{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"toc": true
},
"source": [
"<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
"<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#New-features\" data-toc-modified-id=\"New-features-1\"><span class=\"toc-item-num\">1 </span>New features</a></span></li><li><span><a href=\"#Setup\" data-toc-modified-id=\"Setup-2\"><span class=\"toc-item-num\">2 </span>Setup</a></span></li><li><span><a href=\"#Data\" data-toc-modified-id=\"Data-3\"><span class=\"toc-item-num\">3 </span>Data</a></span></li><li><span><a href=\"#Representation\" data-toc-modified-id=\"Representation-4\"><span class=\"toc-item-num\">4 </span>Representation</a></span></li><li><span><a href=\"#Support-for-Indices-(including-Date-dtype)\" data-toc-modified-id=\"Support-for-Indices-(including-Date-dtype)-5\"><span class=\"toc-item-num\">5 </span>Support for Indices (including <code>Date</code> dtype)</a></span></li><li><span><a href=\"#Customization\" data-toc-modified-id=\"Customization-6\"><span class=\"toc-item-num\">6 </span>Customization</a></span></li><li><span><a href=\"#Custom-Graph-Objects\" data-toc-modified-id=\"Custom-Graph-Objects-7\"><span class=\"toc-item-num\">7 </span>Custom Graph Objects</a></span></li></ul></div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Jupyter DataTables 0.3.0 - ChartJS\n",
"\n",
"<br>\n",
"\n",
"## New features\n",
"\n",
"- **ChartJS** charts (see https://github.com/CermakM/jupyter-datatables/issues/9)\n",
" - [x] Create `Bar` graph object\n",
" - [x] Create `CategoricalBar` graph object\n",
" - [x] [optional] Create `Line` graph object\n",
" - [x] [optional] Create `Scatter` graph object\n",
" - [x] Create `Histogram` graph object\n",
" - [x] <del>Create `TimeSeries` graph object</del> Implemented via `Linear` with timeseries index\n",
" - [x] ChartJS graphs are persistent\n",
" - [x] [stretch] There is a link between the table and ChartJS tooltip\n",
" \n",
"- **modular** architecture (see https://github.com/CermakM/jupyter-datatables/issues/10)\n",
" - [x] it is possible to add custom data type mapping form Jupyter Notebook\n",
" - [x] it is possible to map data types to custom plotting function directly from Jupyter Notebook\n",
" - [x] custom graph objects\n",
" \n",
"- intercative **tooltips**\n",
"- static mode is more explanatory\n",
"- sample size includes outliers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T10:59:39.105223Z",
"start_time": "2019-07-19T10:59:39.072149Z"
}
},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T10:59:39.818124Z",
"start_time": "2019-07-19T10:59:39.108285Z"
}
},
"outputs": [],
"source": [
"import sys\n",
"import string\n",
"\n",
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T10:59:39.853598Z",
"start_time": "2019-07-19T10:59:39.825783Z"
}
},
"outputs": [],
"source": [
"sys.path.insert(0, '../')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T10:59:40.865887Z",
"start_time": "2019-07-19T10:59:39.860693Z"
},
"require": [
"notebook/js/codecell"
]
},
"outputs": [
{
"data": {
"application/javascript": [
"{ \n",
" 'use strict';\n",
" \n",
" const href = \"https://use.fontawesome.com/releases/v5.8.1/css/all.css\";\n",
" const attributes = {'integrity': 'sha384-50oBUHEmvpQ+1lW4y57PTFmhCaXp0ML5d60M1M7uH2+nqUivzIebhndOJK28anvf', 'crossorigin': 'anonymous'} || {};\n",
"\n",
" if ( !$(`link[href*=\"${href}\"]`).length ) {\n",
" let link = document.createElement(\"link\");\n",
"\n",
" link.rel = \"stylesheet\";\n",
" link.type = \"text/css\";\n",
" try {\n",
" link.href = requirejs.toUrl(href, 'css');\n",
" } catch (error) {\n",
" link.href = href;\n",
" }\n",
" \n",
" Object.entries(attributes)\n",
" .forEach( ([attr, val]) => $(link).attr(attr, val) );\n",
" \n",
" document.head.appendChild(link);\n",
" }\n",
" }"
],
"text/plain": [
"<JupyterRequire.display.SafeScript object>"
]
},
"metadata": {
"finalized": true
},
"output_type": "display_data"
}
],
"source": [
"from jupyter_datatables import init_datatables_mode"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T10:59:40.949751Z",
"start_time": "2019-07-19T10:59:40.883125Z"
}
},
"outputs": [
{
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"\n",
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" link.type = \"text/css\";\n",
" try {\n",
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" } catch (error) {\n",
" link.href = href;\n",
" }\n",
" \n",
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" \n",
" document.head.appendChild(link);\n",
" }\n",
" }"
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" const attributes = {'id': 'jupyter-datatables-css'} || {};\n",
" \n",
" let id = attributes.id;\n",
" let elem_exists = id ? $(`style#${id}`).length > 0 : false;\n",
" \n",
" let e = elem_exists ? document.querySelector(`style#${id}`)\n",
" : document.createElement(\"style\");\n",
" \n",
" $(e).text(`${style}`).attr('type', 'text/css');\n",
" \n",
" Object.entries(attributes)\n",
" .forEach( ([attr, val]) => $(e).attr(attr, val) );\n",
"\n",
" if (!elem_exists) document.head.appendChild(e);\n",
" }"
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" 'use strict';\n",
" \n",
" const script = `define(\"graph-objects\", [\"moment\", \"chartjs\"], function (moment, chartjs) {\n",
"\n",
" const d3 = Object.assign({}, require('d3'), require('d3-array')) // extend the d3 with d3-array\n",
"\n",
"\n",
" Chart.defaults.scale.gridLines.display = false\n",
"\n",
" const layout = Chart.defaults.global.layout\n",
"\n",
" layout.width = \"167.5px\"\n",
" layout.margin = \"auto\"\n",
" layout.padding = { left: 2, right: 2, top: 5, bottom: 5 }\n",
"\n",
"\n",
" let Line = function (data, index, dtype) {\n",
"\n",
" if ( _.isUndefined(index) ) {\n",
" index = [{\n",
" data : d3.range(0, data.length),\n",
" dtype: 'num',\n",
" level: 0\n",
" }]\n",
" }\n",
"\n",
" index = index[0] // TODO: Handle multi-index\n",
"\n",
" let labels = index.data\n",
"\n",
" if ( index.dtype === \"date\" ) {\n",
" labels = labels.map( d => moment(d) )\n",
" }\n",
"\n",
" console.debug(\"Line plot data: \", data, \"labels: \", labels)\n",
"\n",
" let canvas = $(\"<canvas>\")\n",
" .attr(\"width\", layout.width)\n",
" .css(\"margin\", layout.margin)\n",
"\n",
" let ctx = canvas.get(0).getContext('2d');\n",
"\n",
" let chart = new Chart(ctx, {\n",
" type: 'line',\n",
" data: {\n",
" labels: labels,\n",
" datasets: [{\n",
" data: data,\n",
" backgroundColor: 'rgb(255, 99, 132, 0.6)',\n",
" borderColor: 'rgb(255, 99, 132)',\n",
" borderWidth: 1\n",
" }]\n",
" },\n",
" options: {\n",
" legend: {\n",
" display: false\n",
" },\n",
" scales: {\n",
" xAxes: [{\n",
" ...(index.dtype === 'date' ? {type: 'time'} : {}),\n",
" display: false\n",
" }],\n",
" yAxes: [{\n",
" display: false,\n",
" ticks: {\n",
" beginAtZero: true\n",
" }\n",
" }]\n",
" },\n",
" responsive: false\n",
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" });\n",
"\n",
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"\n",
" let Scatter = function (data, index, dtype) {\n",
"\n",
" if ( _.isUndefined(index) ) {\n",
" index = [{\n",
" data : d3.range(0, data.length),\n",
" dtype: 'num',\n",
" level: 0\n",
" }]\n",
" }\n",
"\n",
" index = index[0] // TODO: Handle multi-index\n",
" \n",
" data = data.map( (d, i) => {\n",
" return {\n",
" x: index.data[i],\n",
" y: d\n",
" }\n",
" })\n",
"\n",
" console.debug(\"Scatter plot data: \", data)\n",
"\n",
" let canvas = $(\"<canvas>\")\n",
" .attr(\"width\", layout.width)\n",
" .css(\"margin\", layout.margin)\n",
" \n",
" let ctx = canvas.get(0).getContext('2d');\n",
"\n",
" let chart = new Chart(ctx, {\n",
" type: 'scatter',\n",
" data: {\n",
" datasets: [{\n",
" data: data,\n",
" backgroundColor: 'rgb(255, 99, 132, 0.6)',\n",
" borderColor: 'rgb(255, 99, 132)',\n",
" borderWidth: 1\n",
" }]\n",
" },\n",
" options: {\n",
" legend: {\n",
" display: false\n",
" },\n",
" scales: {\n",
" xAxes: [{\n",
" ...(index.dtype === 'date' ? { type: 'time' } : {}),\n",
" display: false\n",
" }],\n",
" yAxes: [{\n",
" display: false,\n",
" ticks: {\n",
" beginAtZero: true\n",
" }\n",
" }]\n",
" },\n",
" responsive: false\n",
" }\n",
" });\n",
"\n",
" return chart\n",
" }\n",
"\n",
"\n",
" let Bar = function (data, index, dtype) {\n",
"\n",
" if ( _.isUndefined(index) ) {\n",
" index = [{\n",
" data : d3.range(0, data.length),\n",
" dtype: 'num',\n",
" level: 0\n",
" }]\n",
" }\n",
"\n",
" index = index[0] // TODO: Handle multi-index\n",
"\n",
" let labels = index.data\n",
"\n",
" if ( index.dtype === \"date\" ) {\n",
" labels = labels.map( d => $.fn.dataTable.defaults.formatDate(d) )\n",
" }\n",
"\n",
" console.debug(\"Bar plot data: \", data, \"labels: \", labels)\n",
"\n",
" let canvas = $(\"<canvas>\")\n",
" .attr(\"width\", layout.width)\n",
" .css(\"margin\", layout.margin)\n",
"\n",
"\n",
" let ctx = canvas.get(0).getContext('2d');\n",
"\n",
" let chart = new Chart(ctx, {\n",
" type: 'bar',\n",
" data: {\n",
" labels: labels,\n",
" datasets: [{\n",
" data: data,\n",
" backgroundColor: 'rgb(255, 99, 132)',\n",
" borderColor: 'rgb(255, 99, 132)',\n",
" borderWidth: 1\n",
" }]\n",
" },\n",
" options: {\n",
" legend: {\n",
" display: false\n",
" },\n",
" scales: {\n",
" xAxes: [{\n",
" ...(index.dtype === 'date' ? { type: 'time' } : {}),\n",
" display: false\n",
" }],\n",
" yAxes: [{\n",
" display: false,\n",
" ticks: {\n",
" beginAtZero: true\n",
" }\n",
" }]\n",
" },\n",
" responsive: false\n",
" }\n",
" })\n",
"\n",
" return chart\n",
" }\n",
"\n",
"\n",
" let CategoricalBar = function(data, index, dtype) {\n",
"\n",
" const grouped = d3.nest()\n",
" .key( d => d )\n",
" .rollup( d => d.length )\n",
" .entries(data)\n",
" \n",
" const values = grouped.map( d => d.value) \n",
" const labels = grouped.map( d => d.key) \n",
"\n",
" index = [{level: 0, data: labels, dtype: dtype}]\n",
" const chart = Bar(values, index, 'num')\n",
"\n",
" // point mapping\n",
" chart.mapDataPoint = (p) => labels.indexOf(p.value)\n",
"\n",
" return chart\n",
" }\n",
"\n",
"\n",
" let histBinFreedman = function (a) {\n",
