XYZ.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/html": [
       "<b>ABC</b>"
      ],
      "text/plain": [
       "PLAIN"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MIME(\n",
    "    \"image/png\" to 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\",\n",
    "    \"text/html\" to \"<b>ABC</b>\",\n",
    "    \"text/plain\" to \"PLAIN\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"kandyLetsPlot\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"kandyLetsPlot\"] = resQueue;\n",
       "                window[\"call_kandyLetsPlot\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v3.1.0/js-package/distr/lets-plot.min.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_kandyLetsPlot\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"kandyLetsPlot\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"kandyLetsPlot\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_kandyLetsPlot\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"kandyLetsPlot\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource kandyLetsPlot';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%use kandy(0.4.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "data": {
         "x": [
          1,
          2,
          3
         ],
         "y": [
          1,
          2,
          3
         ]
        },
        "kind": "plot",
        "layers": [
         {
          "geom": "bar",
          "mapping": {
           "x": "x",
           "y": "y"
          },
          "position": "dodge",
          "sampling": "none",
          "stat": "identity"
         }
        ],
        "mapping": {},
        "scales": [
         {
          "aesthetic": "x",
          "limits": [
           null,
           null
          ]
         },
         {
          "aesthetic": "y",
          "limits": [
           null,
           null
          ]
         }
        ]
       },
       "output_type": "lets_plot_spec",
       "swing_enabled": true
      },
      "text/html": [
       "            <script type=\"text/javascript\" data-lets-plot-script=\"library\" src=\"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v3.1.0/js-package/distr/lets-plot.min.js\"></script>    \n",
       "               <div id=\"e192v1\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"x\":[1.0,2.0,3.0],\n",
       "\"y\":[1.0,2.0,3.0]\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"x\",\n",
       "\"limits\":[null,null]\n",
       "},{\n",
       "\"aesthetic\":\"y\",\n",
       "\"limits\":[null,null]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"x\":\"x\",\n",
       "\"y\":\"y\"\n",
       "},\n",
       "\"stat\":\"identity\",\n",
       "\"sampling\":\"none\",\n",
       "\"position\":\"dodge\",\n",
       "\"geom\":\"bar\",\n",
       "\"data\":{\n",
       "}\n",
       "}]\n",
       "};\n",
       "       var plotContainer = document.getElementById(\"e192v1\");\n",
       "       LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "   </script>    \n",
       "<img id=\"832bf47b-34de-4ea6-be1d-e8c7b7879a55\" 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       "<script>document.getElementById(\"832bf47b-34de-4ea6-be1d-e8c7b7879a55\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot {\n",
    "    bars {\n",
    "        x(listOf(1, 2, 3))\n",
    "        y(listOf(1, 2, 3))\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Kotlin",
   "language": "kotlin",
   "name": "kotlin"
  },
  "language_info": {
   "codemirror_mode": "text/x-kotlin",
   "file_extension": ".kt",
   "mimetype": "text/x-kotlin",
   "name": "kotlin",
   "nbconvert_exporter": "",
   "pygments_lexer": "kotlin",
   "version": "1.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}