Lesson02/Exercise18.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating and exploring a heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "flights_df = sns.load_dataset('flights')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "df_pivoted = flights_df.pivot(\"month\", \"year\", \"passengers\")\n",
    "ax = sns.heatmap(df_pivoted)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering a heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "ax = sns.clustermap(df_pivoted, col_cluster=False, row_cluster=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distance metric on heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "# equivalent to ax = sns.clustermap(df_pivoted, row_cluster=False, metric='euclidean')\n",
    "ax = sns.clustermap(df_pivoted, col_cluster=False) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "# change distance metric to correlation\n",
    "ax = sns.clustermap(df_pivoted, row_cluster=False, metric='correlation')\n"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}