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Jolanrensen/df-std-exception.ipynb

Created June 6, 2024 13:16
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df-std-exception.ipynb
{
"cells": [
{
"cell_type": "code",
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2024-06-06T13:12:07.969748095Z",
"start_time": "2024-06-06T13:12:01.217468924Z"
}
},
"source": "%use dataframe",
"outputs": [],
"execution_count": 1
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-06T13:12:15.282384352Z",
"start_time": "2024-06-06T13:12:14.151517445Z"
}
},
"cell_type": "code",
"source": [
"val df = dataFrameOf(\"firstName\", \"lastName\", \"age\", \"city\", \"weight\", \"isHappy\")(\n",
" \"Alice\", \"Cooper\", 15, \"London\", 54, true,\n",
" \"Bob\", \"Dylan\", 45, \"Dubai\", 87, true,\n",
" \"Charlie\", \"Daniels\", 20, \"Moscow\", null, false,\n",
" \"Charlie\", \"Chaplin\", 40, \"Milan\", null, true,\n",
" \"Bob\", \"Marley\", 30, \"Tokyo\", 68, true,\n",
" \"Alice\", \"Wolf\", 20, null, 55, false,\n",
" \"Charlie\", \"Byrd\", 30, \"Moscow\", 90, true\n",
").group(\"firstName\", \"lastName\").into(\"name\")\n",
"df"
],
"outputs": [
{
"data": {
"text/html": [
" <iframe onload=\"o_resize_iframe_out_1()\" style=\"width:100%;\" class=\"result_container\" id=\"iframe_out_1\" frameBorder=\"0\" srcdoc=\" &lt;html theme='dark'&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",
"}\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_1879048192&quot;&gt;&lt;&sol;table&gt;\n",
"\n",
"&lt;p class=&quot;dataframe_description&quot;&gt;DataFrame: rowsCount = 7, 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;firstName: String&bsol;&quot;&gt;firstName&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;Alice&quot;,&quot;Bob&quot;,&quot;Charlie&quot;,&quot;Charlie&quot;,&quot;Bob&quot;,&quot;Alice&quot;,&quot;Charlie&quot;] }, \n",
"{ name: &quot;&lt;span title=&bsol;&quot;lastName: String&bsol;&quot;&gt;lastName&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;Cooper&quot;,&quot;Dylan&quot;,&quot;Daniels&quot;,&quot;Chaplin&quot;,&quot;Marley&quot;,&quot;Wolf&quot;,&quot;Byrd&quot;] }, \n",
"{ name: &quot;&lt;span title=&bsol;&quot;name: DataRow&lt;*&gt;&bsol;&quot;&gt;name&lt;&sol;span&gt;&quot;, children: [0, 1], rightAlign: false, values: [&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;firstName: Alice&bsol;nlastName: Cooper&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;{ &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;firstName: &lt;&sol;span&gt;Alice&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;, &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;lastName: &lt;&sol;span&gt;Cooper&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;firstName: Bob&bsol;nlastName: Dylan&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;{ &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;firstName: &lt;&sol;span&gt;Bob&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;, &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;lastName: &lt;&sol;span&gt;Dylan&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;firstName: Charlie&bsol;nlastName: Daniels&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;{ &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;firstName: &lt;&sol;span&gt;Charlie&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;, &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;lastName: &lt;&sol;span&gt;Dan&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&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;firstName: Charlie&bsol;nlastName: Chaplin&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;{ &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;firstName: &lt;&sol;span&gt;Charlie&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;, &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;lastName: &lt;&sol;span&gt;Cha&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;...&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;firstName: Bob&bsol;nlastName: Marley&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;{ &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;firstName: &lt;&sol;span&gt;Bob&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;, &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;lastName: &lt;&sol;span&gt;Marley&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;firstName: Alice&bsol;nlastName: Wolf&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;{ &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;firstName: &lt;&sol;span&gt;Alice&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;, &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;lastName: &lt;&sol;span&gt;Wolf&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;firstName: