examples/notebooks/wine/WineNetWIthKotlinDL.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict wine quality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the latest versions of DataFrame and KotlinDL libraries from [version repository](https://github.com/Kotlin/kotlin-jupyter-libraries)."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "pycharm": {
     "is_executing": true
    },
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:20.027520Z",
     "start_time": "2025-02-17T11:48:10.327086900Z"
    }
   },
   "source": [
    "%useLatestDescriptors\n",
    "%use dataframe, kotlin-dl"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read the dataframe from CSV and print the first few lines of it"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:21.394773400Z",
     "start_time": "2025-02-17T11:48:20.038520700Z"
    }
   },
   "source": [
    "val rawDf = DataFrame.readCsv(fileOrUrl = \"winequality-red.csv\", delimiter = ';')\n",
    "rawDf.head()"
   ],
   "outputs": [
    {
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       "                    let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n",
       "                    childPos += childSize\n",
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       "                    result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n",
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       "\n",
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       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
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       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
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       "                            link.innerHTML += col.name\n",
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       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;fixed acidity: Double&bsol;&quot;&gt;fixed acidity&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;11,2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;volatile acidity: Double&bsol;&quot;&gt;volatile acidity&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,70&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,88&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,76&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,28&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,70&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;citric acid: Double&bsol;&quot;&gt;citric acid&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,04&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;residual sugar: Double&bsol;&quot;&gt;residual sugar&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,9&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2,6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2,3&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,9&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,9&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;chlorides: Double&bsol;&quot;&gt;chlorides&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,076&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,098&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,092&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,075&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,076&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;free sulfur dioxide: Double&bsol;&quot;&gt;free sulfur dioxide&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;11,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;25,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;15,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;17,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;11,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;total sulfur dioxide: Double&bsol;&quot;&gt;total sulfur dioxide&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;34,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;67,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;54,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;60,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;34,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;density: Double&bsol;&quot;&gt;density&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,9978&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,9968&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,9970&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,9980&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,9978&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;pH: Double&bsol;&quot;&gt;pH&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3,51&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3,20&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3,26&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3,16&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3,51&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;sulphates: Double&bsol;&quot;&gt;sulphates&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,68&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,65&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,58&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;alcohol: Double&bsol;&quot;&gt;alcohol&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;quality: Int&bsol;&quot;&gt;quality&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "], id: -721420288, rootId: -721420288, totalRows: 5 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-721420288) });\n",
       "\n",
       "\n",
       "        &lt;&sol;script&gt;\n",
       "        &lt;&sol;html&gt;\"></iframe>\n",
       "            <script>\n",
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       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
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       "    --header-text-color: #474747;\n",
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       "    --text-color-medium: #737373;\n",
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       "    --link-color: #296eaa;\n",
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       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
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       "    --text-color: #b3b3b3;\n",
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       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
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       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"static_df_-721420287\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">fixed acidity</th><th class=\"bottomBorder\" style=\"text-align:left\">volatile acidity</th><th class=\"bottomBorder\" style=\"text-align:left\">citric acid</th><th class=\"bottomBorder\" style=\"text-align:left\">residual sugar</th><th class=\"bottomBorder\" style=\"text-align:left\">chlorides</th><th class=\"bottomBorder\" style=\"text-align:left\">free sulfur dioxide</th><th class=\"bottomBorder\" style=\"text-align:left\">total sulfur dioxide</th><th class=\"bottomBorder\" style=\"text-align:left\">density</th><th class=\"bottomBorder\" style=\"text-align:left\">pH</th><th class=\"bottomBorder\" style=\"text-align:left\">sulphates</th><th class=\"bottomBorder\" style=\"text-align:left\">alcohol</th><th class=\"bottomBorder\" style=\"text-align:left\">quality</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">7,400000</td><td  style=\"vertical-align:top\">0,700000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">1,900000</td><td  style=\"vertical-align:top\">0,076000</td><td  style=\"vertical-align:top\">11,000000</td><td  style=\"vertical-align:top\">34,000000</td><td  style=\"vertical-align:top\">0,997800</td><td  style=\"vertical-align:top\">3,510000</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">9,400000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,800000</td><td  style=\"vertical-align:top\">0,880000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">2,600000</td><td  style=\"vertical-align:top\">0,098000</td><td  style=\"vertical-align:top\">25,000000</td><td  style=\"vertical-align:top\">67,000000</td><td  style=\"vertical-align:top\">0,996800</td><td  style=\"vertical-align:top\">3,200000</td><td  style=\"vertical-align:top\">0,680000</td><td  style=\"vertical-align:top\">9,800000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,800000</td><td  style=\"vertical-align:top\">0,760000</td><td  style=\"vertical-align:top\">0,040000</td><td  style=\"vertical-align:top\">2,300000</td><td  style=\"vertical-align:top\">0,092000</td><td  style=\"vertical-align:top\">15,000000</td><td  style=\"vertical-align:top\">54,000000</td><td  style=\"vertical-align:top\">0,997000</td><td  style=\"vertical-align:top\">3,260000</td><td  style=\"vertical-align:top\">0,650000</td><td  style=\"vertical-align:top\">9,800000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">11,200000</td><td  style=\"vertical-align:top\">0,280000</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">1,900000</td><td  style=\"vertical-align:top\">0,075000</td><td  style=\"vertical-align:top\">17,000000</td><td  style=\"vertical-align:top\">60,000000</td><td  style=\"vertical-align:top\">0,998000</td><td  style=\"vertical-align:top\">3,160000</td><td  style=\"vertical-align:top\">0,580000</td><td  style=\"vertical-align:top\">9,800000</td><td  style=\"vertical-align:top\">6</td></tr><tr><td  style=\"vertical-align:top\">7,400000</td><td  style=\"vertical-align:top\">0,700000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">1,900000</td><td  style=\"vertical-align:top\">0,076000</td><td  style=\"vertical-align:top\">11,000000</td><td  style=\"vertical-align:top\">34,000000</td><td  style=\"vertical-align:top\">0,997800</td><td  style=\"vertical-align:top\">3,510000</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">9,400000</td><td  style=\"vertical-align:top\">5</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            document.getElementById(\"static_df_-721420287\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ],
      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"fixed acidity\",\"volatile acidity\",\"citric acid\",\"residual sugar\",\"chlorides\",\"free sulfur dioxide\",\"total sulfur dioxide\",\"density\",\"pH\",\"sulphates\",\"alcohol\",\"quality\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":5,\"ncol\":12},\"kotlin_dataframe\":[{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"residual sugar\":1.9,\"chlorides\":0.076,\"free sulfur dioxide\":11.0,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"pH\":3.51,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.88,\"citric acid\":0.0,\"residual sugar\":2.6,\"chlorides\":0.098,\"free sulfur dioxide\":25.0,\"total sulfur dioxide\":67.0,\"density\":0.9968,\"pH\":3.2,\"sulphates\":0.68,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.76,\"citric acid\":0.04,\"residual sugar\":2.3,\"chlorides\":0.092,\"free sulfur dioxide\":15.0,\"total sulfur dioxide\":54.0,\"density\":0.997,\"pH\":3.26,\"sulphates\":0.65,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":11.2,\"volatile acidity\":0.28,\"citric acid\":0.56,\"residual sugar\":1.9,\"chlorides\":0.075,\"free sulfur dioxide\":17.0,\"total sulfur dioxide\":60.0,\"density\":0.998,\"pH\":3.16,\"sulphates\":0.58,\"alcohol\":9.8,\"quality\":6},{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"residual sugar\":1.9,\"chlorides\":0.076,\"free sulfur dioxide\":11.0,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"pH\":3.51,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5}]}"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "Note: For formatting, the DataFrame needs to be rendered as HTML. This means that when running in Kotlin Notebook, \"Render DataFrame tables natively\" needs to be turned off."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:27.700024600Z",
     "start_time": "2025-02-17T11:48:27.325952500Z"
    }
   },
   "source": [
    "rawDf.corr().format { colsOf<Double>() }.with { \n",
    "    linearBg(value = it, from = -1.0 to red, to = 1.0 to green)\n",
    "}"
   ],
   "outputs": [
    {
     "data": {
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       "    height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n",
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       "body::-webkit-scrollbar-thumb {\n",
       "    background-color: var(--scroll-fg);\n",
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       "body::-webkit-scrollbar-track {\n",
       "    background-color: var(--scroll-bg);\n",
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       "            &lt;&sol;style&gt;\n",
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       "        &lt;body&gt;\n",
       "            &lt;table class=&quot;dataframe&quot; id=&quot;df_-721420284&quot;&gt;&lt;&sol;table&gt;\n",
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       "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 12, columnsCount = 13&lt;&sol;p&gt;\n",
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       "            return result\n",
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       "\n",
       "        this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n",
       "            if (result.length === depth) {\n",
       "                const array = [];\n",
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       "                left = true\n",
       "                right = true\n",
       "            }\n",
       "            result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n",
       "            return size\n",
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       "\n",
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       "\n",
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       "            return this.getTableElement(id).df\n",
       "        }\n",
       "\n",
       "        this.createExpander = function (isExpanded) {\n",
       "            const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n",
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       "            svg.classList.add(&quot;expanderSvg&quot;)\n",
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       "            if (isExpanded) {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n",
       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
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       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
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       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;column: String&bsol;&quot;&gt;column&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;fixed acidity&quot;,&quot;volatile acidity&quot;,&quot;citric acid&quot;,&quot;residual sugar&quot;,&quot;chlorides&quot;,&quot;free sulfur dioxide&quot;,&quot;total sulfur dioxide&quot;,&quot;density&quot;,&quot;pH&quot;,&quot;sulphates&quot;,&quot;alcohol&quot;,&quot;quality&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;fixed acidity: Double&bsol;&quot;&gt;fixed acidity&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#a05e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,256131&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#29d500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,671703&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#708e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,114777&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#738b00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,093705&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#936b00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,153794&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#8d7100&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,113181&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#2ad400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,668047&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#d62800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,682978&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#689600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,183006&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#877700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,061668&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#6f8f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,124052&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;volatile acidity: Double&bsol;&quot;&gt;volatile acidity&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#a05e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,256131&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#c53900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,552496&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7f7f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,001918&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#778700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,061298&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#807e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,010504&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#758900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,076470&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7c8200&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,022026&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#619d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,234937&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#a05e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,260987&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#996500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,202288&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#b14d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,390558&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;citric acid: Double&bsol;&quot;&gt;citric acid&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#29d500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,671703&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#c53900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,552496&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#6d9100&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,143577&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,203823&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#877700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,060978&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7a8400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,035533&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#50ae00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,364947&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#c43a00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,541904&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#57a700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,312770&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#718d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,109903&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#629c00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,226373&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;residual sugar: Double&bsol;&quot;&gt;residual