" return 2 * (d3.quantile(a, 0.75) - d3.quantile(a, 0.25)) * Math.pow(a.length, -1 / 3)\n",
" }\n",
"\n",
" let histBinSturges = function (a) {\n",
" return (a[a.length - 1] - a[0]) / (Math.log2(a.length) + 1)\n",
" }\n",
"\n",
" let histBinAuto = function (a) {\n",
" const binWidthFreedman = histBinFreedman(a)\n",
" const binWidthSturges = histBinSturges(a)\n",
"\n",
" return binWidthFreedman ? Math.min(binWidthFreedman, binWidthSturges) : binWidthSturges\n",
" }\n",
"\n",
"\n",
" let Histogram = function (data, index, dtype) {\n",
" // map to the Number data type and sort\n",
" data = Array.prototype.map.call(data, Number).sort(d3.ascending)\n",
"\n",
" console.debug(\"Histogram data: \", data)\n",
"\n",
" // automatically determine optimal number of bins\n",
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"\n",
" console.debug(\"Estimated number of bins: \", nBins)\n",
"\n",
" let xScale = d3.scaleLinear()\n",
" .domain(d3.extent(data))\n",
" .nice()\n",
"\n",
" let hist = d3.histogram()\n",
" .domain(xScale.domain())\n",
" .thresholds(xScale.ticks(nBins))\n",
"\n",
" let bins = hist(data)\n",
"\n",
" const histogram_data = bins.map((d) => d.length)\n",
" const histogram_labels = bins.map((d) => d.x0)\n",
"\n",
" index = [{ level: 0, data: histogram_labels, dtype: dtype }]\n",
"\n",
" const chart = Bar(histogram_data, index, 'num')\n",
"\n",
" // point mapping\n",
" chart.mapDataPoint = (p) => d3.maxIndex(hist([p.value]))\n",
"\n",
" return chart\n",
" }\n",
"\n",
"\n",
" return {\n",
" Line: Line,\n",
" Bar: Bar,\n",
" CategoricalBar: CategoricalBar,\n",
" Histogram: Histogram\n",
" }\n",
"\n",
"})`;\n",
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" \n",
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" \n",
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" : document.createElement(\"script\");\n",
" \n",
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" \n",
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" }"
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" const d3 = require('d3')\n",
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"\n",
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"\n",
" $.fn.dataTable.defaults.graphObjects = Object(go)\n",
" $.fn.dataTable.defaults.dTypeMap = {\n",
" ...mapDType(['int8', 'int16', 'int32', 'int64', 'float8', 'float16', 'float32', 'float64'], \"num\"),\n",
" ...mapDType(['datetime8[ns]', 'datetime16[ns]', 'datetime32[ns]', 'datetime64[ns]'], \"date\"),\n",
" ...mapDType(['timedelta8[ns]', 'timedelta16[ns]', 'timedelta32[ns]', 'timedelta64[ns]'], \"string\"), // TODO: Custom type \\`timedelta\\`\n",
" ...mapDType([\"object\", \"string\"], \"string\"),\n",
" ...mapDType([\"bool\"], \"boolean\"),\n",
" ...mapDType([\"default\"], \"num\")\n",
" }\n",
"\n",
" $.fn.dataTable.defaults.dTypePlotMap = {\n",
" boolean: ['CategoricalBar', 'Histogram'],\n",
" date: ['CategoricalBar', 'Histogram'],\n",
" num: ['Histogram', 'CategoricalBar', 'Bar', 'Line'],\n",
" string: ['CategoricalBar', 'Histogram'],\n",
"\n",
" undefined: ['Bar']\n",
" }\n",
"\n",
" $.fn.dataTable.defaults.chartIconMap = {\n",
" bar : 'chart-bar',\n",
" line : 'chart-line',\n",
" scatter: 'palette',\n",
" pie : 'chart-pie',\n",
" \n",
" default: 'chart-bar'\n",
" } \n",
"\n",
" /**\n",
" * Boolean type detector\n",
" */\n",
" $.fn.dataTable.ext.type.detect.unshift(function (data) {\n",
" const dtype = 'boolean'\n",
"\n",
" if (_.isBoolean(data)) {\n",
" return dtype\n",
" } else if (_.isString(data)) {\n",
" return (/true|false/i).test(data.toLowerCase()) ? dtype : null\n",
" }\n",
"\n",
" return null\n",
" })\n",
"\n",
" let createDTypePreview = function (dtype) {\n",
" const dTypeContainer = $('<div>')\n",
" .attr('class', 'dtype-container')\n",
"\n",
" // dtype element\n",
" const dTypeSelect = $('<select>')\n",
" .attr('role', 'option')\n",
" .attr('class', 'dtype')\n",
" .appendTo(dTypeContainer)\n",
"\n",
" const dTypeOptions = [\n",
" $('<option>').attr('value', dtype).text(dtype)\n",
" // TODO: other options suitable for this column\n",
" ]\n",
"\n",
" dTypeOptions.forEach((opt) => opt.appendTo(dTypeSelect))\n",
"\n",
" return dTypeContainer\n",
" }\n",
"\n",
" let showTooltip = function(chart, pointIndex, datasetIndex = 0) {\n",
" if( _.isUndefined(chart.tooltip._active) )\n",
" chart.tooltip._active = []\n",
"\n",
" let activeElements = chart.tooltip._active\n",
" let requestedElement = chart.getDatasetMeta(datasetIndex).data[pointIndex]\n",
"\n",
" for(var i = 0; i < activeElements.length; i++) {\n",
" if(requestedElement._index == activeElements[i]._index) \n",
" return\n",
" }\n",
"\n",
" activeElements.push(requestedElement)\n",
" \n",
" chart.tooltip._active = activeElements\n",
" chart.tooltip.update(true)\n",
" chart.tooltip.pivot()\n",
" chart.draw()\n",
"}\n",
"\n",
"\n",
" let hideTooltip = function (chart, pointIndex, datasetIndex = 0) {\n",
" let activeElements = chart.tooltip._active\n",
" if (_.isUndefined(activeElements) || activeElements.length == 0)\n",
" return\n",
"\n",
" let requestedElement = chart.getDatasetMeta(datasetIndex).data[pointIndex]\n",
" for (var i = 0; i < activeElements.length; i++) {\n",
" if (requestedElement._index == activeElements[i]._index) {\n",
" activeElements.splice(i, 1)\n",
" break\n",
" }\n",
" }\n",
"\n",
" chart.tooltip._active = activeElements\n",
" chart.tooltip.update(true)\n",
" chart.draw()\n",
" }\n",
"\n",
" let hideAllTooltips = function (chart) {\n",
" let activeElements = chart.tooltip._active\n",
" if (_.isUndefined(activeElements) || activeElements.length == 0)\n",
" return\n",
"\n",
" activeElements = []\n",
"\n",
" chart.tooltip._active = activeElements\n",
" chart.tooltip.update(true)\n",
" chart.draw()\n",
" }\n",
"\n",
" createDataPreview = function (data, index, dtype) {\n",
" console.debug(\"Creating data preview.\", data, index, dtype)\n",
"\n",
" const defaults = $.fn.dataTable.defaults\n",
"\n",
" if (_.isUndefined(dtype))\n",
" console.warn('Data type was not provided')\n",
"\n",
" else if (!_.has(defaults.dTypePlotMap, dtype))\n",
" throw new Error(\\`Unknown dtype '\\${dtype}'\\`)\n",
"\n",
" if ( index.length > 1 ) {\n",
" console.warn(\"Multi-index is not supported yet. Picking the 0th level.\")\n",
" // TODO: handle multi-index\n",
" }\n",
"\n",
"\n",
" let kind, func, chart;\n",
"\n",
" for (let k of defaults.dTypePlotMap[dtype]) {\n",
" if (_.has(defaults.graphObjects, k)) {\n",
" kind = k\n",
" func = defaults.graphObjects[k]\n",
" chart = func(data, index, dtype)\n",
"\n",
" if ( chart )\n",
" break\n",
" }\n",
" console.warn(\"Unknown plot kind: \", k)\n",
" }\n",
"\n",
" if (_.isUndefined(kind))\n",
" throw new Error(\n",
" \\`Unable to find graph object for dtype '\\${dtype}' in: \\${defaults.graphObjects}\\`\n",
" )\n",
"\n",
" if ( _.isUndefined(chart) || chart === null )\n",
" throw new Error(\n",
" \\`Unable to produce graph object for dtype '\\${dtype}'\\`\n",
" )\n",
" \n",
" const container = $(\"<div/>\", {class: 'dt-chart-container'})\n",
" .append(chart.canvas)\n",
" \n",
" events.on('hideAllTooltips.ChartJS', (e) => {\n",
" hideAllTooltips(chart)\n",
" })\n",
"\n",
" $(chart.canvas).on('show_tooltip.ChartJS', (e, d) => {\n",
" hideAllTooltips(chart)\n",
" \n",
" // Show tooltip on certain data point\n",
" const dataPoint = d.data\n",
" \n",
" let datasetIndex;\n",
" if ( _.has(chart, 'mapDataPoint') ) {\n",
" datasetIndex = chart.mapDataPoint(dataPoint)\n",
" } else\n",
" datasetIndex = dataPoint.index\n",
" \n",
" showTooltip(chart, datasetIndex)\n",
" })\n",
"\n",
" return container\n",
" }\n",
"\n",
" let createDataTable = function (table, options, buttons) {\n",
" return new Promise((resolve) => {\n",
" Object.assign(options, {\n",
" fnInitComplete: function (settings) {\n",
" let dt = settings.oInstance.api()\n",
"\n",
" console.debug('dtype preview initialization.', settings)\n",
"\n",
" let dTypePreviewRow = dt.row.create()\n",
" .removeAttr('aria-label')\n",
" .attr('class', 'dtype-preview')\n",
"\n",
" dTypePreviewRow\n",
" .children().each((i, e) => {\n",
" if ($(e).is('th')) { return }\n",
"\n",
" let dtype = settings.aoColumns[i].sType\n",
" let dTypePreview = createDTypePreview(dtype)\n",
"\n",
" $(e)\n",
" .attr('class', 'column-dtype-preview dt-head-center')\n",
" .attr('aria-label', \\`dtype preview for column \\${i}\\`)\n",
" .append(dTypePreview)\n",
"\n",
" // map dtype back to known format\n",
" // TODO: run type detectors instead of assuming 'num'\n",
" settings.aoColumns[i].sType = $.fn.dataTable.defaults.dTypeMap[dtype]\n",
" })\n",
"\n",
" dTypePreviewRow.ready(() => {\n",
" $(settings.nTHead).append(dTypePreviewRow)\n",
" })\n",
"\n",
" console.debug('Data preview initialization.', settings)\n",
"\n",
" let dataPreviewRow = dt.row.create()\n",
" .removeAttr('aria-controls')\n",
" .removeAttr('aria-label')\n",
" .attr('class', 'column-data-preview')\n",
"\n",
" let index = []\n",
"\n",
" dataPreviewRow\n",
" .children().each((i, e) => {\n",
" let dtype = settings.aoColumns[i].sType\n",
" let data = dt.column(i).data().toArray()\n",
"\n",
" if ($(e).is('th')) {\n",
" index.push({data: data, dtype: dtype, level: i})\n",
" return\n",
" }\n",
"\n",
" $(e)\n",
" .attr('class', 'column-data-preview')\n",
" .attr('role', 'figure')\n",
" .attr('aria-label', \\`data preview for column \\${i}\\`)\n",
"\n",
" let dataPreview = createDataPreview(data, index, dtype)\n",
"\n",
" $(e).append(dataPreview)\n",
" })\n",
"\n",
" dataPreviewRow.ready(() => {\n",
" $(settings.nTHead).append(dataPreviewRow)\n",
" })\n",
"\n",
" // if there is a search bar, disable the keyboard manager on focus\n",
"\n",
" resolve(settings)\n",
" }\n",
" })\n",
"\n",
" let dt = $(table).DataTable(options).columns.adjust()\n",
" .responsive.recalc()\n",
" .columns.adjust()\n",
" let btns = new $.fn.dataTable.Buttons(dt, {\n",
" buttons: buttons\n",
" })\n",
"\n",
" dt.on('mouseleave', 'tbody', function(e) {\n",
" events.trigger('hideAllTooltips.ChartJS')\n",
" })\n",
"\n",
" dt.on('mouseenter', 'td', function (e) {\n",
" let cell = dt.cell(this)\n",
" let idx = cell.index()\n",
"\n",
