{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "unique-colonial",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"I2j1Qt\"></div>\n",
       "            <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "                if(!window.letsPlotCallQueue) {\n",
       "                    window.letsPlotCallQueue = [];\n",
       "                }; \n",
       "                window.letsPlotCall = function(f) {\n",
       "                    window.letsPlotCallQueue.push(f);\n",
       "                };\n",
       "                (function() {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    script.type = \"text/javascript\";\n",
       "                    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v2.5.0rc1/js-package/distr/lets-plot.min.js\";\n",
       "                    script.onload = function() {\n",
       "                        window.letsPlotCall = function(f) {f();};\n",
       "                        window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "                        window.letsPlotCallQueue = [];\n",
       "                        \n",
       "                    };\n",
       "                    script.onerror = function(event) {\n",
       "                        window.letsPlotCall = function(f) {};    // noop\n",
       "                        window.letsPlotCallQueue = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading Lets-Plot JS';\n",
       "                        document.getElementById(\"I2j1Qt\").appendChild(div);\n",
       "                    };\n",
       "                    var e = document.getElementById(\"I2j1Qt\");\n",
       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from lets_plot import *\n",
    "\n",
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "silent-production",
   "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>Unnamed: 0</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>displ</th>\n",
       "      <th>year</th>\n",
       "      <th>cyl</th>\n",
       "      <th>trans</th>\n",
       "      <th>drv</th>\n",
       "      <th>cty</th>\n",
       "      <th>hwy</th>\n",
       "      <th>fl</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m5)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(av)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>230</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>passat</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(s6)</td>\n",
       "      <td>f</td>\n",
       "      <td>19</td>\n",
       "      <td>28</td>\n",
       "      <td>p</td>\n",
       "      <td>midsize</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>231</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>passat</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>midsize</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>232</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>passat</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>midsize</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>233</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>passat</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>manual(m5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>midsize</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>234</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>passat</td>\n",
       "      <td>3.6</td>\n",
       "      <td>2008</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(s6)</td>\n",
       "      <td>f</td>\n",
       "      <td>17</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>midsize</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>234 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 manufacturer   model  displ  year  cyl       trans drv  cty  \\\n",
       "0             1         audi      a4    1.8  1999    4    auto(l5)   f   18   \n",
       "1             2         audi      a4    1.8  1999    4  manual(m5)   f   21   \n",
       "2             3         audi      a4    2.0  2008    4  manual(m6)   f   20   \n",
       "3             4         audi      a4    2.0  2008    4    auto(av)   f   21   \n",
       "4             5         audi      a4    2.8  1999    6    auto(l5)   f   16   \n",
       "..          ...          ...     ...    ...   ...  ...         ...  ..  ...   \n",
       "229         230   volkswagen  passat    2.0  2008    4    auto(s6)   f   19   \n",
       "230         231   volkswagen  passat    2.0  2008    4  manual(m6)   f   21   \n",
       "231         232   volkswagen  passat    2.8  1999    6    auto(l5)   f   16   \n",
       "232         233   volkswagen  passat    2.8  1999    6  manual(m5)   f   18   \n",
       "233         234   volkswagen  passat    3.6  2008    6    auto(s6)   f   17   \n",
       "\n",
       "     hwy fl    class  \n",
       "0     29  p  compact  \n",
       "1     29  p  compact  \n",
       "2     31  p  compact  \n",
       "3     30  p  compact  \n",
       "4     26  p  compact  \n",
       "..   ... ..      ...  \n",
       "229   28  p  midsize  \n",
       "230   29  p  midsize  \n",
       "231   26  p  midsize  \n",
       "232   26  p  midsize  \n",
       "233   26  p  midsize  \n",
       "\n",
       "[234 rows x 12 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpg_df = pd.read_csv (\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/mpg.csv\")\n",
    "mpg_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "varied-seventh",
   "metadata": {},
   "outputs": [],
   "source": [
    "p = ggplot(mpg_df, aes(\"cty\",\"hwy\", color='drv')) + \\\n",
    "    geom_point(tooltips=layer_tooltips().line('@manufacturer @model'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fewer-montreal",
   "metadata": {},
   "outputs": [],
   "source": [
    "p2 = p + facet_grid(y=\"drv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "theoretical-missile",
   "metadata": {},