Charlie&bsol;nlastName: Byrd&bsol;&quot;&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;{ &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;firstName: &lt;&sol;span&gt;Charlie&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;, &lt;&sol;span&gt;&lt;span class=&bsol;&quot;structural&bsol;&quot;&gt;lastName: &lt;&sol;span&gt;Byrd&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;age: Int&bsol;&quot;&gt;age&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;15&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;45&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;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;40&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;30&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;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;30&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
"{ name: &quot;&lt;span title=&bsol;&quot;city: String?&bsol;&quot;&gt;city&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;London&quot;,&quot;Dubai&quot;,&quot;Moscow&quot;,&quot;Milan&quot;,&quot;Tokyo&quot;,&quot;&lt;span class=&bsol;&quot;formatted&bsol;&quot; title=&bsol;&quot;&bsol;&quot;&gt;&lt;span class=&bsol;&quot;null&bsol;&quot;&gt;null&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;,&quot;Moscow&quot;] }, \n",
"{ name: &quot;&lt;span title=&bsol;&quot;weight: Int?&bsol;&quot;&gt;weight&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;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;87&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;null&bsol;&quot;&gt;null&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;null&bsol;&quot;&gt;null&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;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;55&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;90&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
"{ name: &quot;&lt;span title=&bsol;&quot;isHappy: Boolean&bsol;&quot;&gt;isHappy&lt;&sol;span&gt;&quot;, children: [], rightAlign: false, values: [&quot;true&quot;,&quot;true&quot;,&quot;false&quot;,&quot;true&quot;,&quot;true&quot;,&quot;false&quot;,&quot;true&quot;] }, \n",
"], id: 1879048192, rootId: 1879048192, totalRows: 7 } ) });\n",
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" <table class=\"dataframe\" id=\"static_df_1879048193\"><thead><tr><th style=\"text-align:left\">name</th><th class=\"rightBorder\" style=\"text-align:left\"></th><th style=\"text-align:left\">age</th><th style=\"text-align:left\">city</th><th style=\"text-align:left\">weight</th><th style=\"text-align:left\">isHappy</th></tr><tr><th class=\"bottomBorder\" style=\"text-align:left\">firstName</th><th class=\"bottomBorder rightBorder\" style=\"text-align:left\">lastName</th><th class=\"bottomBorder\" style=\"text-align:left\"></th><th class=\"bottomBorder\" style=\"text-align:left\"></th><th class=\"bottomBorder\" style=\"text-align:left\"></th><th class=\"bottomBorder\" style=\"text-align:left\"></th></tr></thead><tbody><tr><td style=\"vertical-align:top\">Alice</td><td class=\"rightBorder\" style=\"vertical-align:top\">Cooper</td><td style=\"vertical-align:top\">15</td><td style=\"vertical-align:top\">London</td><td style=\"vertical-align:top\">54</td><td style=\"vertical-align:top\">true</td></tr><tr><td style=\"vertical-align:top\">Bob</td><td class=\"rightBorder\" style=\"vertical-align:top\">Dylan</td><td style=\"vertical-align:top\">45</td><td style=\"vertical-align:top\">Dubai</td><td style=\"vertical-align:top\">87</td><td style=\"vertical-align:top\">true</td></tr><tr><td style=\"vertical-align:top\">Charlie</td><td class=\"rightBorder\" style=\"vertical-align:top\">Daniels</td><td style=\"vertical-align:top\">20</td><td style=\"vertical-align:top\">Moscow</td><td style=\"vertical-align:top\">null</td><td style=\"vertical-align:top\">false</td></tr><tr><td style=\"vertical-align:top\">Charlie</td><td class=\"rightBorder\" style=\"vertical-align:top\">Chaplin</td><td style=\"vertical-align:top\">40</td><td style=\"vertical-align:top\">Milan</td><td style=\"vertical-align:top\">null</td><td style=\"vertical-align:top\">true</td></tr><tr><td style=\"vertical-align:top\">Bob</td><td class=\"rightBorder\" style=\"vertical-align:top\">Marley</td><td style=\"vertical-align:top\">30</td><td style=\"vertical-align:top\">Tokyo</td><td style=\"vertical-align:top\">68</td><td style=\"vertical-align:top\">true</td></tr><tr><td style=\"vertical-align:top\">Alice</td><td class=\"rightBorder\" style=\"vertical-align:top\">Wolf</td><td style=\"vertical-align:top\">20</td><td style=\"vertical-align:top\">null</td><td style=\"vertical-align:top\">55</td><td style=\"vertical-align:top\">false</td></tr><tr><td style=\"vertical-align:top\">Charlie</td><td class=\"rightBorder\" style=\"vertical-align:top\">Byrd</td><td style=\"vertical-align:top\">30</td><td style=\"vertical-align:top\">Moscow</td><td style=\"vertical-align:top\">90</td><td style=\"vertical-align:top\">true</td></tr></tbody></table>\n",