sugar&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#708e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,114777&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7f7f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,001918&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#6d9100&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,143577&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#788600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,055610&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#679700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,187049&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,203028&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#52ac00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,355283&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#8a7400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,085652&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7e8000&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,005527&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7a8400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,042075&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7d8100&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,013732&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;chlorides: Double&bsol;&quot;&gt;chlorides&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#738b00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,093705&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#778700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,061298&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,203823&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#788600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,055610&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7e8000&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,005562&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#798500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,047400&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,200632&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#a15d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,265026&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#50ae00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,371260&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#9b6300&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,221141&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#8f6f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,128907&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;free sulfur dioxide: Double&bsol;&quot;&gt;free sulfur dioxide&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#936b00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,153794&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#807e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,010504&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#877700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,060978&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#679700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,187049&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7e8000&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,005562&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#2ad400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,667666&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#827c00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,021946&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#768800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,070377&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#788600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,051658&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#887600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,069408&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#857900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,050656&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;total sulfur dioxide: Double&bsol;&quot;&gt;total sulfur dioxide&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#8d7100&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,113181&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#758900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,076470&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7a8400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,035533&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,203028&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#798500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,047400&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#2ad400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,667666&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#768800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,071269&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#877700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,066495&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7a8400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,042947&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#996500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,205654&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#976700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,185100&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;density: Double&bsol;&quot;&gt;density&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#2ad400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,668047&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7c8200&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,022026&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#50ae00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,364947&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#52ac00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,355283&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,200632&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#827c00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,021946&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#768800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,071269&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#ab5300&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,341699&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#6c9200&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,148506&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#be4000&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,496180&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#956900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,174919&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;pH: Double&bsol;&quot;&gt;pH&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#d62800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,682978&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#619d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,234937&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#c43a00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,541904&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#8a7400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,085652&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#a15d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,265026&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#768800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,070377&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#877700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,066495&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#ab5300&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,341699&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#986600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,196648&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,205633&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#867800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,057731&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;sulphates: Double&bsol;&quot;&gt;sulphates&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#689600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,183006&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#a05e00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,260987&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#57a700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,312770&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7e8000&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,005527&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#50ae00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,371260&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#788600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,051658&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7a8400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,042947&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#6c9200&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,148506&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#986600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,196648&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#738b00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,093595&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#5f9f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,251397&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;alcohol: Double&bsol;&quot;&gt;alcohol&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#877700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,061668&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#996500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,202288&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#718d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,109903&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7a8400&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,042075&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#9b6300&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,221141&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#887600&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,069408&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#996500&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,205654&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#be4000&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,496180&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#659900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,205633&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#738b00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,093595&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#42bc00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,476166&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;quality: Double&bsol;&quot;&gt;quality&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#6f8f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,124052&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#b14d00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,390558&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#629c00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,226373&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#7d8100&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,013732&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#8f6f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,128907&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#857900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,050656&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#976700&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,185100&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#956900&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,174919&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#867800&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;-0,057731&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#5f9f00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,251397&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#42bc00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,476166&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#00ff00&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "], id: -721420284, rootId: -721420284, totalRows: 12 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-721420284) });\n",
       "\n",
       "\n",
       "        &lt;&sol;script&gt;\n",
       "        &lt;&sol;html&gt;\"></iframe>\n",
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       "            <table class=\"dataframe\" id=\"static_df_-721420283\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">column</th><th class=\"bottomBorder\" style=\"text-align:left\">fixed acidity</th><th class=\"bottomBorder\" style=\"text-align:left\">volatile acidity</th><th class=\"bottomBorder\" style=\"text-align:left\">citric acid</th><th class=\"bottomBorder\" style=\"text-align:left\">residual sugar</th><th class=\"bottomBorder\" style=\"text-align:left\">chlorides</th><th class=\"bottomBorder\" style=\"text-align:left\">free sulfur dioxide</th><th class=\"bottomBorder\" style=\"text-align:left\">total sulfur dioxide</th><th class=\"bottomBorder\" style=\"text-align:left\">density</th><th class=\"bottomBorder\" style=\"text-align:left\">pH</th><th class=\"bottomBorder\" style=\"text-align:left\">sulphates</th><th class=\"bottomBorder\" style=\"text-align:left\">alcohol</th><th class=\"bottomBorder\" style=\"text-align:left\">quality</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">fixed acidity</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">-0,256131</td><td  style=\"vertical-align:top\">0,671703</td><td  style=\"vertical-align:top\">0,114777</td><td  style=\"vertical-align:top\">0,093705</td><td  style=\"vertical-align:top\">-0,153794</td><td  style=\"vertical-align:top\">-0,113181</td><td  style=\"vertical-align:top\">0,668047</td><td  style=\"vertical-align:top\">-0,682978</td><td  style=\"vertical-align:top\">0,183006</td><td  style=\"vertical-align:top\">-0,061668</td><td  style=\"vertical-align:top\">0,124052</td></tr><tr><td  style=\"vertical-align:top\">volatile acidity</td><td  style=\"vertical-align:top\">-0,256131</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">-0,552496</td><td  style=\"vertical-align:top\">0,001918</td><td  style=\"vertical-align:top\">0,061298</td><td  style=\"vertical-align:top\">-0,010504</td><td  style=\"vertical-align:top\">0,076470</td><td  style=\"vertical-align:top\">0,022026</td><td  style=\"vertical-align:top\">0,234937</td><td  style=\"vertical-align:top\">-0,260987</td><td  style=\"vertical-align:top\">-0,202288</td><td  style=\"vertical-align:top\">-0,390558</td></tr><tr><td  style=\"vertical-align:top\">citric acid</td><td  style=\"vertical-align:top\">0,671703</td><td  style=\"vertical-align:top\">-0,552496</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">0,143577</td><td  style=\"vertical-align:top\">0,203823</td><td  style=\"vertical-align:top\">-0,060978</td><td  style=\"vertical-align:top\">0,035533</td><td  style=\"vertical-align:top\">0,364947</td><td  style=\"vertical-align:top\">-0,541904</td><td  style=\"vertical-align:top\">0,312770</td><td  style=\"vertical-align:top\">0,109903</td><td  style=\"vertical-align:top\">0,226373</td></tr><tr><td  style=\"vertical-align:top\">residual sugar</td><td  style=\"vertical-align:top\">0,114777</td><td  style=\"vertical-align:top\">0,001918</td><td  style=\"vertical-align:top\">0,143577</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">0,055610</td><td  style=\"vertical-align:top\">0,187049</td><td  style=\"vertical-align:top\">0,203028</td><td  style=\"vertical-align:top\">0,355283</td><td  style=\"vertical-align:top\">-0,085652</td><td  style=\"vertical-align:top\">0,005527</td><td  style=\"vertical-align:top\">0,042075</td><td  style=\"vertical-align:top\">0,013732</td></tr><tr><td  style=\"vertical-align:top\">chlorides</td><td  style=\"vertical-align:top\">0,093705</td><td  style=\"vertical-align:top\">0,061298</td><td  style=\"vertical-align:top\">0,203823</td><td  style=\"vertical-align:top\">0,055610</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">0,005562</td><td  style=\"vertical-align:top\">0,047400</td><td  style=\"vertical-align:top\">0,200632</td><td  style=\"vertical-align:top\">-0,265026</td><td  style=\"vertical-align:top\">0,371260</td><td  style=\"vertical-align:top\">-0,221141</td><td  style=\"vertical-align:top\">-0,128907</td></tr><tr><td  style=\"vertical-align:top\">free sulfur dioxide</td><td  style=\"vertical-align:top\">-0,153794</td><td  style=\"vertical-align:top\">-0,010504</td><td  style=\"vertical-align:top\">-0,060978</td><td  style=\"vertical-align:top\">0,187049</td><td  style=\"vertical-align:top\">0,005562</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">0,667666</td><td  style=\"vertical-align:top\">-0,021946</td><td  style=\"vertical-align:top\">0,070377</td><td  style=\"vertical-align:top\">0,051658</td><td  style=\"vertical-align:top\">-0,069408</td><td  style=\"vertical-align:top\">-0,050656</td></tr><tr><td  style=\"vertical-align:top\">total sulfur dioxide</td><td  style=\"vertical-align:top\">-0,113181</td><td  style=\"vertical-align:top\">0,076470</td><td  style=\"vertical-align:top\">0,035533</td><td  style=\"vertical-align:top\">0,203028</td><td  style=\"vertical-align:top\">0,047400</td><td  style=\"vertical-align:top\">0,667666</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">0,071269</td><td  style=\"vertical-align:top\">-0,066495</td><td  style=\"vertical-align:top\">0,042947</td><td  style=\"vertical-align:top\">-0,205654</td><td  style=\"vertical-align:top\">-0,185100</td></tr><tr><td  style=\"vertical-align:top\">density</td><td  style=\"vertical-align:top\">0,668047</td><td  style=\"vertical-align:top\">0,022026</td><td  style=\"vertical-align:top\">0,364947</td><td  style=\"vertical-align:top\">0,355283</td><td  style=\"vertical-align:top\">0,200632</td><td  style=\"vertical-align:top\">-0,021946</td><td  style=\"vertical-align:top\">0,071269</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">-0,341699</td><td  style=\"vertical-align:top\">0,148506</td><td  style=\"vertical-align:top\">-0,496180</td><td  style=\"vertical-align:top\">-0,174919</td></tr><tr><td  style=\"vertical-align:top\">pH</td><td  style=\"vertical-align:top\">-0,682978</td><td  style=\"vertical-align:top\">0,234937</td><td  style=\"vertical-align:top\">-0,541904</td><td  style=\"vertical-align:top\">-0,085652</td><td  style=\"vertical-align:top\">-0,265026</td><td  style=\"vertical-align:top\">0,070377</td><td  style=\"vertical-align:top\">-0,066495</td><td  style=\"vertical-align:top\">-0,341699</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">-0,196648</td><td  style=\"vertical-align:top\">0,205633</td><td  style=\"vertical-align:top\">-0,057731</td></tr><tr><td  style=\"vertical-align:top\">sulphates</td><td  style=\"vertical-align:top\">0,183006</td><td  style=\"vertical-align:top\">-0,260987</td><td  style=\"vertical-align:top\">0,312770</td><td  style=\"vertical-align:top\">0,005527</td><td  style=\"vertical-align:top\">0,371260</td><td  style=\"vertical-align:top\">0,051658</td><td  style=\"vertical-align:top\">0,042947</td><td  style=\"vertical-align:top\">0,148506</td><td  style=\"vertical-align:top\">-0,196648</td><td  style=\"vertical-align:top\">1,000000</td><td  style=\"vertical-align:top\">0,093595</td><td  style=\"vertical-align:top\">0,251397</td></tr><tr><td  style=\"vertical-align:top\">alcohol</td><td  style=\"vertical-align:top\">-0,061668</td><td  style=\"vertical-align:top\">-0,202288</td><td  style=\"vertical-align:top\">0,109903</td><td  style=\"vertical-align:top\">0,042075</td><td  style=\"vertical-align:top\">-0,221141</td><td  style=\"vertical-align:top\">-0,069408</td><td  style=\"vertical-align:top\">-0,205654</td><td  style=\"vertical-align:top\">-0,496180</td><td  style=\"vertical-align:top\">0,205633</td><td  style=\"vertical-align:top\">0,093595</td><td 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dioxide\":-0.20565394374367177,\"density\":-0.4961797702417023,\"pH\":0.20563250850549894,\"sulphates\":0.09359475041046762,\"alcohol\":1.0,\"quality\":0.47616632400114156},{\"column\":\"quality\",\"fixed acidity\":0.1240516491132247,\"volatile acidity\":-0.3905577802640094,\"citric acid\":0.2263725143180432,\"residual sugar\":0.013731637340066346,\"chlorides\":-0.12890655993005312,\"free sulfur dioxide\":-0.05065605724427643,\"total sulfur dioxide\":-0.18510028892653843,\"density\":-0.1749192277833492,\"pH\":-0.0577313912053823,\"sulphates\":0.25139707906926206,\"alcohol\":0.47616632400114156,\"quality\":1.0}]}"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on the correlation, we can remove some columns, they seem to be insignificant"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:30.784442400Z",
