{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6b62b6fd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:36:08.253151Z",
     "iopub.status.busy": "2024-04-17T07:36:08.253049Z",
     "iopub.status.idle": "2024-04-17T07:36:08.567018Z",
     "shell.execute_reply": "2024-04-17T07:36:08.566779Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from lets_plot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "29cafaa2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:36:08.568539Z",
     "iopub.status.busy": "2024-04-17T07:36:08.568388Z",
     "iopub.status.idle": "2024-04-17T07:36:08.570443Z",
     "shell.execute_reply": "2024-04-17T07:36:08.570268Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"yDLViS\"></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@v4.3.1/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(\"yDLViS\").appendChild(div);\n",
       "                    };\n",
       "                    var e = document.getElementById(\"yDLViS\");\n",
       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9d0f002d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:36:08.571502Z",
     "iopub.status.busy": "2024-04-17T07:36:08.571376Z",
     "iopub.status.idle": "2024-04-17T07:36:08.872903Z",
     "shell.execute_reply": "2024-04-17T07:36:08.872701Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(234, 12)\n"
     ]
    },
    {
     "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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 manufacturer model  displ  year  cyl       trans drv  cty  hwy  \\\n",
       "0           1         audi    a4    1.8  1999    4    auto(l5)   f   18   29   \n",
       "1           2         audi    a4    1.8  1999    4  manual(m5)   f   21   29   \n",
       "2           3         audi    a4    2.0  2008    4  manual(m6)   f   20   31   \n",
       "3           4         audi    a4    2.0  2008    4    auto(av)   f   21   30   \n",
       "4           5         audi    a4    2.8  1999    6    auto(l5)   f   16   26   \n",
       "\n",
       "  fl    class  \n",
       "0  p  compact  \n",
       "1  p  compact  \n",
       "2  p  compact  \n",
       "3  p  compact  \n",
       "4  p  compact  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8ee71092",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:36:08.873960Z",
     "iopub.status.busy": "2024-04-17T07:36:08.873877Z",
     "iopub.status.idle": "2024-04-17T07:36:08.901911Z",
     "shell.execute_reply": "2024-04-17T07:36:08.901544Z"
    }
   },
   "outputs": [],
   "source": [
    "p = ggplot(df, aes(\"cty\", \"hwy\", color=\"drv\")) + geom_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a303ee75",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:36:08.903119Z",
     "iopub.status.busy": "2024-04-17T07:36:08.903032Z",
     "iopub.status.idle": "2024-04-17T07:36:08.922282Z",
     "shell.execute_reply": "2024-04-17T07:36:08.922097Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"OZNqPU\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"kind\":\"subplots\",\n",
       "\"layout\":{\n",
       "\"ncol\":3.0,\n",
       "\"nrow\":3.0,\n",
       "\"name\":\"grid\"\n",
       "},\n",
       "\"figures\":[{\n",
       "\"data\":{\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"cty\",\n",
       "\"y\":\"hwy\",\n",
       "\"color\":\"drv\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"theme_minimal2() - the default\"\n",
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       "\"scales\":[],\n",
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       "\"metainfo_list\":[]\n",
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       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
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       "           var plotContainer = document.getElementById(\"OZNqPU\");\n",
       "           window.letsPlotCall(function() {{\n",
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      "text/plain": [
       "<lets_plot.plot.subplots.SupPlotsSpec at 0x7c294e192980>"
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     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gggrid([\n",
    "    p + ggtitle(\"theme_minimal2() - the default\"),\n",
    "    p + theme_void() + ggtitle(\"theme_void()\"),\n",
    "    p + theme_grey() + ggtitle(\"theme_grey()\"),\n",
    "    p + theme_bw() + ggtitle(\"theme_bw()\"),\n",
    "    p + theme_light() + ggtitle(\"theme_light()\"),\n",
    "    p + theme_classic() + ggtitle(\"theme_classic()\"),\n",
    "    p + theme_minimal() + ggtitle(\"theme_minimal()\"),\n",
    "], ncol=3)"
   ]
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  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d58ccbd4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:36:08.923323Z",
     "iopub.status.busy": "2024-04-17T07:36:08.923238Z",
     "iopub.status.idle": "2024-04-17T07:36:08.924620Z",
     "shell.execute_reply": "2024-04-17T07:36:08.924443Z"
    }
   },
   "outputs": [],
   "source": [
    "pf = p + facet_grid(x=\"drv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "00e0c9d9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:36:08.925664Z",
     "iopub.status.busy": "2024-04-17T07:36:08.925523Z",
     "iopub.status.idle": "2024-04-17T07:36:08.944452Z",
     "shell.execute_reply": "2024-04-17T07:36:08.944259Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"6oAsnO\"></div>\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"cty\",\n",
       "\"y\":\"hwy\",\n",
       "\"color\":\"drv\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"facet\":{\n",
       "\"name\":\"grid\",\n",
       "\"x\":\"drv\",\n",
       "\"x_order\":1.0,\n",
       "\"y_order\":1.0\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"minimal\"\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"theme_minimal()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"6oAsnO\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.subplots.SupPlotsSpec at 0x7c294e192b90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gggrid([\n",
    "    pf + ggtitle(\"theme_minimal2() - the default\"),\n",
    "    pf + theme_void() + ggtitle(\"theme_void()\"),\n",
    "    pf + theme_grey() + ggtitle(\"theme_grey()\"),\n",
    "    pf + theme_bw() + ggtitle(\"theme_bw()\"),\n",
    "    pf + theme_light() + ggtitle(\"theme_light()\"),\n",
    "    pf + theme_classic() + ggtitle(\"theme_classic()\"),\n",
    "    pf + theme_minimal() + ggtitle(\"theme_minimal()\"),\n",
    "], ncol=1)"
   ]
  }
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