{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "\n",
    "<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
    "___\n",
    "<center><em>Copyright by Pierian Data Inc.</em></center>\n",
    "<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Matrix Plots\n",
    "\n",
    "**NOTE: Make sure to watch the video lecture, not all datasets are well suited for a heatmap or clustermap.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Data\n",
    "\n",
    "World Population Prospects publishes United Nations population estimates for all world countries and every year from 1950 to 2020, as well as projections for different scenarios (low, middle and high variants) from 2020 to 2100. The figures presented here correspond to middle variant projections for the given year.\n",
    "\n",
    "https://www.ined.fr/en/everything_about_population/data/all-countries/?lst_continent=900&lst_pays=926\n",
    "\n",
    "Source : Estimates for the current year based on data from the World Population Prospects. United Nations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2020 Projections\n",
    "df = pd.read_csv('country_table.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Countries</th>\n",
       "      <th>Birth rate</th>\n",
       "      <th>Mortality rate</th>\n",
       "      <th>Life expectancy</th>\n",
       "      <th>Infant mortality rate</th>\n",
       "      <th>Growth rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AFRICA</td>\n",
       "      <td>32.577</td>\n",
       "      <td>7.837</td>\n",
       "      <td>63.472</td>\n",
       "      <td>44.215</td>\n",
       "      <td>24.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ASIA</td>\n",
       "      <td>15.796</td>\n",
       "      <td>7.030</td>\n",
       "      <td>73.787</td>\n",
       "      <td>23.185</td>\n",
       "      <td>8.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>EUROPE</td>\n",
       "      <td>10.118</td>\n",
       "      <td>11.163</td>\n",
       "      <td>78.740</td>\n",
       "      <td>3.750</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LATIN AMERICA AND THE CARIBBEAN</td>\n",
       "      <td>15.886</td>\n",
       "      <td>6.444</td>\n",
       "      <td>75.649</td>\n",
       "      <td>14.570</td>\n",
       "      <td>8.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NORTHERN AMERICA</td>\n",
       "      <td>11.780</td>\n",
       "      <td>8.833</td>\n",
       "      <td>79.269</td>\n",
       "      <td>5.563</td>\n",
       "      <td>6.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>OCEANIA</td>\n",
       "      <td>16.235</td>\n",
       "      <td>6.788</td>\n",
       "      <td>78.880</td>\n",
       "      <td>16.939</td>\n",
       "      <td>12.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WORLD</td>\n",
       "      <td>17.963</td>\n",
       "      <td>7.601</td>\n",
       "      <td>72.766</td>\n",
       "      <td>27.492</td>\n",
       "      <td>10.36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Countries  Birth rate  Mortality rate  \\\n",
       "0                           AFRICA      32.577           7.837   \n",
       "1                             ASIA      15.796           7.030   \n",
       "2                           EUROPE      10.118          11.163   \n",
       "3  LATIN AMERICA AND THE CARIBBEAN      15.886           6.444   \n",
       "4                 NORTHERN AMERICA      11.780           8.833   \n",
       "5                          OCEANIA      16.235           6.788   \n",
       "6                            WORLD      17.963           7.601   \n",
       "\n",
       "   Life expectancy  Infant mortality rate  Growth rate  \n",
       "0           63.472                 44.215        24.40  \n",
       "1           73.787                 23.185         8.44  \n",
       "2           78.740                  3.750         0.38  \n",
       "3           75.649                 14.570         8.89  \n",
       "4           79.269                  5.563         6.11  \n",
       "5           78.880                 16.939        12.79  \n",
       "6           72.766                 27.492        10.36  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index('Countries')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Birth rate</th>\n",
       "      <th>Mortality rate</th>\n",
       "      <th>Life expectancy</th>\n",
       "      <th>Infant mortality rate</th>\n",
       "      <th>Growth rate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Countries</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AFRICA</th>\n",
       "      <td>32.577</td>\n",
       "      <td>7.837</td>\n",
       "      <td>63.472</td>\n",
       "      <td>44.215</td>\n",
       "      <td>24.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASIA</th>\n",
       "      <td>15.796</td>\n",
       "      <td>7.030</td>\n",
       "      <td>73.787</td>\n",
       "      <td>23.185</td>\n",
       "      <td>8.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUROPE</th>\n",
       "      <td>10.118</td>\n",
       "      <td>11.163</td>\n",
       "      <td>78.740</td>\n",
       "      <td>3.750</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LATIN AMERICA AND THE CARIBBEAN</th>\n",
       "      <td>15.886</td>\n",
       "      <td>6.444</td>\n",
       "      <td>75.649</td>\n",
       "      <td>14.570</td>\n",
       "      <td>8.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NORTHERN AMERICA</th>\n",
       "      <td>11.780</td>\n",
       "      <td>8.833</td>\n",
       "      <td>79.269</td>\n",
       "      <td>5.563</td>\n",
       "      <td>6.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OCEANIA</th>\n",
       "      <td>16.235</td>\n",
       "      <td>6.788</td>\n",
       "      <td>78.880</td>\n",
       "      <td>16.939</td>\n",
       "      <td>12.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WORLD</th>\n",
       "      <td>17.963</td>\n",
       "      <td>7.601</td>\n",
       "      <td>72.766</td>\n",
       "      <td>27.492</td>\n",
       "      <td>10.36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Birth rate  Mortality rate  Life expectancy  \\\n",
       "Countries                                                                      \n",
       "AFRICA                               32.577           7.837           63.472   \n",
       "ASIA                                 15.796           7.030           73.787   \n",