     "start_time": "2025-02-17T11:48:30.419442300Z"
    }
   },
   "source": [
    "val df = rawDf.remove { `free sulfur dioxide` and `residual sugar` and pH }\n",
    "df"
   ],
   "outputs": [
    {
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       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --scroll-bg: #f5f5f5;\n",
       "    --scroll-fg: #b3b3b3;\n",
       "}\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n",
       "    --scroll-bg: #3c3c3c;\n",
       "    --scroll-fg: #97e1fb;\n",
       "}\n",
       "body {\n",
       "    scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n",
       "}\n",
       "body::-webkit-scrollbar {\n",
       "    width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n",
       "    height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n",
       "}\n",
       "body::-webkit-scrollbar-thumb {\n",
       "    background-color: var(--scroll-fg);\n",
       "}\n",
       "body::-webkit-scrollbar-track {\n",
       "    background-color: var(--scroll-bg);\n",
       "}\n",
       "            &lt;&sol;style&gt;\n",
       "        &lt;&sol;head&gt;\n",
       "        &lt;body&gt;\n",
       "            &lt;table class=&quot;dataframe&quot; id=&quot;df_-721420280&quot;&gt;&lt;&sol;table&gt;\n",
       "\n",
       "&lt;p class=&quot;dataframe_description&quot;&gt;... showing only top 20 of 1599 rows&lt;&sol;p&gt;&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 1599, columnsCount = 9&lt;&sol;p&gt;\n",
       "\n",
       "        &lt;&sol;body&gt;\n",
       "        &lt;script&gt;\n",
       "            (function () {\n",
       "    window.DataFrame = window.DataFrame || new (function () {\n",
       "        this.addTable = function (df) {\n",
       "            let cols = df.cols;\n",
       "            for (let i = 0; i &lt; cols.length; i++) {\n",
       "                for (let c of cols[i].children) {\n",
       "                    cols[c].parent = i;\n",
       "                }\n",
       "            }\n",
       "            df.nrow = 0\n",
       "            for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n",
       "            }\n",
       "            if (df.id === df.rootId) {\n",
       "                df.expandedFrames = new Set()\n",
       "                df.childFrames = {}\n",
       "                const table = this.getTableElement(df.id)\n",
       "                table.df = df\n",
       "                for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                    let col = df.cols[i]\n",
       "                    if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n",
       "                }\n",
       "            } else {\n",
       "                const rootDf = this.getTableData(df.rootId)\n",
       "                rootDf.childFrames[df.id] = df\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.computeRenderData = function (df) {\n",
       "            let result = []\n",
       "            let pos = 0\n",
       "            for (let col = 0; col &lt; df.cols.length; col++) {\n",
       "                if (df.cols[col].parent === undefined)\n",
       "                    pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n",
       "            }\n",
       "            for (let i = 0; i &lt; result.length; i++) {\n",
       "                let row = result[i]\n",
       "                for (let j = 0; j &lt; row.length; j++) {\n",
       "                    let cell = row[j]\n",
       "                    if (j === 0)\n",
       "                        cell.leftBd = false\n",
       "                    if (j &lt; row.length - 1) {\n",
       "                        let nextData = row[j + 1]\n",
       "                        if (nextData.leftBd) cell.rightBd = true\n",
       "                        else if (cell.rightBd) nextData.leftBd = true\n",
       "                    } else cell.rightBd = false\n",
       "                }\n",
       "            }\n",
       "            return result\n",
       "        }\n",
       "\n",
       "        this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n",
       "            if (result.length === depth) {\n",
       "                const array = [];\n",
       "                if (pos &gt; 0) {\n",
       "                    let j = 0\n",
       "                    for (let i = 0; j &lt; pos; i++) {\n",
       "                        let c = result[depth - 1][i]\n",
       "                        j += c.span\n",
       "                        let copy = Object.assign({empty: true}, c)\n",
       "                        array.push(copy)\n",
       "                    }\n",
       "                }\n",
       "                result.push(array)\n",
       "            }\n",
       "            const col = cols[colId];\n",
       "            let size = 0;\n",
       "            if (col.expanded) {\n",
       "                let childPos = pos\n",
       "                for (let i = 0; i &lt; col.children.length; i++) {\n",
       "                    let child = col.children[i]\n",
       "                    let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n",
       "                    let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n",
       "                    let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n",
       "                    childPos += childSize\n",
       "                    size += childSize\n",
       "                }\n",
       "            } else {\n",
       "                for (let i = depth + 1; i &lt; result.length; i++)\n",
       "                    result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n",
       "                size = 1\n",
       "            }\n",
       "            let left = leftBorder\n",
       "            let right = rightBorder\n",
       "            if (size &gt; 1) {\n",
       "                left = true\n",
       "                right = true\n",
       "            }\n",
       "            result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n",
       "            return size\n",
       "        }\n",
       "\n",
       "        this.getTableElement = function (id) {\n",
       "            return document.getElementById(&quot;df_&quot; + id)\n",
       "        }\n",
       "\n",
       "        this.getTableData = function (id) {\n",
       "            return this.getTableElement(id).df\n",
       "        }\n",
       "\n",
       "        this.createExpander = function (isExpanded) {\n",
       "            const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n",
       "            let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n",
       "            svg.classList.add(&quot;expanderSvg&quot;)\n",
       "            let path = document.createElementNS(svgNs, &quot;path&quot;)\n",
       "            if (isExpanded) {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n",
       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
       "            let table = this.getTableElement(id)\n",
       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
       "                        } else {\n",
       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;fixed acidity: Double&bsol;&quot;&gt;fixed acidity&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;11,2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,9&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,3&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6,7&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5,6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;8,9&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;8,9&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;8,5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;8,1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7,9&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;volatile acidity: Double&bsol;&quot;&gt;volatile acidity&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,700&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,880&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,760&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,280&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,700&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,660&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,600&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,650&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,580&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,500&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,580&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,500&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,615&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,610&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,620&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,620&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,280&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,560&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,590&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,320&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;citric acid: Double&bsol;&quot;&gt;citric acid&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,04&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,06&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,02&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,36&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,08&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,36&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,00&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,29&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,18&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,19&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,28&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,08&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,51&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;chlorides: Double&bsol;&quot;&gt;chlorides&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,076&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,098&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,092&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,075&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,076&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,075&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,069&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,065&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,073&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,071&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,097&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,071&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,089&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,114&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,176&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,170&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,092&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,368&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,086&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,341&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;total sulfur dioxide: Double&bsol;&quot;&gt;total sulfur dioxide&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;34,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;67,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;54,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;60,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;34,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;40,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;59,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;21,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;18,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;102,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;65,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;102,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;59,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;29,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;145,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;148,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;103,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;56,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;29,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;56,0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;density: Double&bsol;&quot;&gt;density&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99780&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99680&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99700&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99800&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99780&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99780&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99640&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99460&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99680&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99780&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99590&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99780&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99430&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99740&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99860&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99860&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99690&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99680&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99740&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,99690&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;sulphates: Double&bsol;&quot;&gt;sulphates&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,68&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,65&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,58&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,46&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,47&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,57&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,80&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,54&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,80&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,52&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,56&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,88&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,93&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,75&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,28&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,50&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1,08&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;alcohol: Double&bsol;&quot;&gt;alcohol&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,400000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,800000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,800000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,800000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,400000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,400000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,400000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;10,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,500000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;10,500000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,200000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;10,500000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,900000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,100000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,200000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,200000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;10,500000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,300000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,000000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;9,200000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