" const dIndex = dt.row(idx.row).data()[0]\n",
" const dValue = dt.row(idx.row).data()[idx.column]\n",
"\n",
" const canvas = $(dt.table().container())\n",
" .find('canvas')\n",
" .get(idx.column - 1)\n",
"\n",
" $(canvas).trigger('show_tooltip.ChartJS', {\n",
" cell: cell,\n",
" data: {\n",
" index: dIndex,\n",
" value: dValue\n",
" }\n",
" })\n",
" })\n",
"\n",
" events.on('before_finalize.JupyterRequire', function () {\n",
" const canvasElements = $('canvas')\n",
"\n",
" console.log(\"Finalizing canvas elements...\", canvasElements)\n",
"\n",
" canvasElements.each((i, canvas) => {\n",
" const parent = canvas.parentNode\n",
" const dataURL = canvas.toDataURL('image/png')\n",
"\n",
" const canvasPNG = $(\"<img/>\", { src: dataURL, class: \"dt-chart-image\" }).get(0)\n",
"\n",
" console.debug(\"\\tResulting image: \", canvasPNG)\n",
"\n",
" canvas.replaceWith(canvasPNG)\n",
" })\n",
"\n",
" console.debug(\"\\tDisabling buttons and search fields...\")\n",
"\n",
" $('a.paginate_button, .dt-button, input[type=search], .dataTables_length select')\n",
" .off('click')\n",
" .css('cursor', 'not-allowed')\n",
" .css('color', '#999')\n",
" .addClass('disabled')\n",
" .prop('disabled', true)\n",
"\n",
" console.log(\"Canvas finalization completed successfully.\")\n",
" })\n",
"\n",
" events.one('output_appended.OutputArea', () => {\n",
" setTimeout(dt.columns.adjust, 50)\n",
" })\n",
"\n",
" $(dt.table().container()).prepend(btns.container())\n",
" })\n",
" }\n",
"\n",
" /**\n",
" * Create HTML table from raw String and append it to an element\n",
" *\n",
" * @param {String} html\n",
" * @param {Element} element\n",
" */\n",
" let appendTable = function (html, element) {\n",
" return new Promise((resolve) => {\n",
" const table = $.parseHTML(html)\n",
"\n",
" $(table).ready(() => {\n",
" element.append(table)\n",
" resolve(table)\n",
" })\n",
" })\n",
" }\n",
"\n",
" /**\n",
" * Initialize events\n",
" */\n",
" let initDataTableEvents = function () {\n",
" // Focus search field event\n",
" $(document).on('focus', '.dataTables_filter input', function (e) {\n",
" setTimeout(() => {\n",
" let cell = Jupyter.notebook.get_selected_cell()\n",
" let oArea = cell.output_area\n",
"\n",
" if (e.type === 'focusin') {\n",
" oArea.keyboard_manager.disable()\n",
" } else { oArea.keyboard_manager.enable() }\n",
" }, 50) // set timeout to let Jupyter select the cell\n",
" })\n",
"\n",
" // Keyup search field event\n",
" $(document).on('keyup', '.dataTables_filter input', function (e) {\n",
" if ($(this).is(':focus') && e.key === 'Escape') {\n",
" let cell = Jupyter.notebook.get_selected_cell()\n",
" let oArea = cell.output_area\n",
"\n",
" $(this).blur() // focus out of the search element\n",
"\n",
" oArea.keyboard_manager.enable()\n",
"\n",
" return events.trigger('select.Cell', { 'cell': cell })\n",
" }\n",
"\n",
" return true\n",
" })\n",
" }\n",
"\n",
" /**\n",
" * Create DataTable from raw string and append it to an element\n",
" */\n",
" return appendDataTable = async function (html, options, buttons, element) {\n",
" const table = await appendTable(html, element)\n",
"\n",
" initDataTableEvents()\n",
"\n",
" return createDataTable(table, options, buttons)\n",
" }\n",
"})\n",
"`;\n",
" const attributes = {'id': 'jupyter-datatables-js'} || {};\n",
" \n",
" let id = attributes.id;\n",
" let elem_exists = id ? $(`script#${id}`).length > 0 : false;\n",
" \n",
" let e = elem_exists ? document.querySelector(`script#${id}`)\n",
" : document.createElement(\"script\");\n",
" \n",
" $(e).text(`${script}`).attr('type', 'text/javascript');\n",
" \n",
" Object.entries(attributes)\n",
" .forEach( ([attr, val]) => $(e).attr(attr, val) );\n",
"\n",
" if (!elem_exists) document.head.appendChild(e);\n",
" }"
],
"text/plain": [
"<JupyterRequire.display.SafeScript object>"
]
},
"metadata": {
"finalized": true
},
"output_type": "display_data"
}
],
"source": [
"init_datatables_mode()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T10:59:52.061793Z",
"start_time": "2019-07-19T10:59:51.961533Z"
}
},
"outputs": [],
"source": [
"df = pd.DataFrame(np.random.randn(50, 5), columns=list(string.ascii_uppercase[:5]))\n",
"df_long = pd.DataFrame(np.random.randn(int(1e5), 5), columns=list(string.ascii_uppercase[:5]))\n",
"df_wide = pd.DataFrame(np.random.randn(50, 20), columns=list(string.ascii_uppercase[:20]))\n",
"\n",
"labels = [\"{0} - {1}\".format(i, i + 9) for i in range(0, 100, 10)]\n",
"df_categorical = pd.DataFrame({'value': np.random.randint(0, 100, 20)})\n",
"df_categorical['group'] = pd.cut(df_categorical.value, range(0, 105, 10), right=False, labels=labels)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T10:59:52.099455Z",
"start_time": "2019-07-19T10:59:52.064108Z"
}
},
"outputs": [],
"source": [
"dft = pd.DataFrame({'A': np.random.rand(5),\n",
" 'B': [1, 1, 3, 2, 1],\n",
" 'C': 'This is a very long sentence that should automatically be trimmed',\n",
" 'D': [pd.Timestamp('20010101'), pd.Timestamp('20010102'), pd.Timestamp('20010103'), pd.Timestamp('20010104'), pd.Timestamp('20010105')],\n",
" 'E': pd.Series([1.0] * 5).astype('float32'),\n",
" 'F': [False, True, False, False, True],\n",
" })\n",
"\n",
"dft.D = dft.D.apply(pd.to_datetime)\n",
"dft.set_index('D', inplace=True)\n",
"\n",
"del dft.index.name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Representation"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:00:22.506513Z",
"start_time": "2019-07-19T11:00:22.397542Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
]
},
"outputs": [
{
"data": {
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" <th class=\" dt-body-center dt-head-center\"></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" </tr></thead></table></div></div><div class=\"dataTables_scrollBody\" style=\"position: relative; overflow: auto; width: 100%;\"><table border=\"1\" class=\"dataframe table cell-border nowrap dataTable no-footer\" id=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2\" role=\"grid\" aria-describedby=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2_info\" style=\"width: 941px;\"><thead>\n",
" <tr style=\"text-align: right; height: 12px;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2\" rowspan=\"1\" colspan=\"1\" style=\"width: 0px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\": activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"A: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">A</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"B: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">B</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"C: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">C</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"D: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">D</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"e891f0e0bca0a0595bac634874d6a96a3b5a00be513199591b1049b7a92aa5a2\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"E: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">E</div></th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"width: 0px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
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" <td>0.757607</td>\n",
" <td>2.067028</td>\n",
" <td>0.868586</td>\n",
" <td>-1.196831</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>-0.051860</td>\n",
" <td>0.951576</td>\n",
" <td>-0.008221</td>\n",
" <td>-1.972414</td>\n",
" <td>-0.227833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>0.626009</td>\n",
" <td>-1.879457</td>\n",
" <td>0.807860</td>\n",
" <td>1.007023</td>\n",
" <td>-0.685249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>1.273382</td>\n",
" <td>-0.463686</td>\n",
" <td>-0.106663</td>\n",
" <td>0.470485</td>\n",
" <td>-1.300714</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>-1.838276</td>\n",
" <td>1.432926</td>\n",
" <td>-0.774040</td>\n",
" <td>0.035857</td>\n",
" <td>-1.402131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>0.493230</td>\n",
" <td>-1.920851</td>\n",
" <td>1.717523</td>\n",
" <td>-0.837840</td>\n",
" <td>-0.039843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>-0.504622</td>\n",
" <td>0.996500</td>\n",
" <td>-0.170849</td>\n",
" <td>-0.292000</td>\n",
" <td>1.168632</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>0.426175</td>\n",
" <td>-0.195882</td>\n",
" <td>0.666000</td>\n",
" <td>0.338151</td>\n",
" <td>-0.046081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>-1.330991</td>\n",
" <td>-0.702084</td>\n",
" <td>-1.060193</td>\n",
" <td>1.626504</td>\n",
" <td>-0.379824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>-1.188871</td>\n",
" <td>0.546124</td>\n",
" <td>3.182223</td>\n",
" <td>-0.110186</td>\n",
" <td>-0.617242</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>0.586561</td>\n",
" <td>0.876383</td>\n",
" <td>0.947167</td>\n",
" <td>-0.747888</td>\n",
" <td>0.097227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>-1.077659</td>\n",
" <td>-0.919137</td>\n",
" <td>0.064826</td>\n",
" <td>1.132287</td>\n",
" <td>0.703004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>0.577513</td>\n",
" <td>0.107348</td>\n",
" <td>0.961756</td>\n",
" <td>-0.295265</td>\n",
" <td>0.717515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>-0.984732</td>\n",
" <td>-1.825256</td>\n",
" <td>0.218321</td>\n",
" <td>0.191611</td>\n",
" <td>0.432104</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>-0.553977</td>\n",
" <td>0.208987</td>\n",
" <td>2.594618</td>\n",
" <td>-0.978578</td>\n",
" <td>-0.025919</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>0.440105</td>\n",
" <td>0.039775</td>\n",
" <td>0.034366</td>\n",
" <td>1.302897</td>\n",
" <td>-1.464862</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>-0.242204</td>\n",
" <td>0.555180</td>\n",
" <td>-0.708250</td>\n",
" <td>-0.087751</td>\n",
" <td>-0.071735</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>-1.253682</td>\n",
" <td>1.859132</td>\n",
" <td>0.853332</td>\n",
" <td>-0.557683</td>\n",
" <td>1.240731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>-0.037962</td>\n",
" <td>-1.330781</td>\n",