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" document.getElementById(\"static_df_1879048193\").style.display = \"none\";\n",
" </script>\n",
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],
"application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"name\",\"age\",\"city\",\"weight\",\"isHappy\"],\"nrow\":7,\"ncol\":5},\"kotlin_dataframe\":[{\"name\":{\"data\":{\"firstName\":\"Alice\",\"lastName\":\"Cooper\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"age\":15,\"city\":\"London\",\"weight\":54,\"isHappy\":true},{\"name\":{\"data\":{\"firstName\":\"Bob\",\"lastName\":\"Dylan\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"age\":45,\"city\":\"Dubai\",\"weight\":87,\"isHappy\":true},{\"name\":{\"data\":{\"firstName\":\"Charlie\",\"lastName\":\"Daniels\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"age\":20,\"city\":\"Moscow\",\"weight\":null,\"isHappy\":false},{\"name\":{\"data\":{\"firstName\":\"Charlie\",\"lastName\":\"Chaplin\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"age\":40,\"city\":\"Milan\",\"weight\":null,\"isHappy\":true},{\"name\":{\"data\":{\"firstName\":\"Bob\",\"lastName\":\"Marley\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"age\":30,\"city\":\"Tokyo\",\"weight\":68,\"isHappy\":true},{\"name\":{\"data\":{\"firstName\":\"Alice\",\"lastName\":\"Wolf\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"age\":20,\"city\":null,\"weight\":55,\"isHappy\":false},{\"name\":{\"data\":{\"firstName\":\"Charlie\",\"lastName\":\"Byrd\"},\"metadata\":{\"kind\":\"ColumnGroup\"}},\"age\":30,\"city\":\"Moscow\",\"weight\":90,\"isHappy\":true}]}"
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 3
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-06T13:14:18.156168097Z",
"start_time": "2024-06-06T13:14:17.914760889Z"
}
},
"cell_type": "code",
"source": [
"val std = df.std()\n",
"std"
],
"outputs": [
{
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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",
"}\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_1879048206&quot;&gt;&lt;&sol;table&gt;\n",
"\n",
"&lt;p class=&quot;dataframe_description&quot;&gt;DataRow: index = 0, 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;age: Int&bsol;&quot;&gt;age&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;1.107335e+01&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
"{ name: &quot;&lt;span title=&bsol;&quot;weight: Int&bsol;&quot;&gt;weight&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;1.710848e+01&lt;&sol;span&gt;&lt;&sol;span&gt;&quot;] }, \n",
"], id: 1879048206, rootId: 1879048206, totalRows: 1 } ) });\n",
"&sol;*--&gt;*&sol;\n",
"\n",
"call_DataFrame(function() { DataFrame.renderTable(1879048206) });\n",
"\n",
"\n",
" &lt;&sol;script&gt;\n",
" &lt;&sol;html&gt;\"></iframe>\n",
" <script>\n",
" function o_resize_iframe_out_8() {\n",
" let elem = document.getElementById(\"iframe_out_8\");\n",
" resize_iframe_out_8(elem);\n",
" setInterval(resize_iframe_out_8, 5000, elem);\n",
" }\n",
" function resize_iframe_out_8(el) {\n",
" let h = el.contentWindow.document.body.scrollHeight;\n",
" el.height = h === 0 ? 0 : h + 41;\n",
" }\n",
" </script> <html theme='dark'>\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",
"}\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_1879048207\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">age</th><th class=\"bottomBorder\" style=\"text-align:left\">weight</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">11.073349</td><td style=\"vertical-align:top\">17.108477</td></tr></tbody></table>\n",
" </body>\n",
" <script>\n",
" document.getElementById(\"static_df_1879048207\").style.display = \"none\";\n",
" </script>\n",
" </html>"
],
"application/kotlindataframe+json": "{\"$version\":\"2.0.0\",\"metadata\":{\"columns\":[\"age\",\"weight\"],\"nrow\":1,\"ncol\":2},\"kotlin_dataframe\":[{\"age\":11.073348527841414,\"weight\":17.108477430794363}]}"
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 11
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-06T13:16:28.627576998Z",
"start_time": "2024-06-06T13:16:28.587421653Z"
}
},
"cell_type": "code",
"source": "std.schema()",
"outputs": [
{
"data": {
"text/plain": [
"age: Int\n",
"weight: Int"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 13
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-06-06T13:14:23.920348863Z",
"start_time": "2024-06-06T13:14:23.878118903Z"
}
},
"cell_type": "code",
"source": "std.age",