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       "            <table class=\"dataframe\" id=\"static_df_-721420279\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">fixed acidity</th><th class=\"bottomBorder\" style=\"text-align:left\">volatile acidity</th><th class=\"bottomBorder\" style=\"text-align:left\">citric acid</th><th class=\"bottomBorder\" style=\"text-align:left\">chlorides</th><th class=\"bottomBorder\" style=\"text-align:left\">total sulfur dioxide</th><th class=\"bottomBorder\" style=\"text-align:left\">density</th><th class=\"bottomBorder\" style=\"text-align:left\">sulphates</th><th class=\"bottomBorder\" style=\"text-align:left\">alcohol</th><th class=\"bottomBorder\" style=\"text-align:left\">quality</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">7,400000</td><td  style=\"vertical-align:top\">0,700000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">0,076000</td><td  style=\"vertical-align:top\">34,000000</td><td  style=\"vertical-align:top\">0,997800</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">9,400000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,800000</td><td  style=\"vertical-align:top\">0,880000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">0,098000</td><td  style=\"vertical-align:top\">67,000000</td><td  style=\"vertical-align:top\">0,996800</td><td  style=\"vertical-align:top\">0,680000</td><td  style=\"vertical-align:top\">9,800000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,800000</td><td  style=\"vertical-align:top\">0,760000</td><td  style=\"vertical-align:top\">0,040000</td><td  style=\"vertical-align:top\">0,092000</td><td  style=\"vertical-align:top\">54,000000</td><td  style=\"vertical-align:top\">0,997000</td><td  style=\"vertical-align:top\">0,650000</td><td  style=\"vertical-align:top\">9,800000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">11,200000</td><td  style=\"vertical-align:top\">0,280000</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">0,075000</td><td  style=\"vertical-align:top\">60,000000</td><td  style=\"vertical-align:top\">0,998000</td><td  style=\"vertical-align:top\">0,580000</td><td  style=\"vertical-align:top\">9,800000</td><td  style=\"vertical-align:top\">6</td></tr><tr><td  style=\"vertical-align:top\">7,400000</td><td  style=\"vertical-align:top\">0,700000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">0,076000</td><td  style=\"vertical-align:top\">34,000000</td><td  style=\"vertical-align:top\">0,997800</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">9,400000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,400000</td><td  style=\"vertical-align:top\">0,660000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">0,075000</td><td  style=\"vertical-align:top\">40,000000</td><td  style=\"vertical-align:top\">0,997800</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">9,400000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,900000</td><td  style=\"vertical-align:top\">0,600000</td><td  style=\"vertical-align:top\">0,060000</td><td  style=\"vertical-align:top\">0,069000</td><td  style=\"vertical-align:top\">59,000000</td><td  style=\"vertical-align:top\">0,996400</td><td  style=\"vertical-align:top\">0,460000</td><td  style=\"vertical-align:top\">9,400000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,300000</td><td  style=\"vertical-align:top\">0,650000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">0,065000</td><td  style=\"vertical-align:top\">21,000000</td><td  style=\"vertical-align:top\">0,994600</td><td  style=\"vertical-align:top\">0,470000</td><td  style=\"vertical-align:top\">10,000000</td><td  style=\"vertical-align:top\">7</td></tr><tr><td  style=\"vertical-align:top\">7,800000</td><td  style=\"vertical-align:top\">0,580000</td><td  style=\"vertical-align:top\">0,020000</td><td  style=\"vertical-align:top\">0,073000</td><td  style=\"vertical-align:top\">18,000000</td><td  style=\"vertical-align:top\">0,996800</td><td  style=\"vertical-align:top\">0,570000</td><td  style=\"vertical-align:top\">9,500000</td><td  style=\"vertical-align:top\">7</td></tr><tr><td  style=\"vertical-align:top\">7,500000</td><td  style=\"vertical-align:top\">0,500000</td><td  style=\"vertical-align:top\">0,360000</td><td  style=\"vertical-align:top\">0,071000</td><td  style=\"vertical-align:top\">102,000000</td><td  style=\"vertical-align:top\">0,997800</td><td  style=\"vertical-align:top\">0,800000</td><td  style=\"vertical-align:top\">10,500000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">6,700000</td><td  style=\"vertical-align:top\">0,580000</td><td  style=\"vertical-align:top\">0,080000</td><td  style=\"vertical-align:top\">0,097000</td><td  style=\"vertical-align:top\">65,000000</td><td  style=\"vertical-align:top\">0,995900</td><td  style=\"vertical-align:top\">0,540000</td><td  style=\"vertical-align:top\">9,200000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,500000</td><td  style=\"vertical-align:top\">0,500000</td><td  style=\"vertical-align:top\">0,360000</td><td  style=\"vertical-align:top\">0,071000</td><td  style=\"vertical-align:top\">102,000000</td><td  style=\"vertical-align:top\">0,997800</td><td  style=\"vertical-align:top\">0,800000</td><td  style=\"vertical-align:top\">10,500000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">5,600000</td><td  style=\"vertical-align:top\">0,615000</td><td  style=\"vertical-align:top\">0,000000</td><td  style=\"vertical-align:top\">0,089000</td><td  style=\"vertical-align:top\">59,000000</td><td  style=\"vertical-align:top\">0,994300</td><td  style=\"vertical-align:top\">0,520000</td><td  style=\"vertical-align:top\">9,900000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,800000</td><td  style=\"vertical-align:top\">0,610000</td><td  style=\"vertical-align:top\">0,290000</td><td  style=\"vertical-align:top\">0,114000</td><td  style=\"vertical-align:top\">29,000000</td><td  style=\"vertical-align:top\">0,997400</td><td  style=\"vertical-align:top\">1,560000</td><td  style=\"vertical-align:top\">9,100000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">8,900000</td><td  style=\"vertical-align:top\">0,620000</td><td  style=\"vertical-align:top\">0,180000</td><td  style=\"vertical-align:top\">0,176000</td><td  style=\"vertical-align:top\">145,000000</td><td  style=\"vertical-align:top\">0,998600</td><td  style=\"vertical-align:top\">0,880000</td><td  style=\"vertical-align:top\">9,200000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">8,900000</td><td  style=\"vertical-align:top\">0,620000</td><td  style=\"vertical-align:top\">0,190000</td><td  style=\"vertical-align:top\">0,170000</td><td  style=\"vertical-align:top\">148,000000</td><td  style=\"vertical-align:top\">0,998600</td><td  style=\"vertical-align:top\">0,930000</td><td  style=\"vertical-align:top\">9,200000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">8,500000</td><td  style=\"vertical-align:top\">0,280000</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">0,092000</td><td  style=\"vertical-align:top\">103,000000</td><td  style=\"vertical-align:top\">0,996900</td><td  style=\"vertical-align:top\">0,750000</td><td  style=\"vertical-align:top\">10,500000</td><td  style=\"vertical-align:top\">7</td></tr><tr><td  style=\"vertical-align:top\">8,100000</td><td  style=\"vertical-align:top\">0,560000</td><td  style=\"vertical-align:top\">0,280000</td><td  style=\"vertical-align:top\">0,368000</td><td  style=\"vertical-align:top\">56,000000</td><td  style=\"vertical-align:top\">0,996800</td><td  style=\"vertical-align:top\">1,280000</td><td  style=\"vertical-align:top\">9,300000</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">7,400000</td><td  style=\"vertical-align:top\">0,590000</td><td  style=\"vertical-align:top\">0,080000</td><td  style=\"vertical-align:top\">0,086000</td><td  style=\"vertical-align:top\">29,000000</td><td  style=\"vertical-align:top\">0,997400</td><td  style=\"vertical-align:top\">0,500000</td><td  style=\"vertical-align:top\">9,000000</td><td  style=\"vertical-align:top\">4</td></tr><tr><td  style=\"vertical-align:top\">7,900000</td><td  style=\"vertical-align:top\">0,320000</td><td  style=\"vertical-align:top\">0,510000</td><td  style=\"vertical-align:top\">0,341000</td><td  style=\"vertical-align:top\">56,000000</td><td  style=\"vertical-align:top\">0,996900</td><td  style=\"vertical-align:top\">1,080000</td><td  style=\"vertical-align:top\">9,200000</td><td  style=\"vertical-align:top\">6</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            document.getElementById(\"static_df_-721420279\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ],
      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"fixed acidity\",\"volatile acidity\",\"citric acid\",\"chlorides\",\"total sulfur dioxide\",\"density\",\"sulphates\",\"alcohol\",\"quality\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":1599,\"ncol\":9},\"kotlin_dataframe\":[{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"chlorides\":0.076,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.88,\"citric acid\":0.0,\"chlorides\":0.098,\"total sulfur dioxide\":67.0,\"density\":0.9968,\"sulphates\":0.68,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.76,\"citric acid\":0.04,\"chlorides\":0.092,\"total sulfur dioxide\":54.0,\"density\":0.997,\"sulphates\":0.65,\"alcohol\":9.8,\"quality\":5},{\"fixed acidity\":11.2,\"volatile acidity\":0.28,\"citric acid\":0.56,\"chlorides\":0.075,\"total sulfur dioxide\":60.0,\"density\":0.998,\"sulphates\":0.58,\"alcohol\":9.8,\"quality\":6},{\"fixed acidity\":7.4,\"volatile acidity\":0.7,\"citric acid\":0.0,\"chlorides\":0.076,\"total sulfur dioxide\":34.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.4,\"volatile acidity\":0.66,\"citric acid\":0.0,\"chlorides\":0.075,\"total sulfur dioxide\":40.0,\"density\":0.9978,\"sulphates\":0.56,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.9,\"volatile acidity\":0.6,\"citric acid\":0.06,\"chlorides\":0.069,\"total sulfur dioxide\":59.0,\"density\":0.9964,\"sulphates\":0.46,\"alcohol\":9.4,\"quality\":5},{\"fixed acidity\":7.3,\"volatile acidity\":0.65,\"citric acid\":0.0,\"chlorides\":0.065,\"total sulfur dioxide\":21.0,\"density\":0.9946,\"sulphates\":0.47,\"alcohol\":10.0,\"quality\":7},{\"fixed acidity\":7.8,\"volatile acidity\":0.58,\"citric acid\":0.02,\"chlorides\":0.073,\"total sulfur dioxide\":18.0,\"density\":0.9968,\"sulphates\":0.57,\"alcohol\":9.5,\"quality\":7},{\"fixed acidity\":7.5,\"volatile acidity\":0.5,\"citric acid\":0.36,\"chlorides\":0.071,\"total sulfur dioxide\":102.0,\"density\":0.9978,\"sulphates\":0.8,\"alcohol\":10.5,\"quality\":5},{\"fixed acidity\":6.7,\"volatile acidity\":0.58,\"citric acid\":0.08,\"chlorides\":0.097,\"total sulfur dioxide\":65.0,\"density\":0.9959,\"sulphates\":0.54,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":7.5,\"volatile acidity\":0.5,\"citric acid\":0.36,\"chlorides\":0.071,\"total sulfur dioxide\":102.0,\"density\":0.9978,\"sulphates\":0.8,\"alcohol\":10.5,\"quality\":5},{\"fixed acidity\":5.6,\"volatile acidity\":0.615,\"citric acid\":0.0,\"chlorides\":0.089,\"total sulfur dioxide\":59.0,\"density\":0.9943,\"sulphates\":0.52,\"alcohol\":9.9,\"quality\":5},{\"fixed acidity\":7.8,\"volatile acidity\":0.61,\"citric acid\":0.29,\"chlorides\":0.114,\"total sulfur dioxide\":29.0,\"density\":0.9974,\"sulphates\":1.56,\"alcohol\":9.1,\"quality\":5},{\"fixed acidity\":8.9,\"volatile acidity\":0.62,\"citric acid\":0.18,\"chlorides\":0.176,\"total sulfur dioxide\":145.0,\"density\":0.9986,\"sulphates\":0.88,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":8.9,\"volatile acidity\":0.62,\"citric acid\":0.19,\"chlorides\":0.17,\"total sulfur dioxide\":148.0,\"density\":0.9986,\"sulphates\":0.93,\"alcohol\":9.2,\"quality\":5},{\"fixed acidity\":8.5,\"volatile acidity\":0.28,\"citric acid\":0.56,\"chlorides\":0.092,\"total sulfur dioxide\":103.0,\"density\":0.9969,\"sulphates\":0.75,\"alcohol\":10.5,\"quality\":7},{\"fixed acidity\":8.1,\"volatile acidity\":0.56,\"citric acid\":0.28,\"chlorides\":0.368,\"total sulfur dioxide\":56.0,\"density\":0.9968,\"sulphates\":1.28,\"alcohol\":9.3,\"quality\":5},{\"fixed acidity\":7.4,\"volatile acidity\":0.59,\"citric acid\":0.08,\"chlorides\":0.086,\"total sulfur dioxide\":29.0,\"density\":0.9974,\"sulphates\":0.5,\"alcohol\":9.0,\"quality\":4},{\"fixed acidity\":7.9,\"volatile acidity\":0.32,\"citric acid\":0.51,\"chlorides\":0.341,\"total sulfur dioxide\":56.0,\"density\":0.9969,\"sulphates\":1.08,\"alcohol\":9.2,\"quality\":6}]}"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predict wine quality: first approach"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:33.545538400Z",
     "start_time": "2025-02-17T11:48:33.169539500Z"
    }
   },
   "source": [
    "// Simple converter function between DataFrame and KotlinDL data representations\n",
    "fun <T> DataFrame<T>.toOnHeapDataset(labelColumnName: String): OnHeapDataset {\n",
    "    return OnHeapDataset.create(\n",
    "        dataframe = this,\n",
    "        yColumn = labelColumnName\n",
    "    )\n",
    "}\n",
    "\n",
    "fun OnHeapDataset.Companion.create(\n",
    "    dataframe: DataFrame<Any?>,\n",
    "    yColumn: String\n",
    "): OnHeapDataset {\n",
    "    fun extractX(): Array<FloatArray> =\n",
    "        dataframe.remove(yColumn).rows()\n",
    "            .map { (it.values() as List<Float>).toFloatArray() }.toTypedArray()\n",
    "\n",
    "    fun extractY(): FloatArray =\n",
    "        dataframe.get { yColumn<Float>() }.toList().toFloatArray()\n",
    "\n",
    "    return create(\n",
    "        ::extractX,\n",
    "        ::extractY\n",
    "    )\n",
    "}"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:36.792405900Z",
     "start_time": "2025-02-17T11:48:36.660445Z"
    }
   },
   "source": [
    "val (train, test) = df.convert { colsOf<Double>() }.toFloat()\n",
    "    .toOnHeapDataset(labelColumnName = \"quality\")\n",
    "    .split(0.8)"
   ],
   "outputs": [],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define simple neural network with only 2 dense layers"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:40.685186500Z",
     "start_time": "2025-02-17T11:48:38.742785100Z"
    }
   },
   "source": [
    "val inputNeurons = train.x[0].size.toLong()\n",
    "\n",
    "val model = Sequential.of(\n",
    "    Input(\n",
    "        inputNeurons,\n",
    "    ),\n",
    "    Dense(\n",
    "        outputSize = (inputNeurons * 10).toInt(),\n",
    "        activation = Activations.Tanh,\n",
    "        kernelInitializer = HeNormal(),\n",
    "        biasInitializer = HeNormal(),\n",
    "    ),\n",
    "    Dense(\n",
    "        outputSize = (inputNeurons * 10).toInt(),\n",
    "        activation = Activations.Tanh,\n",
    "        kernelInitializer = HeNormal(),\n",
    "        biasInitializer = HeNormal(),\n",
    "    ),\n",
    "    Dense(\n",
    "        outputSize = 1,\n",
    "        activation = Activations.Linear,\n",
    "        kernelInitializer = HeNormal(),\n",
    "        biasInitializer = HeNormal(),\n",
    "    )\n",
    ")"
   ],
   "outputs": [],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:42.993284700Z",
     "start_time": "2025-02-17T11:48:42.911250900Z"
    }
   },
   "source": [
    "model.compile(optimizer = Adam(), loss = Losses.MSE, metric = Metrics.MAE)"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:44.392404700Z",
     "start_time": "2025-02-17T11:48:44.332409Z"
    }
   },
   "source": [
    "model.printSummary()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\r\n",
      "Model type: Sequential\r\n",
      "______________________________________________________________________________\r\n",
      "Layer (type)                           Output Shape              Param #      \r\n",
      "==============================================================================\r\n",
      "input_1(Input)                         [None, 8]                 0            \r\n",
      "______________________________________________________________________________\r\n",
      "dense_2(Dense)                         [None, 80]                720          \r\n",
      "______________________________________________________________________________\r\n",
      "dense_3(Dense)                         [None, 80]                6480         \r\n",
      "______________________________________________________________________________\r\n",
      "dense_4(Dense)                         [None, 1]                 81           \r\n",
      "______________________________________________________________________________\r\n",
      "==============================================================================\r\n",
      "Total trainable params: 7281\r\n",
      "Total frozen params: 0\r\n",
      "Total params: 7281\r\n",
      "______________________________________________________________________________\r\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train it!"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:50.280921Z",
     "start_time": "2025-02-17T11:48:47.050421500Z"
    }
   },
   "source": [
    "val trainHist = model.fit(train, batchSize = 500, epochs=2000)"
   ],
   "outputs": [],
   "execution_count": 10
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:51.305049400Z",
     "start_time": "2025-02-17T11:48:51.185050100Z"
    }
   },
   "source": [
    "trainHist.epochHistory.toDataFrame().tail()"
   ],
   "outputs": [
    {
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       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover &gt; td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "&sol;* formatting *&sol;\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --scroll-bg: #f5f5f5;\n",
       "    --scroll-fg: #b3b3b3;\n",
       "}\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n",
       "    --scroll-bg: #3c3c3c;\n",
       "    --scroll-fg: #97e1fb;\n",
       "}\n",
       "body {\n",
       "    scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n",
       "}\n",
       "body::-webkit-scrollbar {\n",
       "    width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n",
       "    height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n",
       "}\n",
       "body::-webkit-scrollbar-thumb {\n",
       "    background-color: var(--scroll-fg);\n",
       "}\n",
       "body::-webkit-scrollbar-track {\n",
       "    background-color: var(--scroll-bg);\n",
       "}\n",
       "            &lt;&sol;style&gt;\n",
       "        &lt;&sol;head&gt;\n",
       "        &lt;body&gt;\n",
       "            &lt;table class=&quot;dataframe&quot; id=&quot;df_-721420276&quot;&gt;&lt;&sol;table&gt;\n",
       "\n",
       "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 5, columnsCount = 5&lt;&sol;p&gt;\n",
       "\n",
       "        &lt;&sol;body&gt;\n",
       "        &lt;script&gt;\n",
       "            (function () {\n",
       "    window.DataFrame = window.DataFrame || new (function () {\n",
       "        this.addTable = function (df) {\n",
       "            let cols = df.cols;\n",
       "            for (let i = 0; i &lt; cols.length; i++) {\n",
       "                for (let c of cols[i].children) {\n",
       "                    cols[c].parent = i;\n",
       "                }\n",
       "            }\n",
       "            df.nrow = 0\n",
       "            for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n",
       "            }\n",
       "            if (df.id === df.rootId) {\n",
       "                df.expandedFrames = new Set()\n",
       "                df.childFrames = {}\n",
       "                const table = this.getTableElement(df.id)\n",
       "                table.df = df\n",
       "                for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                    let col = df.cols[i]\n",
       "                    if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n",
       "                }\n",
       "            } else {\n",
       "                const rootDf = this.getTableData(df.rootId)\n",
       "                rootDf.childFrames[df.id] = df\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.computeRenderData = function (df) {\n",
       "            let result = []\n",
       "            let pos = 0\n",
       "            for (let col = 0; col &lt; df.cols.length; col++) {\n",
       "                if (df.cols[col].parent === undefined)\n",
       "                    pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n",
       "            }\n",
       "            for (let i = 0; i &lt; result.length; i++) {\n",
       "                let row = result[i]\n",
       "                for (let j = 0; j &lt; row.length; j++) {\n",
       "                    let cell = row[j]\n",