   "outputs": [],
   "source": [
    "w, h = 600, 400\n",
    "\n",
    "def themeWithFlavor(plot, theme, title):\n",
    "    bunch = GGBunch()\n",
    "    bunch.add_plot(plot + theme + ggtitle(title), 0, 0, w, h) \n",
    "    bunch.add_plot(plot + theme + flavor_darcula()+ ggtitle(\"darcula\"), w, 0, w, h) \n",
    "    bunch.add_plot(plot + theme + flavor_solarized_light()+ ggtitle(\"solarized_light\"), 0, h, w, h) \n",
    "    bunch.add_plot(plot + theme + flavor_solarized_dark()+ ggtitle(\"solarized_dark\"), w, h, w, h) \n",
    "    bunch.add_plot(plot + theme + flavor_high_contrast_light()+ ggtitle(\"high_contrast_light\"), 0, h*2, w, h) \n",
    "    bunch.add_plot(plot + theme + flavor_high_contrast_dark()+ ggtitle(\"high_contrast_dark\"), w, h*2, w, h) \n",
    "    bunch.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "former-darkness",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"kAfFSm\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"kind\":\"ggbunch\",\n",
       "\"items\":[{\n",
       "\"x\":0,\n",
       "\"y\":0,\n",
       "\"width\":600,\n",
       "\"height\":400,\n",
       "\"feature_spec\":{\n",
       "\"data\":{\n",
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  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "decreased-utilization",
   "metadata": {},
   "outputs": [
    {
     "data": {
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  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "developing-major",
   "metadata": {},
   "outputs": [
    {
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      "text/html": [
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       "           var plotContainer = document.getElementById(\"WnFTZF\");\n",
       "           window.letsPlotCall(function() {{\n",
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  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "widespread-robin",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"NUP8Eo\"></div>\n",
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       "           var plotContainer = document.getElementById(\"NUP8Eo\");\n",
       "           window.letsPlotCall(function() {{\n",
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   "source": [
    "themeWithFlavor(p2, theme_minimal(), \"minimal + facet_grid\")"
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  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "configured-viking",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "           var plotContainer = document.getElementById(\"kqBGcB\");\n",
       "           window.letsPlotCall(function() {{\n",
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  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "indian-custom",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"flavor\":\"high_contrast_dark\"\n",
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       "\"text\":\"high_contrast_dark\"\n",
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       "           var plotContainer = document.getElementById(\"pr4MsH\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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     "metadata": {},
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    }
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   "source": [
    "themeWithFlavor(p2, theme_classic(), \"classic + facet_grid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "revolutionary-aquatic",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "soviet-creation",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "           var plotContainer = document.getElementById(\"zIysMk\");\n",
       "           window.letsPlotCall(function() {{\n",
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    "themeWithFlavor(p2, theme_light(), \"light + facet_grid\")"
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  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "blocked-packaging",
   "metadata": {},
   "outputs": [
    {
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      "text/html": [
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  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "stretch-uzbekistan",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "           var plotContainer = document.getElementById(\"T6yrCC\");\n",
       "           window.letsPlotCall(function() {{\n",
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    "themeWithFlavor(p2, theme_grey(), \"grey + facet_grid\")"
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  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "exempt-mercy",
   "metadata": {},
   "outputs": [
    {
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  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "affiliated-gathering",
   "metadata": {},
   "outputs": [
    {
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  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "three-facing",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\"theme\":{\n",
       "\"name\":\"bw\",\n",
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       "\"ggtitle\":{\n",
       "\"text\":\"high_contrast_dark\"\n",
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       "           var plotContainer = document.getElementById(\"yqwjJ0\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
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    "themeWithFlavor(p, theme_bw(), \"bw\")"
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  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "helpful-tower",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"wUgnYt\"></div>\n",
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       "\"kind\":\"ggbunch\",\n",
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       "\"width\":600,\n",
       "\"height\":400,\n",
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