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"class java.lang.Double cannot be cast to class java.lang.Integer (java.lang.Double and java.lang.Integer are in module java.base of loader 'bootstrap')\n",
"java.lang.ClassCastException: class java.lang.Double cannot be cast to class java.lang.Integer (java.lang.Double and java.lang.Integer are in module java.base of loader 'bootstrap')\n",
"\tat Line_23_jupyter._DataFrameType2_age(Line_23.jupyter.kts:5)\n",
"\tat Line_26_jupyter.<init>(Line_26.jupyter.kts:1)\n",
"\tat java.base/jdk.internal.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)\n",
"\tat java.base/jdk.internal.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:77)\n",
"\tat java.base/jdk.internal.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)\n",
"\tat java.base/java.lang.reflect.Constructor.newInstanceWithCaller(Constructor.java:499)\n",
"\tat java.base/java.lang.reflect.Constructor.newInstance(Constructor.java:480)\n",
"\tat kotlin.script.experimental.jvm.BasicJvmScriptEvaluator.evalWithConfigAndOtherScriptsResults(BasicJvmScriptEvaluator.kt:122)\n",
"\tat kotlin.script.experimental.jvm.BasicJvmScriptEvaluator.invoke$suspendImpl(BasicJvmScriptEvaluator.kt:48)\n",
"\tat kotlin.script.experimental.jvm.BasicJvmScriptEvaluator.invoke(BasicJvmScriptEvaluator.kt)\n",
"\tat kotlin.script.experimental.jvm.BasicJvmReplEvaluator.eval(BasicJvmReplEvaluator.kt:49)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.InternalEvaluatorImpl$eval$resultWithDiagnostics$1.invokeSuspend(InternalEvaluatorImpl.kt:127)\n",
"\tat kotlin.coroutines.jvm.internal.BaseContinuationImpl.resumeWith(ContinuationImpl.kt:33)\n",
"\tat kotlinx.coroutines.DispatchedTask.run(DispatchedTask.kt:104)\n",
"\tat kotlinx.coroutines.EventLoopImplBase.processNextEvent(EventLoop.common.kt:277)\n",
"\tat kotlinx.coroutines.BlockingCoroutine.joinBlocking(Builders.kt:95)\n",
"\tat kotlinx.coroutines.BuildersKt__BuildersKt.runBlocking(Builders.kt:69)\n",
"\tat kotlinx.coroutines.BuildersKt.runBlocking(Unknown Source)\n",
"\tat kotlinx.coroutines.BuildersKt__BuildersKt.runBlocking$default(Builders.kt:48)\n",
"\tat kotlinx.coroutines.BuildersKt.runBlocking$default(Unknown Source)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.InternalEvaluatorImpl.eval(InternalEvaluatorImpl.kt:127)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.CellExecutorImpl$execute$1$result$1.invoke(CellExecutorImpl.kt:79)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.CellExecutorImpl$execute$1$result$1.invoke(CellExecutorImpl.kt:77)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.withHost(ReplForJupyterImpl.kt:758)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.CellExecutorImpl.execute(CellExecutorImpl.kt:77)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.execution.CellExecutor$DefaultImpls.execute$default(CellExecutor.kt:12)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.evaluateUserCode(ReplForJupyterImpl.kt:581)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.access$evaluateUserCode(ReplForJupyterImpl.kt:136)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl$evalEx$1.invoke(ReplForJupyterImpl.kt:439)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl$evalEx$1.invoke(ReplForJupyterImpl.kt:436)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.withEvalContext(ReplForJupyterImpl.kt:417)\n",
"\tat org.jetbrains.kotlinx.jupyter.repl.impl.ReplForJupyterImpl.evalEx(ReplForJupyterImpl.kt:436)\n",
"\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$processExecuteRequest$1$response$1$1.invoke(IdeCompatibleMessageRequestProcessor.kt:140)\n",
"\tat org.jetbrains.kotlinx.jupyter.messaging.IdeCompatibleMessageRequestProcessor$processExecuteRequest$1$response$1$1.invoke(IdeCompatibleMessageRequestProcessor.kt:139)\n",
"\tat org.jetbrains.kotlinx.jupyter.execution.JupyterExecutorImpl$Task.execute(JupyterExecutorImpl.kt:42)\n",
"\tat org.jetbrains.kotlinx.jupyter.execution.JupyterExecutorImpl$executorThread$1.invoke(JupyterExecutorImpl.kt:82)\n",
"\tat org.jetbrains.kotlinx.jupyter.execution.JupyterExecutorImpl$executorThread$1.invoke(JupyterExecutorImpl.kt:80)\n",
"\tat kotlin.concurrent.ThreadsKt$thread$thread$1.run(Thread.kt:30)\n"
]
}
],
"execution_count": 12
},
{
"metadata": {},
"cell_type": "code",
"outputs": [],
"execution_count": null,
"source": ""
}
],
"metadata": {
"kernelspec": {
"display_name": "Kotlin",
"language": "kotlin",
"name": "kotlin"
},
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"mimetype": "text/x-kotlin",
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"pygments_lexer": "kotlin",
"codemirror_mode": "text/x-kotlin",
"nbconvert_exporter": ""
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},
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