       "                    if (j === 0)\n",
       "                        cell.leftBd = false\n",
       "                    if (j &lt; row.length - 1) {\n",
       "                        let nextData = row[j + 1]\n",
       "                        if (nextData.leftBd) cell.rightBd = true\n",
       "                        else if (cell.rightBd) nextData.leftBd = true\n",
       "                    } else cell.rightBd = false\n",
       "                }\n",
       "            }\n",
       "            return result\n",
       "        }\n",
       "\n",
       "        this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n",
       "            if (result.length === depth) {\n",
       "                const array = [];\n",
       "                if (pos &gt; 0) {\n",
       "                    let j = 0\n",
       "                    for (let i = 0; j &lt; pos; i++) {\n",
       "                        let c = result[depth - 1][i]\n",
       "                        j += c.span\n",
       "                        let copy = Object.assign({empty: true}, c)\n",
       "                        array.push(copy)\n",
       "                    }\n",
       "                }\n",
       "                result.push(array)\n",
       "            }\n",
       "            const col = cols[colId];\n",
       "            let size = 0;\n",
       "            if (col.expanded) {\n",
       "                let childPos = pos\n",
       "                for (let i = 0; i &lt; col.children.length; i++) {\n",
       "                    let child = col.children[i]\n",
       "                    let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n",
       "                    let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n",
       "                    let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n",
       "                    childPos += childSize\n",
       "                    size += childSize\n",
       "                }\n",
       "            } else {\n",
       "                for (let i = depth + 1; i &lt; result.length; i++)\n",
       "                    result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n",
       "                size = 1\n",
       "            }\n",
       "            let left = leftBorder\n",
       "            let right = rightBorder\n",
       "            if (size &gt; 1) {\n",
       "                left = true\n",
       "                right = true\n",
       "            }\n",
       "            result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n",
       "            return size\n",
       "        }\n",
       "\n",
       "        this.getTableElement = function (id) {\n",
       "            return document.getElementById(&quot;df_&quot; + id)\n",
       "        }\n",
       "\n",
       "        this.getTableData = function (id) {\n",
       "            return this.getTableElement(id).df\n",
       "        }\n",
       "\n",
       "        this.createExpander = function (isExpanded) {\n",
       "            const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n",
       "            let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n",
       "            svg.classList.add(&quot;expanderSvg&quot;)\n",
       "            let path = document.createElementNS(svgNs, &quot;path&quot;)\n",
       "            if (isExpanded) {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n",
       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
       "            let table = this.getTableElement(id)\n",
       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
       "                        } else {\n",
       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;epochIndex: Int&bsol;&quot;&gt;epochIndex&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1996&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1997&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1998&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1999&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;lossValue: Double&bsol;&quot;&gt;lossValue&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334449&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334411&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334372&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334334&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334295&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;metricValues: List&lt;Double&gt;&bsol;&quot;&gt;metricValues&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4508064091205597&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4507730007171631&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.45073962211608887&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4507063925266266&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4506729543209076&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;valLossValue: Double&bsol;&quot;&gt;valLossValue&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;valMetricValues: List&lt;Double?&gt;&bsol;&quot;&gt;valMetricValues&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "], id: -721420276, rootId: -721420276, totalRows: 5 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-721420276) });\n",
       "\n",
       "\n",
       "        &lt;&sol;script&gt;\n",
       "        &lt;&sol;html&gt;\"></iframe>\n",
       "            <script>\n",
       "                function o_resize_iframe_out_7() {\n",
       "                    let elem = document.getElementById(\"iframe_out_7\");\n",
       "                    resize_iframe_out_7(elem);\n",
       "                    setInterval(resize_iframe_out_7, 5000, elem);\n",
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       "                    el.height = h === 0 ? 0 : h + 41;\n",
       "                }\n",
       "            </script>        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
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       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
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       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
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       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"static_df_-721420275\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">epochIndex</th><th class=\"bottomBorder\" style=\"text-align:left\">lossValue</th><th class=\"bottomBorder\" style=\"text-align:left\">metricValues</th><th class=\"bottomBorder\" style=\"text-align:left\">valLossValue</th><th class=\"bottomBorder\" style=\"text-align:left\">valMetricValues</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">1996</td><td  style=\"vertical-align:top\">0,334449</td><td  style=\"vertical-align:top\">[0.4508064091205597]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">1997</td><td  style=\"vertical-align:top\">0,334411</td><td  style=\"vertical-align:top\">[0.4507730007171631]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">1998</td><td  style=\"vertical-align:top\">0,334372</td><td  style=\"vertical-align:top\">[0.45073962211608887]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">1999</td><td  style=\"vertical-align:top\">0,334334</td><td  style=\"vertical-align:top\">[0.4507063925266266]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">2000</td><td  style=\"vertical-align:top\">0,334295</td><td  style=\"vertical-align:top\">[0.4506729543209076]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            document.getElementById(\"static_df_-721420275\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ],
      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"epochIndex\",\"lossValue\",\"metricValues\",\"valLossValue\",\"valMetricValues\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List<kotlin.Double>\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List<kotlin.Double?>\"}],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"epochIndex\":1996,\"lossValue\":0.33444908261299133,\"metricValues\":[0.4508064091205597],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":1997,\"lossValue\":0.3344106674194336,\"metricValues\":[0.4507730007171631],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":1998,\"lossValue\":0.33437228202819824,\"metricValues\":[0.45073962211608887],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":1999,\"lossValue\":0.3343338072299957,\"metricValues\":[0.4507063925266266],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":2000,\"lossValue\":0.3342953622341156,\"metricValues\":[0.4506729543209076],\"valLossValue\":NaN,\"valMetricValues\":[NaN]}]}"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check that our network predicts values more or less correctly:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:54.019002600Z",
     "start_time": "2025-02-17T11:48:53.965003100Z"
    }
   },
   "source": [
    "model.predictSoftly(test.x[9])[0]"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.2483034"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:55.937671500Z",
     "start_time": "2025-02-17T11:48:55.906673100Z"
    }
   },
   "source": [
    "test.y[9]"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Close the model:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:48:57.637440900Z",
     "start_time": "2025-02-17T11:48:57.602440400Z"
    }
   },
   "source": [
    "model.close()"
   ],
   "outputs": [],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predict wine quality: second approach"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:00.077520100Z",
     "start_time": "2025-02-17T11:48:59.707517300Z"
    }
   },
   "source": [
    "data class TrainTestSplitResult<T>(\n",
    "    val trainX: DataFrame<T>,\n",
    "    val trainY: DataFrame<T>,\n",
    "    val testX: DataFrame<T>,\n",
    "    val testY: DataFrame<T>,\n",
    ")\n",
    "\n",
    "fun <T> trainTestSplit(\n",
    "    d: DataFrame<T>,\n",
    "    col: String,\n",
    "    trainPart: Double,\n",
    "): TrainTestSplitResult<T> {\n",
    "    val n = d.count()\n",
    "    val trainN = ceil(n * trainPart).toInt()\n",
    "\n",
    "    val shuffledInd = (0 until n).shuffled()\n",
    "    val trainInd = shuffledInd.subList(0, trainN)\n",
    "    val testInd = shuffledInd.subList(trainN, n)\n",
    "\n",
    "    val train = d[trainInd]\n",
    "    val test = d[testInd]\n",
    "\n",
    "    val trainX = train.select { all().except(cols(col)) }\n",
    "    val trainY = train.select(col)\n",
    "\n",
    "    val testX = test.select { all().except(cols(col)) }\n",
    "    val testY = test.select(col)\n",
    "\n",
    "    return TrainTestSplitResult(trainX, trainY, testX, testY)\n",
    "}"
   ],
   "outputs": [],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create and then train the model as we did before"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:04.611104800Z",
     "start_time": "2025-02-17T11:49:04.094114Z"
    }
   },
   "source": [
    "val (trainX, trainY, testX, testY) =\n",
    "    trainTestSplit(df, \"quality\", 0.8)"
   ],
   "outputs": [],
   "execution_count": 16
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:05.841583900Z",
     "start_time": "2025-02-17T11:49:05.675624Z"
    }
   },
   "source": [
    "fun <T> DataFrame<T>.toX(): Array<FloatArray> =\n",
    "    merge { colsOf<Number>() }.by { it.map { it.toFloat() }.toFloatArray() }.into(\"X\")\n",
    "        .get { \"X\"<FloatArray>() }\n",
    "        .toList()\n",
    "        .toTypedArray()"
   ],
   "outputs": [],
   "execution_count": 17
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:07.855582300Z",
     "start_time": "2025-02-17T11:49:07.791583600Z"
    }
   },
   "source": [
    "fun <T> DataFrame<T>.toY(): FloatArray = \n",
    "    get { \"quality\"<Int>() }\n",
    "        .asIterable()\n",
    "        .map { it.toFloat() }\n",
    "        .toFloatArray()"
   ],
   "outputs": [],
   "execution_count": 18
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:09.361462700Z",
     "start_time": "2025-02-17T11:49:09.251488600Z"
    }
   },
   "source": [
    "val trainXDL = trainX.toX()\n",
    "val trainYDL = trainY.toY()\n",
    "val testXDL = testX.toX()\n",
    "val testYDL = testY.toY()"
   ],
   "outputs": [],
   "execution_count": 19
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:11.138179700Z",
     "start_time": "2025-02-17T11:49:11.070180600Z"
    }
   },
   "source": [
    "val trainKotlinDLDataset = OnHeapDataset.create({ trainXDL }, { trainYDL })\n",
    "val testKotlinDLDataset = OnHeapDataset.create({ testXDL }, { testYDL })"
   ],
   "outputs": [],
   "execution_count": 20
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:12.743111600Z",
     "start_time": "2025-02-17T11:49:12.633094500Z"
    }
   },
   "source": [
    "val inputNeurons = train.x[0].size.toLong()\n",
    "\n",
    "val model2 = Sequential.of(\n",
    "    Input(\n",
    "        inputNeurons\n",
    "    ),\n",
    "    Dense(\n",
    "        outputSize = (inputNeurons * 10).toInt(),\n",
    "        activation = Activations.Tanh,\n",
    "        kernelInitializer = HeNormal(),\n",
    "        biasInitializer = HeNormal()\n",
    "    ),\n",
    "    Dense(\n",
    "        outputSize = (inputNeurons * 10).toInt(),\n",
    "        activation = Activations.Tanh,\n",
    "        kernelInitializer = HeNormal(),\n",
    "        biasInitializer = HeNormal()\n",
    "    ),\n",
    "    Dense(\n",
    "        outputSize = 1,\n",
    "        activation = Activations.Linear,\n",
    "        kernelInitializer = HeNormal(),\n",
    "        biasInitializer = HeNormal()\n",
    "    )\n",
    ")\n",
    "model2.compile(optimizer = Adam(), loss = Losses.MSE, metric = Metrics.MAE)\n",
    "model2.printSummary()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================================================================\r\n",
      "Model type: Sequential\r\n",
      "______________________________________________________________________________\r\n",
      "Layer (type)                           Output Shape              Param #      \r\n",
      "==============================================================================\r\n",
      "input_1(Input)                         [None, 8]                 0            \r\n",
      "______________________________________________________________________________\r\n",
      "dense_2(Dense)                         [None, 80]                720          \r\n",
      "______________________________________________________________________________\r\n",
      "dense_3(Dense)                         [None, 80]                6480         \r\n",
      "______________________________________________________________________________\r\n",
      "dense_4(Dense)                         [None, 1]                 81           \r\n",
      "______________________________________________________________________________\r\n",
      "==============================================================================\r\n",
      "Total trainable params: 7281\r\n",
      "Total frozen params: 0\r\n",
      "Total params: 7281\r\n",
      "______________________________________________________________________________\r\n"
     ]
    }
   ],
   "execution_count": 21
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:19.960412800Z",
     "start_time": "2025-02-17T11:49:16.236999100Z"
    }
   },
   "source": [
    "val trainHist = model2.fit(train, batchSize = 500, epochs = 2000)\n",
    "trainHist.epochHistory.toDataFrame().tail()"
   ],
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        &lt;head&gt;\n",
       "            &lt;style type=&quot;text&sol;css&quot;&gt;\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
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       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover &gt; td a {\n",
       "    color: var(--link-color-pale);\n",
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       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
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       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
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       "\n",
       "table.dataframe .rightAlign {\n",
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       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
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       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "&sol;* formatting *&sol;\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --scroll-bg: #f5f5f5;\n",
       "    --scroll-fg: #b3b3b3;\n",
       "}\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n",
       "    --scroll-bg: #3c3c3c;\n",
       "    --scroll-fg: #97e1fb;\n",
       "}\n",
       "body {\n",
       "    scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n",
       "}\n",
       "body::-webkit-scrollbar {\n",
       "    width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n",
       "    height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n",
       "}\n",
       "body::-webkit-scrollbar-thumb {\n",
       "    background-color: var(--scroll-fg);\n",
       "}\n",
       "body::-webkit-scrollbar-track {\n",
       "    background-color: var(--scroll-bg);\n",
       "}\n",
       "            &lt;&sol;style&gt;\n",
       "        &lt;&sol;head&gt;\n",
       "        &lt;body&gt;\n",
       "            &lt;table class=&quot;dataframe&quot; id=&quot;df_-721420272&quot;&gt;&lt;&sol;table&gt;\n",
       "\n",
       "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 5, columnsCount = 5&lt;&sol;p&gt;\n",
       "\n",
       "        &lt;&sol;body&gt;\n",
       "        &lt;script&gt;\n",
       "            (function () {\n",
       "    window.DataFrame = window.DataFrame || new (function () {\n",
       "        this.addTable = function (df) {\n",
       "            let cols = df.cols;\n",
       "            for (let i = 0; i &lt; cols.length; i++) {\n",
       "                for (let c of cols[i].children) {\n",
       "                    cols[c].parent = i;\n",
       "                }\n",
       "            }\n",
       "            df.nrow = 0\n",
       "            for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n",
       "            }\n",
       "            if (df.id === df.rootId) {\n",
       "                df.expandedFrames = new Set()\n",
       "                df.childFrames = {}\n",
       "                const table = this.getTableElement(df.id)\n",
       "                table.df = df\n",
       "                for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                    let col = df.cols[i]\n",
       "                    if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n",
       "                }\n",
       "            } else {\n",
       "                const rootDf = this.getTableData(df.rootId)\n",
       "                rootDf.childFrames[df.id] = df\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.computeRenderData = function (df) {\n",
       "            let result = []\n",
       "            let pos = 0\n",
       "            for (let col = 0; col &lt; df.cols.length; col++) {\n",
       "                if (df.cols[col].parent === undefined)\n",