" <td>-0.532524</td>\n",
" <td>0.575677</td>\n",
" <td>0.623833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>0.192274</td>\n",
" <td>-1.075731</td>\n",
" <td>-0.694194</td>\n",
" <td>2.330323</td>\n",
" <td>1.228220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>0.320191</td>\n",
" <td>-1.998872</td>\n",
" <td>-0.082288</td>\n",
" <td>0.227179</td>\n",
" <td>-1.073069</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>0.953926</td>\n",
" <td>-0.875643</td>\n",
" <td>-1.449396</td>\n",
" <td>-0.667294</td>\n",
" <td>0.156057</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>0.266681</td>\n",
" <td>-0.147299</td>\n",
" <td>-0.810157</td>\n",
" <td>0.203011</td>\n",
" <td>-2.404279</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>0.295980</td>\n",
" <td>0.329828</td>\n",
" <td>-1.230747</td>\n",
" <td>0.183798</td>\n",
" <td>-2.726754</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>0.163672</td>\n",
" <td>-0.155627</td>\n",
" <td>0.332672</td>\n",
" <td>1.883113</td>\n",
" <td>-1.310305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>0.796020</td>\n",
" <td>1.036113</td>\n",
" <td>0.592891</td>\n",
" <td>-0.176411</td>\n",
" <td>2.231441</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>-0.502976</td>\n",
" <td>-0.364061</td>\n",
" <td>-0.535503</td>\n",
" <td>1.041677</td>\n",
" <td>-0.994000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>0.399689</td>\n",
" <td>-0.201137</td>\n",
" <td>-0.972688</td>\n",
" <td>1.116805</td>\n",
" <td>-1.125706</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>-0.709139</td>\n",
" <td>-1.103480</td>\n",
" <td>1.864478</td>\n",
" <td>-0.253329</td>\n",
" <td>0.696865</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>0.766294</td>\n",
" <td>0.158635</td>\n",
" <td>-0.891131</td>\n",
" <td>-1.271453</td>\n",
" <td>-0.621260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>-1.181844</td>\n",
" <td>-0.038006</td>\n",
" <td>-0.320644</td>\n",
" <td>0.942206</td>\n",
" <td>0.513088</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>-0.095873</td>\n",
" <td>1.006366</td>\n",
" <td>0.172858</td>\n",
" <td>-0.322656</td>\n",
" <td>0.794790</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>-1.508688</td>\n",
" <td>-0.197391</td>\n",
" <td>0.356863</td>\n",
" <td>2.012415</td>\n",
" <td>-1.892052</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>-0.015591</td>\n",
" <td>1.054371</td>\n",
" <td>-0.062331</td>\n",
" <td>0.183250</td>\n",
" <td>1.624203</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>-1.284048</td>\n",
" <td>-0.102794</td>\n",
" <td>-0.131169</td>\n",
" <td>0.423736</td>\n",
" <td>-0.172868</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>-0.528257</td>\n",
" <td>-0.109215</td>\n",
" <td>0.583571</td>\n",
" <td>-0.265204</td>\n",
" <td>-0.087297</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>0.368832</td>\n",
" <td>1.111100</td>\n",
" <td>0.093079</td>\n",
" <td>0.834425</td>\n",
" <td>-0.981086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>-0.356537</td>\n",
" <td>1.424410</td>\n",
" <td>-1.167140</td>\n",
" <td>0.681432</td>\n",
" <td>1.427557</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" A B C D E\n",
"0 0.281838 -0.219648 -0.203174 -0.917984 2.033045\n",
"1 0.651726 1.296750 0.452951 -0.018035 -0.278206\n",
"2 0.524522 -1.584713 0.776253 -0.055463 1.246171\n",
"3 -0.001261 0.551801 1.248790 -1.445737 -0.631210\n",
"4 -0.281629 0.312822 -0.545312 -0.388821 -1.102713\n",
"5 0.821702 0.161718 0.386439 0.635947 1.057523\n",
"6 0.089108 0.259841 0.186211 0.577161 -0.966055\n",
"7 1.627537 1.408761 -0.258071 0.906556 -0.579567\n",
"8 -0.940454 -0.335826 0.858865 -0.150099 -0.041245\n",
"9 -1.194165 -2.173277 0.456940 -0.478629 -0.123499\n",
"10 0.265421 0.155047 1.501931 -0.951251 0.611504\n",
"11 0.672780 0.605210 0.624583 1.049946 1.880911\n",
"12 -0.746650 0.757607 2.067028 0.868586 -1.196831\n",
"13 -0.051860 0.951576 -0.008221 -1.972414 -0.227833\n",
"14 0.626009 -1.879457 0.807860 1.007023 -0.685249\n",
"15 1.273382 -0.463686 -0.106663 0.470485 -1.300714\n",
"16 -1.838276 1.432926 -0.774040 0.035857 -1.402131\n",
"17 0.493230 -1.920851 1.717523 -0.837840 -0.039843\n",
"18 -0.504622 0.996500 -0.170849 -0.292000 1.168632\n",
"19 0.426175 -0.195882 0.666000 0.338151 -0.046081\n",
"20 -1.330991 -0.702084 -1.060193 1.626504 -0.379824\n",
"21 -1.188871 0.546124 3.182223 -0.110186 -0.617242\n",
"22 0.586561 0.876383 0.947167 -0.747888 0.097227\n",
"23 -1.077659 -0.919137 0.064826 1.132287 0.703004\n",
"24 0.577513 0.107348 0.961756 -0.295265 0.717515\n",
"25 -0.984732 -1.825256 0.218321 0.191611 0.432104\n",
"26 -0.553977 0.208987 2.594618 -0.978578 -0.025919\n",
"27 0.440105 0.039775 0.034366 1.302897 -1.464862\n",
"28 -0.242204 0.555180 -0.708250 -0.087751 -0.071735\n",
"29 -1.253682 1.859132 0.853332 -0.557683 1.240731\n",
"30 -0.037962 -1.330781 -0.532524 0.575677 0.623833\n",
"31 0.192274 -1.075731 -0.694194 2.330323 1.228220\n",
"32 0.320191 -1.998872 -0.082288 0.227179 -1.073069\n",
"33 0.953926 -0.875643 -1.449396 -0.667294 0.156057\n",
"34 0.266681 -0.147299 -0.810157 0.203011 -2.404279\n",
"35 0.295980 0.329828 -1.230747 0.183798 -2.726754\n",
"36 0.163672 -0.155627 0.332672 1.883113 -1.310305\n",
"37 0.796020 1.036113 0.592891 -0.176411 2.231441\n",
"38 -0.502976 -0.364061 -0.535503 1.041677 -0.994000\n",
"39 0.399689 -0.201137 -0.972688 1.116805 -1.125706\n",
"40 -0.709139 -1.103480 1.864478 -0.253329 0.696865\n",
"41 0.766294 0.158635 -0.891131 -1.271453 -0.621260\n",
"42 -1.181844 -0.038006 -0.320644 0.942206 0.513088\n",
"43 -0.095873 1.006366 0.172858 -0.322656 0.794790\n",
"44 -1.508688 -0.197391 0.356863 2.012415 -1.892052\n",
"45 -0.015591 1.054371 -0.062331 0.183250 1.624203\n",
"46 -1.284048 -0.102794 -0.131169 0.423736 -0.172868\n",
"47 -0.528257 -0.109215 0.583571 -0.265204 -0.087297\n",
"48 0.368832 1.111100 0.093079 0.834425 -0.981086\n",
"49 -0.356537 1.424410 -1.167140 0.681432 1.427557"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:00:24.190228Z",
"start_time": "2019-07-19T11:00:22.509469Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
],
"scrolled": false
},
"outputs": [
{
"data": {
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" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\">\n",
" <th class=\" dt-body-center dt-head-center\"></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" </tr></thead></table></div></div><div class=\"dataTables_scrollBody\" style=\"position: relative; overflow: auto; width: 100%;\"><table border=\"1\" class=\"dataframe table cell-border nowrap dataTable no-footer\" id=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b\" role=\"grid\" aria-describedby=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b_info\" style=\"width: 961px;\"><thead>\n",
" <tr style=\"text-align: right; height: 12px;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b\" rowspan=\"1\" colspan=\"1\" style=\"width: 2px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\": activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b\" rowspan=\"1\" colspan=\"1\" style=\"width: 148px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"A: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">A</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b\" rowspan=\"1\" colspan=\"1\" style=\"width: 148px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"B: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">B</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b\" rowspan=\"1\" colspan=\"1\" style=\"width: 149px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"C: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">C</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b\" rowspan=\"1\" colspan=\"1\" style=\"width: 149px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"D: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">D</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"360abed731f956d70c504f97601848eb2866b78d3387204a8abc4b55bded133b\" rowspan=\"1\" colspan=\"1\" style=\"width: 149px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"E: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">E</div></th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 2px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 148px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 148px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 149px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 149px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 149px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"width: 2px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\" style=\"width: 170px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\" style=\"width: 170px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKcAAABTCAYAAAD6FRfjAAABmklEQVR4Xu3SQREAAAjDMObfNDb6CAp2JTunQLTAorvMUuDghCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgW+ABcOkAVFqLNhgAAAAASUVORK5CYII=\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\" style=\"width: 171px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\" style=\"width: 171px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\" style=\"width: 171px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" </tr></thead>\n",
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" <td>0.006245</td>\n",
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" <td>0.083746</td>\n",
" <td>-1.643612</td>\n",
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" <td>-0.740786</td>\n",
" <td>0.155851</td>\n",
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" <td>-0.028108</td>\n",
" <td>1.268235</td>\n",
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" <td>-1.693971</td>\n",
" <td>0.868642</td>\n",
" <td>0.373592</td>\n",
" <td>-1.174823</td>\n",
" <td>-0.202014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>-0.650435</td>\n",
" <td>-0.904301</td>\n",
" <td>-0.356650</td>\n",
" <td>0.234295</td>\n",
" <td>0.730081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>-0.063649</td>\n",
" <td>1.323032</td>\n",
" <td>-0.584078</td>\n",
