegian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "German American                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American American German Swiss                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Georgian Russian  Russian French                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Italian American  American French French                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "  Russian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Swiss French French                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Ukrainian Ukrainian Russian Russian  Russian Russian                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      " Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "      American                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "American American American American American American American American American American                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " Chinese Israeli Romanian British                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Dutch Dutch American Dutch American American American Japanese                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      " Cuban Argentine Czech French British British French French British British French                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "                                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Spanish American Brazilian Spanish                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "French  French French                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Mexican Mexican Mexican                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Swiss Swiss Swiss German                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Australian British                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " Yugoslav American American American American American                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American French French Irish French French French French French Nationality unknown French                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "British American British                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " Chinese                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American American American  American American American American Italian Russian American                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " American Australian American American American American American American American American American American American American American American                                                                                                                                                                                                                                                                                        0.000007\n",
      "Colombian Colombian                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "American  American American                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "American American  American                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      " Italian Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Belgian American British South African German                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Thai Thai                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American New Zealander Swiss                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " French American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " German Romanian German German                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "German Swedish German                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American Icelandic                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "  American                                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      " Vietnamese American American                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Italian Dutch                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "American Belgian American German                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Kyrgyzstani Kyrgyzstani                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "French Dutch American Italian                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Sierra Leonean                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Italian Japanese American                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "British British Italian                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Austrian  American American American American Swiss                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Scottish                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American German Dutch French French Dutch British Dutch Dutch American Dutch Dutch Dutch British American Australian American Italian American Austrian Swiss Belgian American Hungarian German Dutch Dutch French German                                                                                                                                                                                                                 0.000007\n",
      " German German German German Brazilian German German German German                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " Russian  Russian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "German German Polish German                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "French German Romanian Swiss American Italian American American American French American Romanian French Cuban French Brazilian Chilean Spanish American American American American Czech Belgian                                                                                                                                                                                                                                         0.000007\n",
      "Swiss                                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "German  German German German Austrian German                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "American  American American American                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "Scottish American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Italian American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Russian  Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " German German German German German German  German German German Austrian German German                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " German American American German                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American Cuban French American British German                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " French French American American  Italian                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American American American American American American American American American American American Canadian American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American American    0.000007\n",
      "American American British British American British American American American American American                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " Japanese German American Swedish American                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "French French French French French French Polish French French French Spanish French French                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "French  Swiss                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "Austrian French Irish British Italian Mexican                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " German German German German German German                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Polish French Italian Japanese Dutch Argentine German Mexican Austrian Russian Mexican Italian Italian Italian Italian French Polish Italian Austrian Chilean                                                                                                                                                                                                                                                                             0.000007\n",
      " Ukrainian Ukrainian Russian  Russian                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "French French French French French French French French Japanese French French French French French French French American French French French                                                                                                                                                                                                                                                                                           0.000007\n",
      " American German American American American American  American  American American American Japanese American American American American American American American American Swiss American American American American                                                                                                                                                                                                                     0.000007\n",
      "British Nationality unknown Nationality unknown Nationality unknown                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      " French French American French Spanish French French French French Spanish French                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      " Italian                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American American American American American American American American American American                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Argentine                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American French American French Nationality unknown French French French Italian French Swiss French                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "Danish Danish British British                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "American American American Albanian German                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      " American American Brazilian French                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "French Nationality unknown French Nationality unknown French                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "French Spanish Swiss French French Swiss French French French French French French French Swiss Japanese French French French French Austrian French French French French French                                                                                                                                                                                                                                                          0.000007\n",
      "American American American American Argentine                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "British British British British British  British British British British British British British British American British British British British British                                                                                                                                                                                                                                                                                 0.000007\n",
      " Latvian Russian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " American American American American American American American American French American American American American                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Belgian American American American American American British American American American British American American American American American American American American American                                                                                                                                                                                                                                                          0.000007\n",
      " Canadian Canadian Canadian                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "German American British                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American Swiss American Nationality unknown French Nationality unknown American Nationality unknown  American American                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "Swiss British Portuguese French German                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American American   American                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "British British British German                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Belgian American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American American American German German                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "American Russian German American American                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "French Nationality unknown French Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Brazilian Chilean Chilean                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "German  German German                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American American                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Brazilian American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "British Australian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Italian Japanese                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Albanian Albanian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "New Zealander American American                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "German German German German German                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " Japanese American Nationality unknown French American  Japanese American American American Japanese Austrian American American American American German Japanese French American American American                                                                                                                                                                                                                                       0.000007\n",
      "Canadian Canadian American                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American Scottish Canadian Swiss                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "British British British British British British British French British British                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Swiss Swiss American                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "  Russian   Ukrainian                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Austrian Czech                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Australian American German British Swiss                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "German German Polish Austrian                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " American American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "French French French French French French American French                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "British American American American American French American American American American American American                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Russian Ukrainian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Georgian   Russian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "American American German British American                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Swiss Romanian American Swiss British                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Argentine Austrian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " German German American American American Thai German American                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Belgian Dutch                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "British Scottish                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " French Italian French French French British French American American French French French French                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Spanish French                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "German German American American German German German                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "American South African Austrian                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American American American American American American American American                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      " French Swiss French Swiss                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American Belgian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Swedish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American American American American American American Italian American American Nationality unknown American American                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " Swiss Argentine American Danish                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "French Spanish Spanish French French                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "German  Romanian                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " German Austrian Swiss  Austrian                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American Spanish                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Russian  Russian  Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Brazilian Argentine                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Italian Italian Italian Italian Italian Italian Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American Polish British Austrian                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " American American French American                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " American American American American                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "Dutch Japanese                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Italian Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Russian Ukrainian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "American Swiss Thai German American                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "American Korean Brazilian German British                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " German German German German German German Hungarian German German Austrian German German German German German German German                                                                                                                                                                                                                                                                                                              0.000007\n",