       "                    pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n",
       "            }\n",
       "            for (let i = 0; i &lt; result.length; i++) {\n",
       "                let row = result[i]\n",
       "                for (let j = 0; j &lt; row.length; j++) {\n",
       "                    let cell = row[j]\n",
       "                    if (j === 0)\n",
       "                        cell.leftBd = false\n",
       "                    if (j &lt; row.length - 1) {\n",
       "                        let nextData = row[j + 1]\n",
       "                        if (nextData.leftBd) cell.rightBd = true\n",
       "                        else if (cell.rightBd) nextData.leftBd = true\n",
       "                    } else cell.rightBd = false\n",
       "                }\n",
       "            }\n",
       "            return result\n",
       "        }\n",
       "\n",
       "        this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n",
       "            if (result.length === depth) {\n",
       "                const array = [];\n",
       "                if (pos &gt; 0) {\n",
       "                    let j = 0\n",
       "                    for (let i = 0; j &lt; pos; i++) {\n",
       "                        let c = result[depth - 1][i]\n",
       "                        j += c.span\n",
       "                        let copy = Object.assign({empty: true}, c)\n",
       "                        array.push(copy)\n",
       "                    }\n",
       "                }\n",
       "                result.push(array)\n",
       "            }\n",
       "            const col = cols[colId];\n",
       "            let size = 0;\n",
       "            if (col.expanded) {\n",
       "                let childPos = pos\n",
       "                for (let i = 0; i &lt; col.children.length; i++) {\n",
       "                    let child = col.children[i]\n",
       "                    let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n",
       "                    let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n",
       "                    let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n",
       "                    childPos += childSize\n",
       "                    size += childSize\n",
       "                }\n",
       "            } else {\n",
       "                for (let i = depth + 1; i &lt; result.length; i++)\n",
       "                    result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n",
       "                size = 1\n",
       "            }\n",
       "            let left = leftBorder\n",
       "            let right = rightBorder\n",
       "            if (size &gt; 1) {\n",
       "                left = true\n",
       "                right = true\n",
       "            }\n",
       "            result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n",
       "            return size\n",
       "        }\n",
       "\n",
       "        this.getTableElement = function (id) {\n",
       "            return document.getElementById(&quot;df_&quot; + id)\n",
       "        }\n",
       "\n",
       "        this.getTableData = function (id) {\n",
       "            return this.getTableElement(id).df\n",
       "        }\n",
       "\n",
       "        this.createExpander = function (isExpanded) {\n",
       "            const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n",
       "            let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n",
       "            svg.classList.add(&quot;expanderSvg&quot;)\n",
       "            let path = document.createElementNS(svgNs, &quot;path&quot;)\n",
       "            if (isExpanded) {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n",
       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
       "            let table = this.getTableElement(id)\n",
       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
       "                        } else {\n",
       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;epochIndex: Int&bsol;&quot;&gt;epochIndex&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1996&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1997&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1998&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1999&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;lossValue: Double&bsol;&quot;&gt;lossValue&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334634&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334596&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334558&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334520&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,334482&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;metricValues: List&lt;Double&gt;&bsol;&quot;&gt;metricValues&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4510577917098999&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4510258734226227&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4509936571121216&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.45096150040626526&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;0.4509289562702179&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,5&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;valLossValue: Double&bsol;&quot;&gt;valLossValue&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;valMetricValues: List&lt;Double?&gt;&bsol;&quot;&gt;valMetricValues&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;NaN&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;[&lt;&sol;span&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;NaN&lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;]&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "], id: -721420272, rootId: -721420272, totalRows: 5 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
       "\n",
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       "            <table class=\"dataframe\" id=\"static_df_-721420271\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">epochIndex</th><th class=\"bottomBorder\" style=\"text-align:left\">lossValue</th><th class=\"bottomBorder\" style=\"text-align:left\">metricValues</th><th class=\"bottomBorder\" style=\"text-align:left\">valLossValue</th><th class=\"bottomBorder\" style=\"text-align:left\">valMetricValues</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">1996</td><td  style=\"vertical-align:top\">0,334634</td><td  style=\"vertical-align:top\">[0.4510577917098999]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">1997</td><td  style=\"vertical-align:top\">0,334596</td><td  style=\"vertical-align:top\">[0.4510258734226227]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">1998</td><td  style=\"vertical-align:top\">0,334558</td><td  style=\"vertical-align:top\">[0.4509936571121216]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">1999</td><td  style=\"vertical-align:top\">0,334520</td><td  style=\"vertical-align:top\">[0.45096150040626526]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr><tr><td  style=\"vertical-align:top\">2000</td><td  style=\"vertical-align:top\">0,334482</td><td  style=\"vertical-align:top\">[0.4509289562702179]</td><td  style=\"vertical-align:top\">NaN</td><td  style=\"vertical-align:top\">[NaN]</td></tr></tbody></table>\n",
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      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"epochIndex\",\"lossValue\",\"metricValues\",\"valLossValue\",\"valMetricValues\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List<kotlin.Double>\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List<kotlin.Double?>\"}],\"nrow\":5,\"ncol\":5},\"kotlin_dataframe\":[{\"epochIndex\":1996,\"lossValue\":0.33463382720947266,\"metricValues\":[0.4510577917098999],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":1997,\"lossValue\":0.3345958888530731,\"metricValues\":[0.4510258734226227],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":1998,\"lossValue\":0.3345578610897064,\"metricValues\":[0.4509936571121216],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":1999,\"lossValue\":0.3345198333263397,\"metricValues\":[0.45096150040626526],\"valLossValue\":NaN,\"valMetricValues\":[NaN]},{\"epochIndex\":2000,\"lossValue\":0.3344816267490387,\"metricValues\":[0.4509289562702179],\"valLossValue\":NaN,\"valMetricValues\":[NaN]}]}"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 22
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:20.012287600Z",
     "start_time": "2025-02-17T11:49:19.971286900Z"
    }
   },
   "source": [
    "model2.predictSoftly(testXDL[9])[0]"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.874521"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 23
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:21.719498200Z",
     "start_time": "2025-02-17T11:49:21.692496800Z"
    }
   },
   "source": [
    "testYDL[9]"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 24
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also compare predicted and ground truth values to ensure predictions are correct"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:24.341494500Z",
     "start_time": "2025-02-17T11:49:24.114608400Z"
    }
   },
   "source": [
    "val predicted = testXDL.mapIndexed { i, _ ->\n",
    "    round(model2.predictSoftly(testXDL[i])[0]).toInt()\n",
    "}.toColumn(\"predicted\")\n",
    "\n",
    "val ground_truth = testYDL.mapIndexed { i, _ ->\n",
    "    testYDL[i].toInt()\n",
    "}.toColumn(\"ground_truth\")\n",
    "\n",
    "val predDf = dataFrameOf(predicted, ground_truth)"
   ],
   "outputs": [],
   "execution_count": 25
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:26.624944600Z",
     "start_time": "2025-02-17T11:49:26.592942700Z"
    }
   },
   "source": [
    "predDf.head()"
   ],
   "outputs": [
    {
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       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover &gt; td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "&sol;* formatting *&sol;\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --scroll-bg: #f5f5f5;\n",
       "    --scroll-fg: #b3b3b3;\n",
       "}\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n",
       "    --scroll-bg: #3c3c3c;\n",
       "    --scroll-fg: #97e1fb;\n",
       "}\n",
       "body {\n",
       "    scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n",
       "}\n",
       "body::-webkit-scrollbar {\n",
       "    width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n",
       "    height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n",
       "}\n",
       "body::-webkit-scrollbar-thumb {\n",
       "    background-color: var(--scroll-fg);\n",
       "}\n",
       "body::-webkit-scrollbar-track {\n",
       "    background-color: var(--scroll-bg);\n",
       "}\n",
       "            &lt;&sol;style&gt;\n",
       "        &lt;&sol;head&gt;\n",
       "        &lt;body&gt;\n",
       "            &lt;table class=&quot;dataframe&quot; id=&quot;df_-721420268&quot;&gt;&lt;&sol;table&gt;\n",
       "\n",
       "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 5, columnsCount = 2&lt;&sol;p&gt;\n",
       "\n",
       "        &lt;&sol;body&gt;\n",
       "        &lt;script&gt;\n",
       "            (function () {\n",
       "    window.DataFrame = window.DataFrame || new (function () {\n",
       "        this.addTable = function (df) {\n",
       "            let cols = df.cols;\n",
       "            for (let i = 0; i &lt; cols.length; i++) {\n",
       "                for (let c of cols[i].children) {\n",
       "                    cols[c].parent = i;\n",
       "                }\n",
       "            }\n",
       "            df.nrow = 0\n",
       "            for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n",
       "            }\n",
       "            if (df.id === df.rootId) {\n",
       "                df.expandedFrames = new Set()\n",
       "                df.childFrames = {}\n",
       "                const table = this.getTableElement(df.id)\n",
       "                table.df = df\n",
       "                for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                    let col = df.cols[i]\n",
       "                    if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n",
       "                }\n",
       "            } else {\n",
       "                const rootDf = this.getTableData(df.rootId)\n",
       "                rootDf.childFrames[df.id] = df\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.computeRenderData = function (df) {\n",
       "            let result = []\n",
       "            let pos = 0\n",
       "            for (let col = 0; col &lt; df.cols.length; col++) {\n",
       "                if (df.cols[col].parent === undefined)\n",
       "                    pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n",
       "            }\n",
       "            for (let i = 0; i &lt; result.length; i++) {\n",
       "                let row = result[i]\n",
       "                for (let j = 0; j &lt; row.length; j++) {\n",
       "                    let cell = row[j]\n",
       "                    if (j === 0)\n",
       "                        cell.leftBd = false\n",
       "                    if (j &lt; row.length - 1) {\n",
       "                        let nextData = row[j + 1]\n",
       "                        if (nextData.leftBd) cell.rightBd = true\n",
       "                        else if (cell.rightBd) nextData.leftBd = true\n",
       "                    } else cell.rightBd = false\n",
       "                }\n",
       "            }\n",
       "            return result\n",
       "        }\n",
       "\n",
       "        this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n",
       "            if (result.length === depth) {\n",
       "                const array = [];\n",
       "                if (pos &gt; 0) {\n",
       "                    let j = 0\n",
       "                    for (let i = 0; j &lt; pos; i++) {\n",
       "                        let c = result[depth - 1][i]\n",
       "                        j += c.span\n",
       "                        let copy = Object.assign({empty: true}, c)\n",
       "                        array.push(copy)\n",
       "                    }\n",
       "                }\n",
       "                result.push(array)\n",
       "            }\n",
       "            const col = cols[colId];\n",
       "            let size = 0;\n",
       "            if (col.expanded) {\n",
       "                let childPos = pos\n",
       "                for (let i = 0; i &lt; col.children.length; i++) {\n",
       "                    let child = col.children[i]\n",
       "                    let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n",
       "                    let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n",
       "                    let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n",
       "                    childPos += childSize\n",
       "                    size += childSize\n",
       "                }\n",
       "            } else {\n",
       "                for (let i = depth + 1; i &lt; result.length; i++)\n",
       "                    result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n",
       "                size = 1\n",
       "            }\n",
       "            let left = leftBorder\n",
       "            let right = rightBorder\n",
       "            if (size &gt; 1) {\n",
       "                left = true\n",
       "                right = true\n",
       "            }\n",
       "            result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n",
       "            return size\n",
       "        }\n",
       "\n",
       "        this.getTableElement = function (id) {\n",
       "            return document.getElementById(&quot;df_&quot; + id)\n",
       "        }\n",
       "\n",
       "        this.getTableData = function (id) {\n",
       "            return this.getTableElement(id).df\n",
       "        }\n",
       "\n",
       "        this.createExpander = function (isExpanded) {\n",
       "            const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n",
       "            let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n",
       "            svg.classList.add(&quot;expanderSvg&quot;)\n",
       "            let path = document.createElementNS(svgNs, &quot;path&quot;)\n",
       "            if (isExpanded) {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n",
       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
       "            let table = this.getTableElement(id)\n",
       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
       "                        } else {\n",
       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;predicted: Int&bsol;&quot;&gt;predicted&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;ground_truth: Int&bsol;&quot;&gt;ground_truth&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "], id: -721420268, rootId: -721420268, totalRows: 5 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-721420268) });\n",
       "\n",
       "\n",
       "        &lt;&sol;script&gt;\n",
       "        &lt;&sol;html&gt;\"></iframe>\n",
       "            <script>\n",
       "                function o_resize_iframe_out_11() {\n",
       "                    let elem = document.getElementById(\"iframe_out_11\");\n",
       "                    resize_iframe_out_11(elem);\n",
       "                    setInterval(resize_iframe_out_11, 5000, elem);\n",
       "                }\n",
       "                function resize_iframe_out_11(el) {\n",
       "                    let h = el.contentWindow.document.body.scrollHeight;\n",
       "                    el.height = h === 0 ? 0 : h + 41;\n",
       "                }\n",
       "            </script>        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"static_df_-721420267\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">predicted</th><th class=\"bottomBorder\" style=\"text-align:left\">ground_truth</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">5</td><td  style=\"vertical-align:top\">6</td></tr><tr><td  style=\"vertical-align:top\">5</td><td  style=\"vertical-align:top\">5</td></tr><tr><td  style=\"vertical-align:top\">6</td><td  style=\"vertical-align:top\">7</td></tr><tr><td  style=\"vertical-align:top\">6</td><td  style=\"vertical-align:top\">6</td></tr><tr><td  style=\"vertical-align:top\">6</td><td  style=\"vertical-align:top\">5</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            document.getElementById(\"static_df_-721420267\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ],
      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"predicted\",\"ground_truth\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":5,\"ncol\":2},\"kotlin_dataframe\":[{\"predicted\":5,\"ground_truth\":6},{\"predicted\":5,\"ground_truth\":5},{\"predicted\":6,\"ground_truth\":7},{\"predicted\":6,\"ground_truth\":6},{\"predicted\":6,\"ground_truth\":5}]}"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 26
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:29.146060700Z",
     "start_time": "2025-02-17T11:49:28.822437300Z"