       "EUROPE                               10.118          11.163           78.740   \n",
       "LATIN AMERICA AND THE CARIBBEAN      15.886           6.444           75.649   \n",
       "NORTHERN AMERICA                     11.780           8.833           79.269   \n",
       "OCEANIA                              16.235           6.788           78.880   \n",
       "WORLD                                17.963           7.601           72.766   \n",
       "\n",
       "                                 Infant mortality rate  Growth rate  \n",
       "Countries                                                            \n",
       "AFRICA                                          44.215        24.40  \n",
       "ASIA                                            23.185         8.44  \n",
       "EUROPE                                           3.750         0.38  \n",
       "LATIN AMERICA AND THE CARIBBEAN                 14.570         8.89  \n",
       "NORTHERN AMERICA                                 5.563         6.11  \n",
       "OCEANIA                                         16.939        12.79  \n",
       "WORLD                                           27.492        10.36  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Countries'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clearly shows life expectancy in different units\n",
    "sns.heatmap(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "rates = df.drop('Life expectancy',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Countries'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(rates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Countries'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(rates,linewidth=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Countries'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(rates,linewidth=0.5,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Countries'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note how its not palette here\n",
    "sns.heatmap(rates,linewidth=0.5,annot=True,cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Countries'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set colorbar based on value from dataset\n",
    "sns.heatmap(rates,linewidth=0.5,annot=True,cmap='viridis',center=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Countries'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set colorbar based on value from dataset\n",
    "sns.heatmap(rates,linewidth=0.5,annot=True,cmap='viridis',center=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustermap\n",
    "\n",
    "Plot a matrix dataset as a hierarchically-clustered heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x158e27976c8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(rates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x158e235c9c8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(rates,col_cluster=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x158e2ffc848>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(rates,col_cluster=False,figsize=(12,8),cbar_pos=(-0.1, .2, .03, .4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "rates.index.set_names('',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>Birth rate</th>\n",
       "      <th>Mortality rate</th>\n",
       "      <th>Infant mortality rate</th>\n",
       "      <th>Growth rate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AFRICA</th>\n",
       "      <td>32.577</td>\n",
       "      <td>7.837</td>\n",
       "      <td>44.215</td>\n",
       "      <td>24.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASIA</th>\n",
       "      <td>15.796</td>\n",
       "      <td>7.030</td>\n",
       "      <td>23.185</td>\n",
       "      <td>8.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EUROPE</th>\n",
       "      <td>10.118</td>\n",
       "      <td>11.163</td>\n",
       "      <td>3.750</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LATIN AMERICA AND THE CARIBBEAN</th>\n",
       "      <td>15.886</td>\n",
       "      <td>6.444</td>\n",
       "      <td>14.570</td>\n",
       "      <td>8.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NORTHERN AMERICA</th>\n",
       "      <td>11.780</td>\n",
       "      <td>8.833</td>\n",
       "      <td>5.563</td>\n",
       "      <td>6.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OCEANIA</th>\n",
       "      <td>16.235</td>\n",
       "      <td>6.788</td>\n",
       "      <td>16.939</td>\n",
       "      <td>12.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WORLD</th>\n",
       "      <td>17.963</td>\n",
       "      <td>7.601</td>\n",
       "      <td>27.492</td>\n",
       "      <td>10.36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Birth rate  Mortality rate  \\\n",
       "                                                              \n",
       "AFRICA                               32.577           7.837   \n",
       "ASIA                                 15.796           7.030   \n",
       "EUROPE                               10.118          11.163   \n",
       "LATIN AMERICA AND THE CARIBBEAN      15.886           6.444   \n",
       "NORTHERN AMERICA                     11.780           8.833   \n",
       "OCEANIA                              16.235           6.788   \n",
       "WORLD                                17.963           7.601   \n",
       "\n",
       "                                 Infant mortality rate  Growth rate  \n",
       "                                                                     \n",
       "AFRICA                                          44.215        24.40  \n",
       "ASIA                                            23.185         8.44  \n",
       "EUROPE                                           3.750         0.38  \n",
       "LATIN AMERICA AND THE CARIBBEAN                 14.570         8.89  \n",
       "NORTHERN AMERICA                                 5.563         6.11  \n",
       "OCEANIA                                         16.939        12.79  \n",
       "WORLD                                           27.492        10.36  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x158e354b508>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Recall you can always edit the DF before seaborn\n",
    "sns.clustermap(rates,col_cluster=False,figsize=(12,8),cbar_pos=(-0.1, .2, .03, .4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "----"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}