" <td>0.748076</td>\n",
" <td>1.210061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>-0.281298</td>\n",
" <td>0.352308</td>\n",
" <td>1.434659</td>\n",
" <td>-1.402922</td>\n",
" <td>1.362512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>0.090503</td>\n",
" <td>1.093787</td>\n",
" <td>0.933760</td>\n",
" <td>0.787712</td>\n",
" <td>-0.620545</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>-0.055673</td>\n",
" <td>0.959917</td>\n",
" <td>-0.010333</td>\n",
" <td>0.310325</td>\n",
" <td>-0.575699</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>0.761444</td>\n",
" <td>1.518621</td>\n",
" <td>-1.465161</td>\n",
" <td>0.455025</td>\n",
" <td>0.042294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>1.670605</td>\n",
" <td>-0.029982</td>\n",
" <td>-2.116102</td>\n",
" <td>-1.089781</td>\n",
" <td>0.146868</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>0.003334</td>\n",
" <td>0.143712</td>\n",
" <td>-1.598581</td>\n",
" <td>-0.338546</td>\n",
" <td>-0.193809</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>-0.272366</td>\n",
" <td>0.408853</td>\n",
" <td>2.220194</td>\n",
" <td>0.049126</td>\n",
" <td>-0.319509</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>-1.399974</td>\n",
" <td>-2.029889</td>\n",
" <td>0.362527</td>\n",
" <td>-0.063869</td>\n",
" <td>-0.140323</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>1.227325</td>\n",
" <td>0.778580</td>\n",
" <td>0.844182</td>\n",
" <td>-2.017028</td>\n",
" <td>-0.016116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>1.845081</td>\n",
" <td>0.789514</td>\n",
" <td>-0.240226</td>\n",
" <td>-0.080314</td>\n",
" <td>0.789444</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>-0.587033</td>\n",
" <td>0.486595</td>\n",
" <td>0.361754</td>\n",
" <td>0.269300</td>\n",
" <td>-0.616516</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99970</th>\n",
" <td>-0.437108</td>\n",
" <td>-1.706282</td>\n",
" <td>0.993285</td>\n",
" <td>-1.148271</td>\n",
" <td>-0.375680</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99971</th>\n",
" <td>2.164796</td>\n",
" <td>-0.877067</td>\n",
" <td>-0.452138</td>\n",
" <td>0.117140</td>\n",
" <td>-1.513753</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99972</th>\n",
" <td>0.296973</td>\n",
" <td>0.470274</td>\n",
" <td>0.653321</td>\n",
" <td>2.102399</td>\n",
" <td>1.289393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99973</th>\n",
" <td>-0.425996</td>\n",
" <td>0.019788</td>\n",
" <td>0.957953</td>\n",
" <td>0.329218</td>\n",
" <td>-1.194844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99974</th>\n",
" <td>0.350096</td>\n",
" <td>-1.165321</td>\n",
" <td>-0.182924</td>\n",
" <td>0.974246</td>\n",
" <td>-1.456778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99975</th>\n",
" <td>0.655282</td>\n",
" <td>-1.731982</td>\n",
" <td>0.424741</td>\n",
" <td>0.204388</td>\n",
" <td>0.066904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99976</th>\n",
" <td>0.485495</td>\n",
" <td>-0.917674</td>\n",
" <td>0.472774</td>\n",
" <td>-1.681731</td>\n",
" <td>-0.146133</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99977</th>\n",
" <td>1.553977</td>\n",
" <td>0.388897</td>\n",
" <td>0.075329</td>\n",
" <td>-1.916213</td>\n",
" <td>0.606603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99978</th>\n",
" <td>-1.295837</td>\n",
" <td>-0.984858</td>\n",
" <td>0.800736</td>\n",
" <td>0.065867</td>\n",
" <td>-1.759879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99979</th>\n",
" <td>-0.408189</td>\n",
" <td>-0.772269</td>\n",
" <td>0.000130</td>\n",
" <td>0.515084</td>\n",
" <td>-0.028373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99980</th>\n",
" <td>-0.645766</td>\n",
" <td>0.825535</td>\n",
" <td>1.913231</td>\n",
" <td>0.088491</td>\n",
" <td>0.323087</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99981</th>\n",
" <td>2.003750</td>\n",
" <td>-0.867470</td>\n",
" <td>-0.693673</td>\n",
" <td>0.700758</td>\n",
" <td>0.465470</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99982</th>\n",
" <td>-1.249709</td>\n",
" <td>0.223415</td>\n",
" <td>1.352776</td>\n",
" <td>1.225714</td>\n",
" <td>-0.151034</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99983</th>\n",
" <td>-1.986102</td>\n",
" <td>0.400161</td>\n",
" <td>-0.371710</td>\n",
" <td>-0.325599</td>\n",
" <td>2.076335</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99984</th>\n",
" <td>-0.834695</td>\n",
" <td>-1.490971</td>\n",
" <td>0.007751</td>\n",
" <td>-1.312309</td>\n",
" <td>-0.122007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99985</th>\n",
" <td>1.822821</td>\n",
" <td>0.646339</td>\n",
" <td>1.076413</td>\n",
" <td>1.341476</td>\n",
" <td>-0.207662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99986</th>\n",
" <td>-0.750971</td>\n",
" <td>2.563713</td>\n",
" <td>-0.112311</td>\n",
" <td>0.788431</td>\n",
" <td>-0.249360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99987</th>\n",
" <td>0.849425</td>\n",
" <td>0.169021</td>\n",
" <td>0.296186</td>\n",
" <td>0.719941</td>\n",
" <td>-0.569618</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99988</th>\n",
" <td>0.598019</td>\n",
" <td>-0.566230</td>\n",
" <td>-1.428366</td>\n",
" <td>0.058103</td>\n",
" <td>-0.258484</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99989</th>\n",
" <td>-1.701263</td>\n",
" <td>0.662351</td>\n",
" <td>0.543052</td>\n",
" <td>-0.294587</td>\n",
" <td>2.791943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99990</th>\n",
" <td>1.278703</td>\n",
" <td>0.944743</td>\n",
" <td>1.546805</td>\n",
" <td>0.329327</td>\n",
" <td>-0.716013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99991</th>\n",
" <td>-0.934018</td>\n",
" <td>-1.374893</td>\n",
" <td>-0.124152</td>\n",
" <td>2.295246</td>\n",
" <td>1.794764</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99992</th>\n",
" <td>0.574822</td>\n",
" <td>-0.589816</td>\n",
" <td>-1.624118</td>\n",
" <td>0.288440</td>\n",
" <td>-0.193438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99993</th>\n",
" <td>-0.281104</td>\n",
" <td>-1.514999</td>\n",
" <td>-0.349296</td>\n",
" <td>1.068265</td>\n",
" <td>-0.344228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99994</th>\n",
" <td>-0.240468</td>\n",
" <td>-0.658370</td>\n",
" <td>-0.389011</td>\n",
" <td>0.622180</td>\n",
" <td>0.119686</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99995</th>\n",
" <td>0.153940</td>\n",
" <td>1.039865</td>\n",
" <td>-0.097452</td>\n",
" <td>0.972251</td>\n",
" <td>0.863209</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99996</th>\n",
" <td>-0.193938</td>\n",
" <td>0.304845</td>\n",
" <td>0.888435</td>\n",
" <td>-0.102446</td>\n",
" <td>-0.159687</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99997</th>\n",
" <td>1.254881</td>\n",
" <td>-0.046104</td>\n",
" <td>-0.570894</td>\n",
" <td>1.754314</td>\n",
" <td>0.113526</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99998</th>\n",
" <td>-1.587646</td>\n",
" <td>-0.236708</td>\n",
" <td>1.400864</td>\n",
" <td>-0.334366</td>\n",
" <td>0.194740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99999</th>\n",
" <td>-0.344292</td>\n",
" <td>-1.402832</td>\n",
" <td>0.252457</td>\n",
" <td>-1.701028</td>\n",
" <td>0.904102</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>100000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" A B C D E\n",
"0 -0.041363 -0.539759 0.067654 -0.019638 -0.279040\n",
"1 -1.719839 -1.241162 -1.273824 -0.177492 1.516613\n",
"2 -3.203080 -0.199548 0.990652 -0.574569 -1.111172\n",
"3 -1.865637 0.562344 -0.417856 0.857594 1.377277\n",
"4 -1.686820 -1.213942 -1.575958 0.027575 -1.728955\n",
"5 1.352070 1.762786 0.148850 -0.242119 0.406494\n",
"6 -0.867047 0.535314 -0.229524 -0.620091 -0.846191\n",
"7 -0.469302 0.529296 -0.583402 -0.540515 -1.110452\n",
"8 -0.207167 1.775233 0.807693 -0.151471 -0.298329\n",
"9 0.416216 0.663263 0.024434 1.586737 -1.244124\n",
"10 -0.385088 -1.321065 1.866080 0.006245 -0.791001\n",
"11 -0.472627 0.141047 0.083746 -1.643612 2.065144\n",
"12 0.417717 -1.232238 -0.740786 0.155851 -0.303112\n",
"13 -0.979522 -0.481893 -0.028108 1.268235 -0.356231\n",
"14 0.905130 0.493930 -0.554928 -2.192221 -0.411513\n",
"15 -1.178623 -0.159594 2.257354 1.062731 -0.136377\n",
"16 -1.693971 0.868642 0.373592 -1.174823 -0.202014\n",
"17 -0.650435 -0.904301 -0.356650 0.234295 0.730081\n",
"18 -0.063649 1.323032 -0.584078 0.748076 1.210061\n",
"19 -0.281298 0.352308 1.434659 -1.402922 1.362512\n",
"20 0.090503 1.093787 0.933760 0.787712 -0.620545\n",
"21 -0.055673 0.959917 -0.010333 0.310325 -0.575699\n",
"22 0.761444 1.518621 -1.465161 0.455025 0.042294\n",
"23 1.670605 -0.029982 -2.116102 -1.089781 0.146868\n",
"24 0.003334 0.143712 -1.598581 -0.338546 -0.193809\n",
"25 -0.272366 0.408853 2.220194 0.049126 -0.319509\n",
"26 -1.399974 -2.029889 0.362527 -0.063869 -0.140323\n",
"27 1.227325 0.778580 0.844182 -2.017028 -0.016116\n",
"28 1.845081 0.789514 -0.240226 -0.080314 0.789444\n",
"29 -0.587033 0.486595 0.361754 0.269300 -0.616516\n",
"... ... ... ... ... ...\n",
"99970 -0.437108 -1.706282 0.993285 -1.148271 -0.375680\n",
"99971 2.164796 -0.877067 -0.452138 0.117140 -1.513753\n",
"99972 0.296973 0.470274 0.653321 2.102399 1.289393\n",
"99973 -0.425996 0.019788 0.957953 0.329218 -1.194844\n",
"99974 0.350096 -1.165321 -0.182924 0.974246 -1.456778\n",
"99975 0.655282 -1.731982 0.424741 0.204388 0.066904\n",
"99976 0.485495 -0.917674 0.472774 -1.681731 -0.146133\n",
"99977 1.553977 0.388897 0.075329 -1.916213 0.606603\n",
"99978 -1.295837 -0.984858 0.800736 0.065867 -1.759879\n",
"99979 -0.408189 -0.772269 0.000130 0.515084 -0.028373\n",
"99980 -0.645766 0.825535 1.913231 0.088491 0.323087\n",
"99981 2.003750 -0.867470 -0.693673 0.700758 0.465470\n",
"99982 -1.249709 0.223415 1.352776 1.225714 -0.151034\n",
"99983 -1.986102 0.400161 -0.371710 -0.325599 2.076335\n",
"99984 -0.834695 -1.490971 0.007751 -1.312309 -0.122007\n",
"99985 1.822821 0.646339 1.076413 1.341476 -0.207662\n",
"99986 -0.750971 2.563713 -0.112311 0.788431 -0.249360\n",