    }
   },
   "source": [
    "val inds = List(10) { it + 1 }\n",
    "val ctab = predDf\n",
    "    .groupBy { ground_truth }.pivotCounts(inward = false) { predicted }\n",
    "    .sortBy { ground_truth }\n",
    "\n",
    "ctab.format { drop(1) }.perRowCol { row, col ->\n",
    "    val y = col.name().toInt()\n",
    "    val x = row.ground_truth\n",
    "    val k = 1.0 - abs(x - y) / 10.0\n",
    "    background(RGBColor(50, (50 + k * 200).toInt().toShort(), 50))\n",
    "}"
   ],
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <iframe onload=\"o_resize_iframe_out_13()\" style=\"width:100%;\" class=\"result_container\" id=\"iframe_out_13\" frameBorder=\"0\" srcdoc=\"        &lt;html&gt;\n",
       "        &lt;head&gt;\n",
       "            &lt;style type=&quot;text&sol;css&quot;&gt;\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover &gt; td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "&sol;* formatting *&sol;\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --scroll-bg: #f5f5f5;\n",
       "    --scroll-fg: #b3b3b3;\n",
       "}\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n",
       "    --scroll-bg: #3c3c3c;\n",
       "    --scroll-fg: #97e1fb;\n",
       "}\n",
       "body {\n",
       "    scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n",
       "}\n",
       "body::-webkit-scrollbar {\n",
       "    width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n",
       "    height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n",
       "}\n",
       "body::-webkit-scrollbar-thumb {\n",
       "    background-color: var(--scroll-fg);\n",
       "}\n",
       "body::-webkit-scrollbar-track {\n",
       "    background-color: var(--scroll-bg);\n",
       "}\n",
       "            &lt;&sol;style&gt;\n",
       "        &lt;&sol;head&gt;\n",
       "        &lt;body&gt;\n",
       "            &lt;table class=&quot;dataframe&quot; id=&quot;df_-721420264&quot;&gt;&lt;&sol;table&gt;\n",
       "\n",
       "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 6, columnsCount = 5&lt;&sol;p&gt;\n",
       "\n",
       "        &lt;&sol;body&gt;\n",
       "        &lt;script&gt;\n",
       "            (function () {\n",
       "    window.DataFrame = window.DataFrame || new (function () {\n",
       "        this.addTable = function (df) {\n",
       "            let cols = df.cols;\n",
       "            for (let i = 0; i &lt; cols.length; i++) {\n",
       "                for (let c of cols[i].children) {\n",
       "                    cols[c].parent = i;\n",
       "                }\n",
       "            }\n",
       "            df.nrow = 0\n",
       "            for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n",
       "            }\n",
       "            if (df.id === df.rootId) {\n",
       "                df.expandedFrames = new Set()\n",
       "                df.childFrames = {}\n",
       "                const table = this.getTableElement(df.id)\n",
       "                table.df = df\n",
       "                for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                    let col = df.cols[i]\n",
       "                    if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n",
       "                }\n",
       "            } else {\n",
       "                const rootDf = this.getTableData(df.rootId)\n",
       "                rootDf.childFrames[df.id] = df\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.computeRenderData = function (df) {\n",
       "            let result = []\n",
       "            let pos = 0\n",
       "            for (let col = 0; col &lt; df.cols.length; col++) {\n",
       "                if (df.cols[col].parent === undefined)\n",
       "                    pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n",
       "            }\n",
       "            for (let i = 0; i &lt; result.length; i++) {\n",
       "                let row = result[i]\n",
       "                for (let j = 0; j &lt; row.length; j++) {\n",
       "                    let cell = row[j]\n",
       "                    if (j === 0)\n",
       "                        cell.leftBd = false\n",
       "                    if (j &lt; row.length - 1) {\n",
       "                        let nextData = row[j + 1]\n",
       "                        if (nextData.leftBd) cell.rightBd = true\n",
       "                        else if (cell.rightBd) nextData.leftBd = true\n",
       "                    } else cell.rightBd = false\n",
       "                }\n",
       "            }\n",
       "            return result\n",
       "        }\n",
       "\n",
       "        this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n",
       "            if (result.length === depth) {\n",
       "                const array = [];\n",
       "                if (pos &gt; 0) {\n",
       "                    let j = 0\n",
       "                    for (let i = 0; j &lt; pos; i++) {\n",
       "                        let c = result[depth - 1][i]\n",
       "                        j += c.span\n",
       "                        let copy = Object.assign({empty: true}, c)\n",
       "                        array.push(copy)\n",
       "                    }\n",
       "                }\n",
       "                result.push(array)\n",
       "            }\n",
       "            const col = cols[colId];\n",
       "            let size = 0;\n",
       "            if (col.expanded) {\n",
       "                let childPos = pos\n",
       "                for (let i = 0; i &lt; col.children.length; i++) {\n",
       "                    let child = col.children[i]\n",
       "                    let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n",
       "                    let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n",
       "                    let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n",
       "                    childPos += childSize\n",
       "                    size += childSize\n",
       "                }\n",
       "            } else {\n",
       "                for (let i = depth + 1; i &lt; result.length; i++)\n",
       "                    result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n",
       "                size = 1\n",
       "            }\n",
       "            let left = leftBorder\n",
       "            let right = rightBorder\n",
       "            if (size &gt; 1) {\n",
       "                left = true\n",
       "                right = true\n",
       "            }\n",
       "            result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n",
       "            return size\n",
       "        }\n",
       "\n",
       "        this.getTableElement = function (id) {\n",
       "            return document.getElementById(&quot;df_&quot; + id)\n",
       "        }\n",
       "\n",
       "        this.getTableData = function (id) {\n",
       "            return this.getTableElement(id).df\n",
       "        }\n",
       "\n",
       "        this.createExpander = function (isExpanded) {\n",
       "            const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n",
       "            let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n",
       "            svg.classList.add(&quot;expanderSvg&quot;)\n",
       "            let path = document.createElementNS(svgNs, &quot;path&quot;)\n",
       "            if (isExpanded) {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n",
       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
       "            let table = this.getTableElement(id)\n",
       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
       "                        } else {\n",
       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;ground_truth: Int&bsol;&quot;&gt;ground_truth&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;5&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;8&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;5: Int&bsol;&quot;&gt;5&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#32d232&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32fa32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;99&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;29&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32d232&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32be32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;6: Int&bsol;&quot;&gt;6&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#32be32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32d232&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;30&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32fa32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;90&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;29&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32d232&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;7: Int&bsol;&quot;&gt;7&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#32aa32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32be32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32d232&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;10&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32fa32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;15&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;4&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;4: Int&bsol;&quot;&gt;4&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32fa32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32e632&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32d232&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32be32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;},{ style: &quot;background-color:#32aa32&quot;, value: &quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;}] }, \n",
       "], id: -721420264, rootId: -721420264, totalRows: 6 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-721420264) });\n",
       "\n",
       "\n",
       "        &lt;&sol;script&gt;\n",
       "        &lt;&sol;html&gt;\"></iframe>\n",
       "            <script>\n",
       "                function o_resize_iframe_out_13() {\n",
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       "                    setInterval(resize_iframe_out_13, 5000, elem);\n",
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       "                function resize_iframe_out_13(el) {\n",
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       "            </script>        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
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       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
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       "    --link-hover: #00688e;\n",
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       "\n",
       "p.dataframe_description {\n",
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       "\n",
       "table.dataframe th, td {\n",
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       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
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       "table.dataframe tbody > tr:hover {\n",
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       "\n",
       "table.dataframe a {\n",
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       "    color: var(--link-color-pale);\n",
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       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
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       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
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       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
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       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
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       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
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       "\n",
       "table.dataframe .numbers {\n",
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       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"static_df_-721420263\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">ground_truth</th><th class=\"bottomBorder\" style=\"text-align:left\">5</th><th class=\"bottomBorder\" style=\"text-align:left\">6</th><th class=\"bottomBorder\" style=\"text-align:left\">7</th><th class=\"bottomBorder\" style=\"text-align:left\">4</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">3</td><td  style=\"vertical-align:top\">1</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">2</td></tr><tr><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">6</td><td  style=\"vertical-align:top\">1</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">2</td></tr><tr><td  style=\"vertical-align:top\">5</td><td  style=\"vertical-align:top\">99</td><td  style=\"vertical-align:top\">30</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">0</td></tr><tr><td  style=\"vertical-align:top\">6</td><td  style=\"vertical-align:top\">29</td><td  style=\"vertical-align:top\">90</td><td  style=\"vertical-align:top\">10</td><td  style=\"vertical-align:top\">0</td></tr><tr><td  style=\"vertical-align:top\">7</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">29</td><td  style=\"vertical-align:top\">15</td><td  style=\"vertical-align:top\">0</td></tr><tr><td  style=\"vertical-align:top\">8</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">1</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">0</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            document.getElementById(\"static_df_-721420263\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ],
      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"ground_truth\",\"5\",\"6\",\"7\",\"4\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":6,\"ncol\":5},\"kotlin_dataframe\":[{\"ground_truth\":3,\"5\":1,\"6\":0,\"7\":0,\"4\":2},{\"ground_truth\":4,\"5\":6,\"6\":1,\"7\":0,\"4\":2},{\"ground_truth\":5,\"5\":99,\"6\":30,\"7\":0,\"4\":0},{\"ground_truth\":6,\"5\":29,\"6\":90,\"7\":10,\"4\":0},{\"ground_truth\":7,\"5\":0,\"6\":29,\"7\":15,\"4\":0},{\"ground_truth\":8,\"5\":0,\"6\":1,\"7\":4,\"4\":0}]}"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 27
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:31.607352700Z",
     "start_time": "2025-02-17T11:49:31.484867800Z"
    }
   },
   "source": [
    "val predDf2 = predDf.add(\"avg_dev\") { abs(predicted - ground_truth) }"
   ],
   "outputs": [],
   "execution_count": 28
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:33.336958700Z",
     "start_time": "2025-02-17T11:49:33.258959100Z"
    }
   },
   "source": [
    "predDf2.avg_dev.cast<Double>().describe()"
   ],
   "outputs": [
    {
     "data": {
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       "        &lt;head&gt;\n",
       "            &lt;style type=&quot;text&sol;css&quot;&gt;\n",
       "                :root {\n",
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       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody &gt; tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover &gt; td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "&sol;* formatting *&sol;\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --scroll-bg: #f5f5f5;\n",
       "    --scroll-fg: #b3b3b3;\n",
       "}\n",
       ":root[theme=&quot;dark&quot;], :root [data-jp-theme-light=&quot;false&quot;]{\n",
       "    --scroll-bg: #3c3c3c;\n",
       "    --scroll-fg: #97e1fb;\n",
       "}\n",
       "body {\n",
       "    scrollbar-color: var(--scroll-fg) var(--scroll-bg);\n",
       "}\n",
       "body::-webkit-scrollbar {\n",
       "    width: 10px; &sol;* Mostly for vertical scrollbars *&sol;\n",
       "    height: 10px; &sol;* Mostly for horizontal scrollbars *&sol;\n",
       "}\n",
       "body::-webkit-scrollbar-thumb {\n",
       "    background-color: var(--scroll-fg);\n",
       "}\n",
       "body::-webkit-scrollbar-track {\n",
       "    background-color: var(--scroll-bg);\n",
       "}\n",
       "            &lt;&sol;style&gt;\n",
       "        &lt;&sol;head&gt;\n",
       "        &lt;body&gt;\n",
       "            &lt;table class=&quot;dataframe&quot; id=&quot;df_-721420260&quot;&gt;&lt;&sol;table&gt;\n",
       "\n",
       "&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 1, columnsCount = 12&lt;&sol;p&gt;\n",
       "\n",
       "        &lt;&sol;body&gt;\n",
       "        &lt;script&gt;\n",
       "            (function () {\n",
       "    window.DataFrame = window.DataFrame || new (function () {\n",
       "        this.addTable = function (df) {\n",
       "            let cols = df.cols;\n",
       "            for (let i = 0; i &lt; cols.length; i++) {\n",
       "                for (let c of cols[i].children) {\n",
       "                    cols[c].parent = i;\n",
       "                }\n",
       "            }\n",
       "            df.nrow = 0\n",
       "            for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                if (df.cols[i].values.length &gt; df.nrow) df.nrow = df.cols[i].values.length\n",
       "            }\n",
       "            if (df.id === df.rootId) {\n",
       "                df.expandedFrames = new Set()\n",
       "                df.childFrames = {}\n",
       "                const table = this.getTableElement(df.id)\n",
       "                table.df = df\n",
       "                for (let i = 0; i &lt; df.cols.length; i++) {\n",
       "                    let col = df.cols[i]\n",
       "                    if (col.parent === undefined &amp;&amp; col.children.length &gt; 0) col.expanded = true\n",
       "                }\n",
       "            } else {\n",
       "                const rootDf = this.getTableData(df.rootId)\n",
       "                rootDf.childFrames[df.id] = df\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.computeRenderData = function (df) {\n",
       "            let result = []\n",
       "            let pos = 0\n",
       "            for (let col = 0; col &lt; df.cols.length; col++) {\n",
       "                if (df.cols[col].parent === undefined)\n",
       "                    pos += this.computeRenderDataRec(df.cols, col, pos, 0, result, false, false)\n",
       "            }\n",
       "            for (let i = 0; i &lt; result.length; i++) {\n",
       "                let row = result[i]\n",
       "                for (let j = 0; j &lt; row.length; j++) {\n",
       "                    let cell = row[j]\n",
       "                    if (j === 0)\n",
       "                        cell.leftBd = false\n",
       "                    if (j &lt; row.length - 1) {\n",
       "                        let nextData = row[j + 1]\n",
       "                        if (nextData.leftBd) cell.rightBd = true\n",
       "                        else if (cell.rightBd) nextData.leftBd = true\n",
       "                    } else cell.rightBd = false\n",
       "                }\n",
       "            }\n",
       "            return result\n",
       "        }\n",
       "\n",
       "        this.computeRenderDataRec = function (cols, colId, pos, depth, result, leftBorder, rightBorder) {\n",
