{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e8d8eaf2",
   "metadata": {},
   "source": [
    "# A post-punk chart remake\n",
    "\n",
    "Original: https://blog.datawrapper.de/weekly-ridgeline-plot/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "29a1a1d1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-05T13:55:32.615114Z",
     "iopub.status.busy": "2025-11-05T13:55:32.614997Z",
     "iopub.status.idle": "2025-11-05T13:55:32.618307Z",
     "shell.execute_reply": "2025-11-05T13:55:32.618061Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from lets_plot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "081d0161",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-05T13:55:32.619197Z",
     "iopub.status.busy": "2025-11-05T13:55:32.619131Z",
     "iopub.status.idle": "2025-11-05T13:55:32.621000Z",
     "shell.execute_reply": "2025-11-05T13:55:32.620774Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"eNnAie\"></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@v4.8.0/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(\"eNnAie\").appendChild(div);\n",
       "                    };\n",
       "                    var e = document.getElementById(\"eNnAie\");\n",
       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "037078d1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-05T13:55:32.621733Z",
     "iopub.status.busy": "2025-11-05T13:55:32.621668Z",
     "iopub.status.idle": "2025-11-05T13:55:32.623391Z",
     "shell.execute_reply": "2025-11-05T13:55:32.623151Z"
    }
   },
   "outputs": [],
   "source": [
    "def dataset_array_to_dataframe(dataset_array):\n",
    "    df = pd.DataFrame.from_records([\n",
    "        (j, i, a)\n",
    "        for i, r in enumerate(dataset_array)\n",
    "        for j, a in enumerate(r)\n",
    "    ], columns=[\"x\", \"y\", \"h\"])\n",
    "    df.h = df.h + abs(df.h.min())\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "57c086aa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-05T13:55:32.624075Z",
     "iopub.status.busy": "2025-11-05T13:55:32.624006Z",
     "iopub.status.idle": "2025-11-05T13:55:33.050836Z",
     "shell.execute_reply": "2025-11-05T13:55:33.050500Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(24000, 3)\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>x</th>\n",
       "      <th>y</th>\n",
       "      <th>h</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   x  y     h\n",
       "0  0  0  5.24\n",
       "1  1  0  5.14\n",
       "2  2  0  4.96\n",
       "3  3  0  5.05\n",
       "4  4  0  5.46"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data_array = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/pulsar.csv\", header=None).to_numpy()\n",
    "df = dataset_array_to_dataframe(raw_data_array)\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "195a3d40",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-05T13:55:33.052183Z",
     "iopub.status.busy": "2025-11-05T13:55:33.052112Z",
     "iopub.status.idle": "2025-11-05T13:55:33.169505Z",
     "shell.execute_reply": "2025-11-05T13:55:33.169115Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"salpcK\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
       "   (function() {\n",
       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
       "           width_mode: 'FIXED',\n",
       "           height_mode: 'SCALED',\n",
       "           width: parseFloat(preferredWidth)\n",
       "       };\n",
       "   }\n",
       "   \n",
       "   const containerDiv = document.getElementById(\"salpcK\");\n",
       "   let fig = null;\n",
       "   \n",
       "   function renderPlot() {\n",
       "       if (fig === null) {\n",
       "           const plotSpec = {\n",
       "\"data\":{\n",
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       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"x\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"y\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"h\"\n",
       "}]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":600.0\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"minimal\",\n",
       "\"axis\":\"blank\",\n",
       "\"panel_grid\":\"blank\",\n",
       "\"flavor\":\"high_contrast_dark\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"y\",\n",
       "\"trans\":\"reverse\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"area_ridges\",\n",
       "\"stat\":\"identity\",\n",
       "\"mapping\":{\n",
       "\"x\":\"x\",\n",
       "\"y\":\"y\",\n",
       "\"height\":\"h\"\n",
       "},\n",
       "\"sampling\":{\n",
       "\"name\":\"pick\",\n",
       "\"n\":24000.0\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"scale\":0.25,\n",
       "\"color\":\"white\",\n",
       "\"fill\":\"black\",\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"1\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x71880dce99c0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(df) + \\\n",
    "    geom_area_ridges(aes(\"x\", \"y\", height=\"h\"), \\\n",
    "                     stat='identity', scale=.25, \\\n",
    "                     color=\"white\", fill=\"black\",\n",
    "                     sampling=sampling_pick(df.shape[0])) + \\\n",
    "    scale_y_continuous(trans='reverse') + \\\n",
    "    ggsize(600, 600) + \\\n",
    "    theme_minimal() + theme(axis='blank', panel_grid='blank') + \\\n",
    "    flavor_high_contrast_dark()"
   ]
  }
 ],
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