"99987 0.849425 0.169021 0.296186 0.719941 -0.569618\n",
"99988 0.598019 -0.566230 -1.428366 0.058103 -0.258484\n",
"99989 -1.701263 0.662351 0.543052 -0.294587 2.791943\n",
"99990 1.278703 0.944743 1.546805 0.329327 -0.716013\n",
"99991 -0.934018 -1.374893 -0.124152 2.295246 1.794764\n",
"99992 0.574822 -0.589816 -1.624118 0.288440 -0.193438\n",
"99993 -0.281104 -1.514999 -0.349296 1.068265 -0.344228\n",
"99994 -0.240468 -0.658370 -0.389011 0.622180 0.119686\n",
"99995 0.153940 1.039865 -0.097452 0.972251 0.863209\n",
"99996 -0.193938 0.304845 0.888435 -0.102446 -0.159687\n",
"99997 1.254881 -0.046104 -0.570894 1.754314 0.113526\n",
"99998 -1.587646 -0.236708 1.400864 -0.334366 0.194740\n",
"99999 -0.344292 -1.402832 0.252457 -1.701028 0.904102\n",
"\n",
"[100000 rows x 5 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_long"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice the automatic sampling, we sampled to 5,902 samples out of 100,000 while still preserving value of the data!\n",
"\n",
"If you wish, however, to disable that feature, you may do so:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:00:38.880003Z",
"start_time": "2019-07-19T11:00:38.788970Z"
}
},
"outputs": [],
"source": [
"from jupyter_datatables.config import defaults\n",
"\n",
"defaults.sample_size = 1000"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:00:39.434355Z",
"start_time": "2019-07-19T11:00:38.884341Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
],
"scrolled": false
},
"outputs": [
{
"data": {
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" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
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" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" </tr></thead></table></div></div><div class=\"dataTables_scrollBody\" style=\"position: relative; overflow: auto; width: 100%;\"><table border=\"1\" class=\"dataframe table cell-border nowrap dataTable no-footer\" id=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8\" role=\"grid\" aria-describedby=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8_info\" style=\"width: 961px;\"><thead>\n",
" <tr style=\"text-align: right; height: 12px;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8\" rowspan=\"1\" colspan=\"1\" style=\"width: 2px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\": activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8\" rowspan=\"1\" colspan=\"1\" style=\"width: 148px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"A: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">A</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8\" rowspan=\"1\" colspan=\"1\" style=\"width: 148px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"B: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">B</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8\" rowspan=\"1\" colspan=\"1\" style=\"width: 149px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"C: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">C</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8\" rowspan=\"1\" colspan=\"1\" style=\"width: 149px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"D: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">D</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"c4e9aa006700575901832c818c6be29b2bd1fac23be8211fdbbf3969319201a8\" rowspan=\"1\" colspan=\"1\" style=\"width: 149px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"E: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">E</div></th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 2px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 148px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 148px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 149px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 149px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 149px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"width: 2px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\" style=\"width: 170px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\" style=\"width: 170px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
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" \n",
" \n",
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" \n",
" \n",
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" \n",
" \n",
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" \n",
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" \n",
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" <td class=\" dt-body-center dt-head-center\">0.067654</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.019638</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.279040</td>\n",
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" <td class=\" dt-body-center dt-head-center\">-1.241162</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.273824</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.177492</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.516613</td>\n",
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" <td class=\" dt-body-center dt-head-center\">-0.199548</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.990652</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.574569</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.111172</td>\n",
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" <th class=\" dt-body-center dt-head-center\">3</th>\n",
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" <td class=\" dt-body-center dt-head-center\">0.562344</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.417856</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.857594</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.377277</td>\n",
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" <td class=\" dt-body-center dt-head-center\">-1.213942</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.575958</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.027575</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.728955</td>\n",
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" <th class=\" dt-body-center dt-head-center\">5</th>\n",
" <td class=\" dt-body-center dt-head-center\">1.352070</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.762786</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.148850</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.242119</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.406494</td>\n",
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" <th class=\" dt-body-center dt-head-center\">6</th>\n",
" <td class=\" dt-body-center dt-head-center\">-0.867047</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.535314</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.229524</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.620091</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.846191</td>\n",
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" <th class=\" dt-body-center dt-head-center\">7</th>\n",
" <td class=\" dt-body-center dt-head-center\">-0.469302</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.529296</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.583402</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.540515</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.110452</td>\n",
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" <th class=\" dt-body-center dt-head-center\">8</th>\n",
" <td class=\" dt-body-center dt-head-center\">-0.207167</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.775233</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.807693</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.151471</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.298329</td>\n",
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" <th class=\" dt-body-center dt-head-center\">9</th>\n",
" <td class=\" dt-body-center dt-head-center\">0.416216</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.663263</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.024434</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.586737</td>\n",
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" <td>-0.574569</td>\n",
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" <td>0.562344</td>\n",
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" <td>0.857594</td>\n",
" <td>1.377277</td>\n",
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" <td>-1.213942</td>\n",
" <td>-1.575958</td>\n",
" <td>0.027575</td>\n",
" <td>-1.728955</td>\n",
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" <td>1.762786</td>\n",
" <td>0.148850</td>\n",
" <td>-0.242119</td>\n",
" <td>0.406494</td>\n",
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" <td>-0.229524</td>\n",
" <td>-0.620091</td>\n",
" <td>-0.846191</td>\n",
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" <th>7</th>\n",
" <td>-0.469302</td>\n",
" <td>0.529296</td>\n",
" <td>-0.583402</td>\n",
" <td>-0.540515</td>\n",
" <td>-1.110452</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>-0.207167</td>\n",
" <td>1.775233</td>\n",
" <td>0.807693</td>\n",
" <td>-0.151471</td>\n",
" <td>-0.298329</td>\n",
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" <tr>\n",
" <th>9</th>\n",
" <td>0.416216</td>\n",
" <td>0.663263</td>\n",
" <td>0.024434</td>\n",
" <td>1.586737</td>\n",
" <td>-1.244124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>-0.385088</td>\n",
" <td>-1.321065</td>\n",
" <td>1.866080</td>\n",
" <td>0.006245</td>\n",
" <td>-0.791001</td>\n",
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" <tr>\n",
" <th>11</th>\n",
" <td>-0.472627</td>\n",
" <td>0.141047</td>\n",
" <td>0.083746</td>\n",
" <td>-1.643612</td>\n",
" <td>2.065144</td>\n",
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" <tr>\n",
" <th>12</th>\n",
" <td>0.417717</td>\n",
" <td>-1.232238</td>\n",
" <td>-0.740786</td>\n",
" <td>0.155851</td>\n",
" <td>-0.303112</td>\n",
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" <tr>\n",
" <th>13</th>\n",
" <td>-0.979522</td>\n",
" <td>-0.481893</td>\n",
" <td>-0.028108</td>\n",
" <td>1.268235</td>\n",