       "            if (result.length === depth) {\n",
       "                const array = [];\n",
       "                if (pos &gt; 0) {\n",
       "                    let j = 0\n",
       "                    for (let i = 0; j &lt; pos; i++) {\n",
       "                        let c = result[depth - 1][i]\n",
       "                        j += c.span\n",
       "                        let copy = Object.assign({empty: true}, c)\n",
       "                        array.push(copy)\n",
       "                    }\n",
       "                }\n",
       "                result.push(array)\n",
       "            }\n",
       "            const col = cols[colId];\n",
       "            let size = 0;\n",
       "            if (col.expanded) {\n",
       "                let childPos = pos\n",
       "                for (let i = 0; i &lt; col.children.length; i++) {\n",
       "                    let child = col.children[i]\n",
       "                    let childLeft = i === 0 &amp;&amp; (col.children.length &gt; 1 || leftBorder)\n",
       "                    let childRight = i === col.children.length - 1 &amp;&amp; (col.children.length &gt; 1 || rightBorder)\n",
       "                    let childSize = this.computeRenderDataRec(cols, child, childPos, depth + 1, result, childLeft, childRight)\n",
       "                    childPos += childSize\n",
       "                    size += childSize\n",
       "                }\n",
       "            } else {\n",
       "                for (let i = depth + 1; i &lt; result.length; i++)\n",
       "                    result[i].push({id: colId, span: 1, leftBd: leftBorder, rightBd: rightBorder, empty: true})\n",
       "                size = 1\n",
       "            }\n",
       "            let left = leftBorder\n",
       "            let right = rightBorder\n",
       "            if (size &gt; 1) {\n",
       "                left = true\n",
       "                right = true\n",
       "            }\n",
       "            result[depth].push({id: colId, span: size, leftBd: left, rightBd: right})\n",
       "            return size\n",
       "        }\n",
       "\n",
       "        this.getTableElement = function (id) {\n",
       "            return document.getElementById(&quot;df_&quot; + id)\n",
       "        }\n",
       "\n",
       "        this.getTableData = function (id) {\n",
       "            return this.getTableElement(id).df\n",
       "        }\n",
       "\n",
       "        this.createExpander = function (isExpanded) {\n",
       "            const svgNs = &quot;http:&sol;&sol;www.w3.org&sol;2000&sol;svg&quot;\n",
       "            let svg = document.createElementNS(svgNs, &quot;svg&quot;)\n",
       "            svg.classList.add(&quot;expanderSvg&quot;)\n",
       "            let path = document.createElementNS(svgNs, &quot;path&quot;)\n",
       "            if (isExpanded) {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;0 -2 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 4 4 4 -4 -1 -1 -3 3Z&quot;)\n",
       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
       "            let table = this.getTableElement(id)\n",
       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
       "                        } else {\n",
       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;name: String&bsol;&quot;&gt;name&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;avg_dev&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;type: String&bsol;&quot;&gt;type&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;Int&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;count: Int&bsol;&quot;&gt;count&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;319&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;unique: Int&bsol;&quot;&gt;unique&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;3&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;nulls: Int&bsol;&quot;&gt;nulls&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;top: Int&bsol;&quot;&gt;top&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;freq: Int&bsol;&quot;&gt;freq&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;206&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;mean: Double&bsol;&quot;&gt;mean&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,363636&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;std: Double&bsol;&quot;&gt;std&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0,501000&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;min: Int&bsol;&quot;&gt;min&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;median: Int&bsol;&quot;&gt;median&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;0&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;max: Int&bsol;&quot;&gt;max&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;2&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "], id: -721420260, rootId: -721420260, totalRows: 1 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
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       "call_DataFrame(function() { DataFrame.renderTable(-721420260) });\n",
       "\n",
       "\n",
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       "            </script>        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
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       "\n",
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       "    background: var(--background-hover);\n",
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       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"static_df_-721420259\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">name</th><th class=\"bottomBorder\" style=\"text-align:left\">type</th><th class=\"bottomBorder\" style=\"text-align:left\">count</th><th class=\"bottomBorder\" style=\"text-align:left\">unique</th><th class=\"bottomBorder\" style=\"text-align:left\">nulls</th><th class=\"bottomBorder\" style=\"text-align:left\">top</th><th class=\"bottomBorder\" style=\"text-align:left\">freq</th><th class=\"bottomBorder\" style=\"text-align:left\">mean</th><th class=\"bottomBorder\" style=\"text-align:left\">std</th><th class=\"bottomBorder\" style=\"text-align:left\">min</th><th class=\"bottomBorder\" style=\"text-align:left\">median</th><th class=\"bottomBorder\" style=\"text-align:left\">max</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">avg_dev</td><td  style=\"vertical-align:top\">Int</td><td  style=\"vertical-align:top\">319</td><td  style=\"vertical-align:top\">3</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">206</td><td  style=\"vertical-align:top\">0,363636</td><td  style=\"vertical-align:top\">0,501000</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">0</td><td  style=\"vertical-align:top\">2</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            document.getElementById(\"static_df_-721420259\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ],
      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"name\",\"type\",\"count\",\"unique\",\"nulls\",\"top\",\"freq\",\"mean\",\"std\",\"min\",\"median\",\"max\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Double\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":1,\"ncol\":12},\"kotlin_dataframe\":[{\"name\":\"avg_dev\",\"type\":\"Int\",\"count\":319,\"unique\":3,\"nulls\":0,\"top\":0,\"freq\":206,\"mean\":0.36363636363636365,\"std\":0.5009995726098865,\"min\":0,\"median\":0,\"max\":2}]}"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 29
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:35.595394100Z",
     "start_time": "2025-02-17T11:49:35.527781400Z"
    }
   },
   "source": [
    "predDf2.sortBy { avg_dev }[(0.7 * (319 - 1)).toInt()]"
   ],
   "outputs": [
    {
     "data": {
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       "            } else {\n",
       "                svg.setAttribute(&quot;viewBox&quot;, &quot;-2 0 8 8&quot;)\n",
       "                path.setAttribute(&quot;d&quot;, &quot;M1 0 l-1 1 3 3 -3 3 1 1 4 -4Z&quot;)\n",
       "            }\n",
       "            path.setAttribute(&quot;fill&quot;, &quot;currentColor&quot;)\n",
       "            svg.appendChild(path)\n",
       "            return svg\n",
       "        }\n",
       "\n",
       "        this.renderTable = function (id) {\n",
       "\n",
       "            let table = this.getTableElement(id)\n",
       "\n",
       "            if (table === null) return\n",
       "\n",
       "            table.innerHTML = &quot;&quot;\n",
       "\n",
       "            let df = table.df\n",
       "            let rootDf = df.rootId === df.id ? df : this.getTableData(df.rootId)\n",
       "\n",
       "            &sol;&sol; header\n",
       "            let header = document.createElement(&quot;thead&quot;)\n",
       "            table.appendChild(header)\n",
       "\n",
       "            let renderData = this.computeRenderData(df)\n",
       "            for (let j = 0; j &lt; renderData.length; j++) {\n",
       "                let rowData = renderData[j]\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                let isLastRow = j === renderData.length - 1\n",
       "                header.appendChild(tr);\n",
       "                for (let i = 0; i &lt; rowData.length; i++) {\n",
       "                    let cell = rowData[i]\n",
       "                    let th = document.createElement(&quot;th&quot;);\n",
       "                    th.setAttribute(&quot;colspan&quot;, cell.span)\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId];\n",
       "                    if (!cell.empty) {\n",
       "                        if (col.children.length === 0) {\n",
       "                            th.innerHTML = col.name\n",
       "                        } else {\n",
       "                            let link = document.createElement(&quot;a&quot;)\n",
       "                            link.className = &quot;expander&quot;\n",
       "                            let that = this\n",
       "                            link.onclick = function () {\n",
       "                                col.expanded = !col.expanded\n",
       "                                that.renderTable(id)\n",
       "                            }\n",
       "                            link.appendChild(this.createExpander(col.expanded))\n",
       "                            link.innerHTML += col.name\n",
       "                            th.appendChild(link)\n",
       "                        }\n",
       "                    }\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (isLastRow)\n",
       "                        classes += &quot; bottomBorder&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        th.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(th)\n",
       "                }\n",
       "            }\n",
       "\n",
       "            &sol;&sol; body\n",
       "            let body = document.createElement(&quot;tbody&quot;)\n",
       "            table.appendChild(body)\n",
       "\n",
       "            let columns = renderData.pop()\n",
       "            for (let row = 0; row &lt; df.nrow; row++) {\n",
       "                let tr = document.createElement(&quot;tr&quot;);\n",
       "                body.appendChild(tr)\n",
       "                for (let i = 0; i &lt; columns.length; i++) {\n",
       "                    let cell = columns[i]\n",
       "                    let td = document.createElement(&quot;td&quot;);\n",
       "                    let colId = cell.id\n",
       "                    let col = df.cols[colId]\n",
       "                    let classes = (cell.leftBd ? &quot; leftBorder&quot; : &quot;&quot;) + (cell.rightBd ? &quot; rightBorder&quot; : &quot;&quot;)\n",
       "                    if (col.rightAlign)\n",
       "                        classes += &quot; rightAlign&quot;\n",
       "                    if (classes.length &gt; 0)\n",
       "                        td.setAttribute(&quot;class&quot;, classes)\n",
       "                    tr.appendChild(td)\n",
       "                    let value = col.values[row]\n",
       "                    if (value.frameId !== undefined) {\n",
       "                        let frameId = value.frameId\n",
       "                        let expanded = rootDf.expandedFrames.has(frameId)\n",
       "                        let link = document.createElement(&quot;a&quot;)\n",
       "                        link.className = &quot;expander&quot;\n",
       "                        let that = this\n",
       "                        link.onclick = function () {\n",
       "                            if (rootDf.expandedFrames.has(frameId))\n",
       "                                rootDf.expandedFrames.delete(frameId)\n",
       "                            else rootDf.expandedFrames.add(frameId)\n",
       "                            that.renderTable(id)\n",
       "                        }\n",
       "                        link.appendChild(this.createExpander(expanded))\n",
       "                        link.innerHTML += value.value\n",
       "                        if (expanded) {\n",
       "                            td.appendChild(link)\n",
       "                            td.appendChild(document.createElement(&quot;p&quot;))\n",
       "                            const childTable = document.createElement(&quot;table&quot;)\n",
       "                            childTable.className = &quot;dataframe&quot;\n",
       "                            childTable.id = &quot;df_&quot; + frameId\n",
       "                            let childDf = rootDf.childFrames[frameId]\n",
       "                            childTable.df = childDf\n",
       "                            td.appendChild(childTable)\n",
       "                            this.renderTable(frameId)\n",
       "                            if (childDf.nrow !== childDf.totalRows) {\n",
       "                                const footer = document.createElement(&quot;p&quot;)\n",
       "                                footer.innerText = `... showing only top ${childDf.nrow} of ${childDf.totalRows} rows`\n",
       "                                td.appendChild(footer)\n",
       "                            }\n",
       "                        } else {\n",
       "                            td.appendChild(link)\n",
       "                        }\n",
       "                    } else if (value.style !== undefined) {\n",
       "                        td.innerHTML = value.value\n",
       "                        td.setAttribute(&quot;style&quot;, value.style)\n",
       "                    } else td.innerHTML = value\n",
       "                    this.nodeScriptReplace(td)\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "\n",
       "        this.nodeScriptReplace = function (node) {\n",
       "            if (this.nodeScriptIs(node) === true) {\n",
       "                node.parentNode.replaceChild(this.nodeScriptClone(node), node);\n",
       "            } else {\n",
       "                let i = -1, children = node.childNodes;\n",
       "                while (++i &lt; children.length) {\n",
       "                    this.nodeScriptReplace(children[i]);\n",
       "                }\n",
       "            }\n",
       "\n",
       "            return node;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptClone = function (node) {\n",
       "            let script = document.createElement(&quot;script&quot;);\n",
       "            script.text = node.innerHTML;\n",
       "\n",
       "            let i = -1, attrs = node.attributes, attr;\n",
       "            while (++i &lt; attrs.length) {\n",
       "                script.setAttribute((attr = attrs[i]).name, attr.value);\n",
       "            }\n",
       "            return script;\n",
       "        }\n",
       "\n",
       "        this.nodeScriptIs = function (node) {\n",
       "            return node.tagName === 'SCRIPT';\n",
       "        }\n",
       "    })()\n",
       "\n",
       "    window.call_DataFrame = function (f) {\n",
       "        return f();\n",
       "    };\n",
       "\n",
       "    let funQueue = window[&quot;kotlinQueues&quot;] &amp;&amp; window[&quot;kotlinQueues&quot;][&quot;DataFrame&quot;];\n",
       "    if (funQueue) {\n",
       "        funQueue.forEach(function (f) {\n",
       "            f();\n",
       "        });\n",
       "        funQueue = [];\n",
       "    }\n",
       "})()\n",
       "\n",
       "&sol;*&lt;!--*&sol;\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: &quot;&lt;span title=&bsol;&quot;predicted: Int&bsol;&quot;&gt;predicted&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;6&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;ground_truth: Int&bsol;&quot;&gt;ground_truth&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;7&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "{ name: &quot;&lt;span title=&bsol;&quot;avg_dev: Int&bsol;&quot;&gt;avg_dev&lt;&sol;span&gt;&quot;, children: [], rightAlign: true, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;numbers&bsol;&quot;&gt;1&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
       "], id: -721420256, rootId: -721420256, totalRows: 1 } ) });\n",
       "&sol;*--&gt;*&sol;\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-721420256) });\n",
       "\n",
       "\n",
       "        &lt;&sol;script&gt;\n",
       "        &lt;&sol;html&gt;\"></iframe>\n",
       "            <script>\n",
       "                function o_resize_iframe_out_17() {\n",
       "                    let elem = document.getElementById(\"iframe_out_17\");\n",
       "                    resize_iframe_out_17(elem);\n",
       "                    setInterval(resize_iframe_out_17, 5000, elem);\n",
       "                }\n",
       "                function resize_iframe_out_17(el) {\n",
       "                    let h = el.contentWindow.document.body.scrollHeight;\n",
       "                    el.height = h === 0 ? 0 : h + 41;\n",
       "                }\n",
       "            </script>        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"static_df_-721420255\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">predicted</th><th class=\"bottomBorder\" style=\"text-align:left\">ground_truth</th><th class=\"bottomBorder\" style=\"text-align:left\">avg_dev</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">6</td><td  style=\"vertical-align:top\">7</td><td  style=\"vertical-align:top\">1</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            document.getElementById(\"static_df_-721420255\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ],
      "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"predicted\",\"ground_truth\",\"avg_dev\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":1,\"ncol\":3},\"kotlin_dataframe\":[{\"predicted\":6,\"ground_truth\":7,\"avg_dev\":1}]}"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 30
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-17T11:49:37.349184900Z",
     "start_time": "2025-02-17T11:49:37.320183100Z"
    }
   },
   "source": [
    "model2.close()"
   ],
   "outputs": [],
   "execution_count": 31
  }
 ],
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