      "German German Argentine                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "American  German                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Azerbaijani                                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "Welsh American                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "German Australian                                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Nationality unknown French German Nationality unknown                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Italian Swiss American American                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "Nationality unknown British                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      " American American American                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "American American German Japanese American American American Italian American American                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "British  British                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Spanish Polish                                                                                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Brazilian Cuban Cuban                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Dutch Dutch Dutch Dutch Dutch Dutch                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "American American American American American American                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Russian Russian Russian Russian Russian                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Peruvian Colombian                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "New Zealander New Zealander New Zealander New Zealander New Zealander New Zealander New Zealander                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "Argentine Argentine Argentine Argentine  Argentine Argentine                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Afghan                                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "  American   American American  American  American                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      " American American American American American American American American American American American American American British American American American American American American                                                                                                                                                                                                                                                       0.000007\n",
      "French Hungarian American                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "Swiss American Japanese British Swiss                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "Swiss Serbian                                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      " German American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American American American American American German American                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "  American                                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "Icelandic French French  Icelandic American American  American American   British American American                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "Swiss Italian German                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "Italian Italian Italian Italian Italian                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "German German German German German German                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American German American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "     Russian                                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      " German                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Chinese American                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Dutch Dutch Belgian French German American American American American Japanese                                                                                                                                                                                                                                                                                                                                                            0.000007\n",
      "Italian Dutch American                                                                                                                                                                                                                                                                                                                                                                                                                    0.000007\n",
      "American Italian British                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " American    French  Swiss                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      " Spanish                                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "Vietnamese                                                                                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "American German American                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      " American American  American                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Russian Russian    Russian   Russian                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      "German American British Swiss                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "              American       American                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      " American American                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Tanzanian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "American  American  American                                                                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Colombian                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      " American British American American American Lebanese Thai Danish American                                                                                                                                                                                                                                                                                                                                                                0.000007\n",
      "British Austrian British                                                                                                                                                                                                                                                                                                                                                                                                                  0.000007\n",
      "French Swiss American American American                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Danish German American American French American Spanish American Czech American Italian American American French German American American American                                                                                                                                                                                                                                                                                        0.000007\n",
      "   French   British French Belgian Polish French                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "American Austrian Swiss                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "German German German Austrian                                                                                                                                                                                                                                                                                                                                                                                                             0.000007\n",
      "American Austrian American Swiss                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      " Danish Japanese American American French American American   American American Japanese Japanese American Swiss French American American Japanese French American                                                                                                                                                                                                                                                                        0.000007\n",
      "Finnish Swedish                                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      "American Dutch Dutch American Dutch American American Iranian Spanish American American                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "German German German German                                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "American British American American American American Argentine American American American                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "British American American American American                                                                                                                                                                                                                                                                                                                                                                                               0.000007\n",
      "German German German                                                                                                                                                                                                                                                                                                                                                                                                                      0.000007\n",
      " American Japanese                                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "French Canadian American American                                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "German  Czech German German German                                                                                                                                                                                                                                                                                                                                                                                                        0.000007\n",
      "Italian American  French French                                                                                                                                                                                                                                                                                                                                                                                                           0.000007\n",
      " British British                                                                                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "Norwegian Norwegian Norwegian Norwegian Norwegian                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n",
      "  British                                                                                                                                                                                                                                                                                                                                                                                                                                 0.000007\n",
      "French German French French French Swiss British French Cuban French Spanish                                                                                                                                                                                                                                                                                                                                                              0.000007\n",
      "Finnish                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Persian                                                                                                                                                                                                                                                                                                                                                                                                                                   0.000007\n",
      "Swiss French French                                                                                                                                                                                                                                                                                                                                                                                                                       0.000007\n",
      "German German  German                                                                                                                                                                                                                                                                                                                                                                                                                     0.000007\n",
      "American American American American American American American American American                                                                                                                                                                                                                                                                                                                                                          0.000007\n",
      "German German German British German German German                                                                                                                                                                                                                                                                                                                                                                                         0.000007\n"
     ]
    }
   ],
   "source": [
    "originBalance = df[\"Nationality\"].value_counts(normalize=True)\n",
    "print(originBalance.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(creation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1967</td>\n",
       "      <td>0.020910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1966</td>\n",
       "      <td>0.020295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1971</td>\n",
       "      <td>0.019789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>197</td>\n",
       "      <td>0.018861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1968</td>\n",
       "      <td>0.018786</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  percentage\n",
       "0  1967    0.020910\n",
       "1  1966    0.020295\n",
       "2  1971    0.019789\n",
       "3   197    0.018861\n",
       "4  1968    0.018786"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfCreated = pd.DataFrame({'year':creation.index, 'percentage':creation.values})\n",
    "dfCreated['year']= dfCreated['year'].astype(str)\n",
    "dfCreated.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = dfCreated[:20].percentage.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 5))\n",
    "#plot only top 20\n",
    "dfCreated[:20].plot.bar(x='year',\n",
    "                      y='percentage',\n",
    "                      ax=ax,\n",
    "                      color=np.where(dfCreated['percentage'] < mean, 'orange', 'skyblue'))\n",
    "ax.set_title(\"Creation Dates\")\n",
    "ax.get_legend().remove()\n",
    "plt.tight_layout()\n",
    "plt.savefig('CreationDates.png', dpi=1000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}