" <td>-0.356231</td>\n",
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" <th>14</th>\n",
" <td>0.905130</td>\n",
" <td>0.493930</td>\n",
" <td>-0.554928</td>\n",
" <td>-2.192221</td>\n",
" <td>-0.411513</td>\n",
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" <th>15</th>\n",
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" <td>-0.159594</td>\n",
" <td>2.257354</td>\n",
" <td>1.062731</td>\n",
" <td>-0.136377</td>\n",
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" <td>0.868642</td>\n",
" <td>0.373592</td>\n",
" <td>-1.174823</td>\n",
" <td>-0.202014</td>\n",
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" <td>-0.904301</td>\n",
" <td>-0.356650</td>\n",
" <td>0.234295</td>\n",
" <td>0.730081</td>\n",
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" <td>1.323032</td>\n",
" <td>-0.584078</td>\n",
" <td>0.748076</td>\n",
" <td>1.210061</td>\n",
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" <td>0.352308</td>\n",
" <td>1.434659</td>\n",
" <td>-1.402922</td>\n",
" <td>1.362512</td>\n",
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" <td>0.933760</td>\n",
" <td>0.787712</td>\n",
" <td>-0.620545</td>\n",
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" <td>-0.010333</td>\n",
" <td>0.310325</td>\n",
" <td>-0.575699</td>\n",
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" <th>22</th>\n",
" <td>0.761444</td>\n",
" <td>1.518621</td>\n",
" <td>-1.465161</td>\n",
" <td>0.455025</td>\n",
" <td>0.042294</td>\n",
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" <th>23</th>\n",
" <td>1.670605</td>\n",
" <td>-0.029982</td>\n",
" <td>-2.116102</td>\n",
" <td>-1.089781</td>\n",
" <td>0.146868</td>\n",
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" <th>24</th>\n",
" <td>0.003334</td>\n",
" <td>0.143712</td>\n",
" <td>-1.598581</td>\n",
" <td>-0.338546</td>\n",
" <td>-0.193809</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>-0.272366</td>\n",
" <td>0.408853</td>\n",
" <td>2.220194</td>\n",
" <td>0.049126</td>\n",
" <td>-0.319509</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>-1.399974</td>\n",
" <td>-2.029889</td>\n",
" <td>0.362527</td>\n",
" <td>-0.063869</td>\n",
" <td>-0.140323</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>1.227325</td>\n",
" <td>0.778580</td>\n",
" <td>0.844182</td>\n",
" <td>-2.017028</td>\n",
" <td>-0.016116</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>1.845081</td>\n",
" <td>0.789514</td>\n",
" <td>-0.240226</td>\n",
" <td>-0.080314</td>\n",
" <td>0.789444</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>-0.587033</td>\n",
" <td>0.486595</td>\n",
" <td>0.361754</td>\n",
" <td>0.269300</td>\n",
" <td>-0.616516</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <tr>\n",
" <th>99970</th>\n",
" <td>-0.437108</td>\n",
" <td>-1.706282</td>\n",
" <td>0.993285</td>\n",
" <td>-1.148271</td>\n",
" <td>-0.375680</td>\n",
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" <tr>\n",
" <th>99971</th>\n",
" <td>2.164796</td>\n",
" <td>-0.877067</td>\n",
" <td>-0.452138</td>\n",
" <td>0.117140</td>\n",
" <td>-1.513753</td>\n",
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" <tr>\n",
" <th>99972</th>\n",
" <td>0.296973</td>\n",
" <td>0.470274</td>\n",
" <td>0.653321</td>\n",
" <td>2.102399</td>\n",
" <td>1.289393</td>\n",
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" <tr>\n",
" <th>99973</th>\n",
" <td>-0.425996</td>\n",
" <td>0.019788</td>\n",
" <td>0.957953</td>\n",
" <td>0.329218</td>\n",
" <td>-1.194844</td>\n",
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" <tr>\n",
" <th>99974</th>\n",
" <td>0.350096</td>\n",
" <td>-1.165321</td>\n",
" <td>-0.182924</td>\n",
" <td>0.974246</td>\n",
" <td>-1.456778</td>\n",
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" <tr>\n",
" <th>99975</th>\n",
" <td>0.655282</td>\n",
" <td>-1.731982</td>\n",
" <td>0.424741</td>\n",
" <td>0.204388</td>\n",
" <td>0.066904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99976</th>\n",
" <td>0.485495</td>\n",
" <td>-0.917674</td>\n",
" <td>0.472774</td>\n",
" <td>-1.681731</td>\n",
" <td>-0.146133</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99977</th>\n",
" <td>1.553977</td>\n",
" <td>0.388897</td>\n",
" <td>0.075329</td>\n",
" <td>-1.916213</td>\n",
" <td>0.606603</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99978</th>\n",
" <td>-1.295837</td>\n",
" <td>-0.984858</td>\n",
" <td>0.800736</td>\n",
" <td>0.065867</td>\n",
" <td>-1.759879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99979</th>\n",
" <td>-0.408189</td>\n",
" <td>-0.772269</td>\n",
" <td>0.000130</td>\n",
" <td>0.515084</td>\n",
" <td>-0.028373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99980</th>\n",
" <td>-0.645766</td>\n",
" <td>0.825535</td>\n",
" <td>1.913231</td>\n",
" <td>0.088491</td>\n",
" <td>0.323087</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99981</th>\n",
" <td>2.003750</td>\n",
" <td>-0.867470</td>\n",
" <td>-0.693673</td>\n",
" <td>0.700758</td>\n",
" <td>0.465470</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99982</th>\n",
" <td>-1.249709</td>\n",
" <td>0.223415</td>\n",
" <td>1.352776</td>\n",
" <td>1.225714</td>\n",
" <td>-0.151034</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99983</th>\n",
" <td>-1.986102</td>\n",
" <td>0.400161</td>\n",
" <td>-0.371710</td>\n",
" <td>-0.325599</td>\n",
" <td>2.076335</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99984</th>\n",
" <td>-0.834695</td>\n",
" <td>-1.490971</td>\n",
" <td>0.007751</td>\n",
" <td>-1.312309</td>\n",
" <td>-0.122007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99985</th>\n",
" <td>1.822821</td>\n",
" <td>0.646339</td>\n",
" <td>1.076413</td>\n",
" <td>1.341476</td>\n",
" <td>-0.207662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99986</th>\n",
" <td>-0.750971</td>\n",
" <td>2.563713</td>\n",
" <td>-0.112311</td>\n",
" <td>0.788431</td>\n",
" <td>-0.249360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99987</th>\n",
" <td>0.849425</td>\n",
" <td>0.169021</td>\n",
" <td>0.296186</td>\n",
" <td>0.719941</td>\n",
" <td>-0.569618</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99988</th>\n",
" <td>0.598019</td>\n",
" <td>-0.566230</td>\n",
" <td>-1.428366</td>\n",
" <td>0.058103</td>\n",
" <td>-0.258484</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99989</th>\n",
" <td>-1.701263</td>\n",
" <td>0.662351</td>\n",
" <td>0.543052</td>\n",
" <td>-0.294587</td>\n",
" <td>2.791943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99990</th>\n",
" <td>1.278703</td>\n",
" <td>0.944743</td>\n",
" <td>1.546805</td>\n",
" <td>0.329327</td>\n",
" <td>-0.716013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99991</th>\n",
" <td>-0.934018</td>\n",
" <td>-1.374893</td>\n",
" <td>-0.124152</td>\n",
" <td>2.295246</td>\n",
" <td>1.794764</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99992</th>\n",
" <td>0.574822</td>\n",
" <td>-0.589816</td>\n",
" <td>-1.624118</td>\n",
" <td>0.288440</td>\n",
" <td>-0.193438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99993</th>\n",
" <td>-0.281104</td>\n",
" <td>-1.514999</td>\n",
" <td>-0.349296</td>\n",
" <td>1.068265</td>\n",
" <td>-0.344228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99994</th>\n",
" <td>-0.240468</td>\n",
" <td>-0.658370</td>\n",
" <td>-0.389011</td>\n",
" <td>0.622180</td>\n",
" <td>0.119686</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99995</th>\n",
" <td>0.153940</td>\n",
" <td>1.039865</td>\n",
" <td>-0.097452</td>\n",
" <td>0.972251</td>\n",
" <td>0.863209</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99996</th>\n",
" <td>-0.193938</td>\n",
" <td>0.304845</td>\n",
" <td>0.888435</td>\n",
" <td>-0.102446</td>\n",
" <td>-0.159687</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99997</th>\n",
" <td>1.254881</td>\n",
" <td>-0.046104</td>\n",
" <td>-0.570894</td>\n",
" <td>1.754314</td>\n",
" <td>0.113526</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99998</th>\n",
" <td>-1.587646</td>\n",
" <td>-0.236708</td>\n",
" <td>1.400864</td>\n",
" <td>-0.334366</td>\n",
" <td>0.194740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99999</th>\n",
" <td>-0.344292</td>\n",
" <td>-1.402832</td>\n",
" <td>0.252457</td>\n",
" <td>-1.701028</td>\n",
" <td>0.904102</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>100000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" A B C D E\n",
"0 -0.041363 -0.539759 0.067654 -0.019638 -0.279040\n",
"1 -1.719839 -1.241162 -1.273824 -0.177492 1.516613\n",
"2 -3.203080 -0.199548 0.990652 -0.574569 -1.111172\n",
"3 -1.865637 0.562344 -0.417856 0.857594 1.377277\n",
"4 -1.686820 -1.213942 -1.575958 0.027575 -1.728955\n",
"5 1.352070 1.762786 0.148850 -0.242119 0.406494\n",
"6 -0.867047 0.535314 -0.229524 -0.620091 -0.846191\n",
"7 -0.469302 0.529296 -0.583402 -0.540515 -1.110452\n",
"8 -0.207167 1.775233 0.807693 -0.151471 -0.298329\n",
"9 0.416216 0.663263 0.024434 1.586737 -1.244124\n",
"10 -0.385088 -1.321065 1.866080 0.006245 -0.791001\n",
"11 -0.472627 0.141047 0.083746 -1.643612 2.065144\n",
"12 0.417717 -1.232238 -0.740786 0.155851 -0.303112\n",
"13 -0.979522 -0.481893 -0.028108 1.268235 -0.356231\n",
"14 0.905130 0.493930 -0.554928 -2.192221 -0.411513\n",
"15 -1.178623 -0.159594 2.257354 1.062731 -0.136377\n",
"16 -1.693971 0.868642 0.373592 -1.174823 -0.202014\n",
"17 -0.650435 -0.904301 -0.356650 0.234295 0.730081\n",
"18 -0.063649 1.323032 -0.584078 0.748076 1.210061\n",
"19 -0.281298 0.352308 1.434659 -1.402922 1.362512\n",
"20 0.090503 1.093787 0.933760 0.787712 -0.620545\n",
"21 -0.055673 0.959917 -0.010333 0.310325 -0.575699\n",
"22 0.761444 1.518621 -1.465161 0.455025 0.042294\n",
"23 1.670605 -0.029982 -2.116102 -1.089781 0.146868\n",
"24 0.003334 0.143712 -1.598581 -0.338546 -0.193809\n",
"25 -0.272366 0.408853 2.220194 0.049126 -0.319509\n",
"26 -1.399974 -2.029889 0.362527 -0.063869 -0.140323\n",
"27 1.227325 0.778580 0.844182 -2.017028 -0.016116\n",
"28 1.845081 0.789514 -0.240226 -0.080314 0.789444\n",
"29 -0.587033 0.486595 0.361754 0.269300 -0.616516\n",
"... ... ... ... ... ...\n",
"99970 -0.437108 -1.706282 0.993285 -1.148271 -0.375680\n",
"99971 2.164796 -0.877067 -0.452138 0.117140 -1.513753\n",
"99972 0.296973 0.470274 0.653321 2.102399 1.289393\n",
"99973 -0.425996 0.019788 0.957953 0.329218 -1.194844\n",
"99974 0.350096 -1.165321 -0.182924 0.974246 -1.456778\n",
"99975 0.655282 -1.731982 0.424741 0.204388 0.066904\n",
"99976 0.485495 -0.917674 0.472774 -1.681731 -0.146133\n",
"99977 1.553977 0.388897 0.075329 -1.916213 0.606603\n",
"99978 -1.295837 -0.984858 0.800736 0.065867 -1.759879\n",
"99979 -0.408189 -0.772269 0.000130 0.515084 -0.028373\n",
"99980 -0.645766 0.825535 1.913231 0.088491 0.323087\n",
"99981 2.003750 -0.867470 -0.693673 0.700758 0.465470\n",
"99982 -1.249709 0.223415 1.352776 1.225714 -0.151034\n",
"99983 -1.986102 0.400161 -0.371710 -0.325599 2.076335\n",
"99984 -0.834695 -1.490971 0.007751 -1.312309 -0.122007\n",
"99985 1.822821 0.646339 1.076413 1.341476 -0.207662\n",
"99986 -0.750971 2.563713 -0.112311 0.788431 -0.249360\n",
"99987 0.849425 0.169021 0.296186 0.719941 -0.569618\n",
"99988 0.598019 -0.566230 -1.428366 0.058103 -0.258484\n",
"99989 -1.701263 0.662351 0.543052 -0.294587 2.791943\n",
"99990 1.278703 0.944743 1.546805 0.329327 -0.716013\n",
"99991 -0.934018 -1.374893 -0.124152 2.295246 1.794764\n",
"99992 0.574822 -0.589816 -1.624118 0.288440 -0.193438\n",
"99993 -0.281104 -1.514999 -0.349296 1.068265 -0.344228\n",
"99994 -0.240468 -0.658370 -0.389011 0.622180 0.119686\n",
"99995 0.153940 1.039865 -0.097452 0.972251 0.863209\n",
"99996 -0.193938 0.304845 0.888435 -0.102446 -0.159687\n",
"99997 1.254881 -0.046104 -0.570894 1.754314 0.113526\n",
"99998 -1.587646 -0.236708 1.400864 -0.334366 0.194740\n",
"99999 -0.344292 -1.402832 0.252457 -1.701028 0.904102\n",
"\n",
"[100000 rows x 5 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_long"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And to allow sampling again simply set `sample_size` to `None`:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:00:42.468111Z",
"start_time": "2019-07-19T11:00:42.394817Z"
}
},
"outputs": [],
"source": [
"defaults.sample_size = None"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-18T22:09:39.967333Z",
"start_time": "2019-07-18T22:09:39.936504Z"
}
},
"source": [
"Sampling can also be disabled completely (although it is not recommended). The `defaults.limit` specifies the limit after which, when exceeded, is a sample size computed."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:00:43.734082Z",
"start_time": "2019-07-19T11:00:43.698891Z"
}
},
"outputs": [],
"source": [
"defaults.limit = None"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a sampe from the table of size 10,000, otherwise the computation would take a while and will consume quite a lot of resources"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:00:52.494701Z",
"start_time": "2019-07-19T11:00:51.211512Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
],
"scrolled": false
},
"outputs": [
{
"data": {
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" <th class=\" dt-body-center dt-head-center\"></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKcAAABTCAYAAAD6FRfjAAAILElEQVR4Xu3dbYxcVRnA8f9z7syWJtUqoQaMpsGqYISIkqgJfIDQD0i0sdFGEUK7s6VNkb5vu9vuS5d9aXfb7baFoLHdmdIi0LjBAgZNoyaiEMia2Ghs1OgXPxixFHQR+7I79zxmhm5DttaZuzvtvTPz7LfNnnvOM8/5zXPOvXPnrmA/loGEZkASGpeFZRnAcBqCxGbAcCZ2aiwww2kGEpsBw5nYqbHADKcZSGwGDGdip8YCM5xmILEZMJyJnRoLzHCagcRmwHAmdmosMMNpBhKbAcOZ2KmxwAynGUhsBgxnYqfGAjOcZiCxGTCcM5waXdp9Kyk5Cu4eybb9fobd2eHvyYDhnCEHXdZ1N0HqJ3h3hxzc+tIMu7PDDef0DejS7YtI+efx+a8gqTvJh6OkgyPkZSHpiT8xxkkZ6Rqf/gh25GQGrHJGtKDLtn+VwB9F2YiwGx9uwAVDeN2AkyGQhZJt+7kueXwOHzh1G/+a9ZqMtI5FHMaag31NI6qCkjg9a3HsIwzXEQR7CeTLsr/txajjWHvDGdlASZzoBpAhwvxGgtRuwxk5xRcOsGU9Yu5milOXdDUwp+GzvDP3hIx8+52Iw9dVc8MZcbpnjPPBvlvwehzkXsm2HYk4fF01N5wRp9twRkzYDJobzjKTp8sHPoWOb8NzDCe5S5+t/+89py7bfiNB+DJhsIXA77fKWTrxhvMSOdIV30vD3+fyYd6Sri6vjT1fx8kIIRsJ2F02TlhEkH+VM24BDe41vN+Ec7sMp+EsnYEpLbSp62pUPgMyH3EHcamb5EDrienjlA2gQ+S1mZQMGs7yp8Qq51Scy3saUckR6mYC2Vn4WBLJz0cDj9Mno1fO/49TG3s/itNCRc3IwW3Hyp+62m9pOEvhxG0CvwvVZkQGK44zM3ADMvFHfFjAebD2yZX/Cg1nXDh9sJIgvJt8/jBB6qjhvBit4YwLpwbNSDiIZxOOXYbTcJZcU3TqnvNyLeuGs+RcWOW0ylkSSVwNDKfhjMteyXHrHqeu6L4Z7x7mzPs3yVNr3rZlvaSZK9bAcDb2rMLJd1BZivhevN9TvHl48jqn7TmvGMapAxnOCzjZgrCDUFoJtN9wxmbywsCGMyk4w3AFBK+TklEZbvtH/DTij8BwJgVn3reQcgOorpBcx4H4acQfQd3i1OU91+NZSCizSbEPjXlZN5wXvRvqF2emZzUij+J1K062JwYnug6RL+H9I5LrfDX++hVfBIYzaTg9LTgG8P5BOdg5HB+N+EeuG5zv3prGFwnmPSf7V05oUiun4ay/s3Vd3r0GdfsI8vNkf9cpwxl/ZSwVQf1UzmrDmfdrSckaxK2S4baflprIWvx7/eEUXYKXPpBhRHcm7oRoclnXsBkJBouPuRFaCeQhOdD+bC0ivNRrqj+c3rfg3AAhbQT0JR/n+fs9VR+WXMfjhrMGM3Bhz2k4q2Z2rXIm9VLShWV98k754lPs7iT0u+SJzl9VjbAZBFqzODXTsxD0IcbTm0nnb0H0I4jbQ7VWzsm4xa+V4c5HZzDnVXNoDePs7kPcVpT+4glFqIWTin7DWTU2a/f5nJqpUZyFh9UG7jq8PiW5zt9WD7XokVrlrJo95/mrDIStEPSD75Zs57boU149RxhOw5lYrYbTcBrOK5UBbRq6Gj39MfCLa/KEyJb1K0Wp8uNopqcfkRZgJ7C55s7Wp+DUO7pSLAgGQZ6WbPto5TMaX481t6zXEc5eVGYT6lFS7mVUByTX0RofpcqPXDM4temRu9CgEeVvODbXfOVU34+4VvA7wW02nJV/c1SsR830DCKyEe8Hca7ZcFYstbF1VDuV03Dash7b26jEwFY5dQCvvyNIj0p2y1+SOk9R4qrayqmZ3tsRviHZ9tWFF1z3OD2DOArbmUG8PEMof5XDW9+MgiFpbasOp2b6b4f8YpA0oqtB9oCuRxlC2FC3e85JnKq7i3tvYa8Mt69PGrgo8VQfzqaewkO3VoE8VsQp7EVZZzjPV8734Hw3L36v5DqrEqnhrNaPL6deSppaOZW9SAGnPia5jjVRKlZS2hrOOsCJ+uP4WaNyqPVEUuCVE0fV4NQlPwi49vUUp8f22LIe9BOhciIUThq/i/pXcFf9RoZb/lAOjrjbJB6nZrr3gVsN/gDICqSQZNtzTgsnsgr1+yXXuTJueOWMXwU4e4dBm0AL/8zUcE7e+DGdymk4y3lPXLqNNu34OM5/glBvQP1KxL1iOAv/p2jKnfCGc2bQpnO0ZnoPA/cjcgjVpUDOcFYWJyJv4NI/Ju//TD59mvTZFiT8mWS7fjmdObtcxyRmWdfGvs/h9GaUuwwnA1z0vfXKVc7i9gjJAhmQQ1AsAt+XXPsDlwvadPqNHadm+raB3ofIr1G9t5AkwxkPToRv4TlEOr8arpsoPCpyOqgqdcxlw6nLd9yK+msl2/Zi8bPvwqWgD/7ToWOfJhy/nn9/8oXi7xMnn8SxBNwRw+kGuOhBXpNP/Lj8lbNYFFSfQeSbqI4g4lGOIYX7Y/VZyXV0VgpeOf2UxKlNvfPJN6RwZ68p3HktT3T8oojtga7Pk5b3EcrbOJmLpN4kHL+G9Ow3CM99CFiPyG2oux/8TSBfQPQelB8hLEL9c4hbjNcRw8kuJp8JnyicxaLxQ9DFwAsIC1B9nlT4NKTHyOtx0JeALMGsk0ycmUfQcAp37j/kU2doOHsVOucc4cTXQN6SbPuhclBOtimJM0pn1tYyUMkMGM5KZtP6qmgGDGdF02mdVTIDhrOS2bS+KpoBw1nRdFpnlczAfwEr3Pw12l2s6AAAAABJRU5ErkJggg==\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" </tr></thead></table></div></div><div class=\"dataTables_scrollBody\" style=\"position: relative; overflow: auto; width: 100%;\"><table border=\"1\" class=\"dataframe table cell-border nowrap dataTable no-footer\" id=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e\" role=\"grid\" aria-describedby=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e_info\" style=\"width: 961px;\"><thead>\n",
" <tr style=\"text-align: right; height: 12px;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e\" rowspan=\"1\" colspan=\"1\" style=\"width: 20px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\": activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"A: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">A</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"B: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">B</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"C: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">C</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"D: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">D</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4707adad18cd0a7ac0c3f9113f599a1a2ed3252afc25f175300f8fc352bcd2e\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"E: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">E</div></th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 20px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"width: 20px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKcAAABTCAYAAAD6FRfjAAABmklEQVR4Xu3SQREAAAjDMObfNDb6CAp2JTunQLTAorvMUuDghCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgW+ABcOkAVFqLNhgAAAAASUVORK5CYII=\" class=\"dt-chart-image\"></div></div></td>\n",
" </tr></thead>\n",
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" <th>77136</th>\n",
" <td>-1.257171</td>\n",
" <td>0.144082</td>\n",
" <td>-0.418297</td>\n",
" <td>1.274059</td>\n",
" <td>0.876483</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13723</th>\n",
" <td>0.539804</td>\n",
" <td>-0.011275</td>\n",
" <td>-0.859576</td>\n",
" <td>-0.735233</td>\n",
" <td>0.748547</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10000 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" A B C D E\n",
"62500 -0.126142 0.095316 0.321524 -0.616824 -0.363271\n",
"33318 0.264134 2.419718 -0.516286 0.121354 -4.005275\n",
"21811 -0.023820 -0.751078 0.259660 0.756730 -0.732722\n",
"39602 0.111471 0.217272 -0.280419 -0.385585 -0.177838\n",
"38247 0.207304 -1.095124 0.844130 0.868020 -1.072838\n",
"87045 1.371036 0.082072 -1.939868 0.258486 -0.190287\n",
"66412 1.896125 1.786979 -0.472142 -1.128792 -0.496984\n",
"89256 -0.875811 -0.316140 -0.301438 2.183297 -1.180630\n",
"43181 0.456203 0.086808 -0.251278 0.045244 -1.762321\n",
"16785 -0.890806 -0.957364 0.186850 -0.435854 0.261383\n",
"25273 0.161103 -0.477179 0.590745 -0.020984 1.710587\n",
"64419 -0.546998 -0.533232 -0.061554 0.315877 0.430702\n",
"76147 -1.084749 1.315555 0.444154 0.090329 0.535879\n",
"22362 0.562644 0.071469 -1.061794 -0.346317 0.764071\n",
"19933 0.480620 0.294839 1.339168 0.581943 0.616965\n",
"12029 0.810921 1.849246 -2.279083 -1.067631 0.478793\n",
"75037 -1.018436 0.066730 -1.130362 -0.705348 0.673478\n",
"58481 -0.034207 2.377783 -1.016008 0.114361 0.462918\n",
"11154 -1.181159 -0.608142 0.081604 0.526523 -1.635307\n",
"9162 -0.336731 -0.090837 0.015347 -0.249676 0.677942\n",
"25338 -0.488415 0.333268 -0.707246 -0.638802 -0.976252\n",
"67536 -0.669624 -0.636663 -0.817557 -1.280348 0.548344\n",
"44301 0.794794 -0.534701 -0.458126 1.121312 1.156813\n",
"45572 0.849767 -0.676064 -0.018310 1.700661 1.322378\n",
"45807 -0.339710 0.402202 0.669055 1.009706 -1.337467\n",
"22426 2.146710 -1.649801 1.008742 0.337934 -0.821206\n",
"63972 -1.996495 1.921426 -1.833076 1.917988 0.595729\n",
"78367 -0.292690 -0.851837 -1.233507 0.391727 0.019092\n",
"35959 -0.647237 1.457398 0.208051 0.034678 -0.963693\n",
"32335 -0.973388 1.308233 -1.378909 -0.388742 -0.299166\n",
"... ... ... ... ... ...\n",
"19110 1.670454 -0.357570 -1.003600 0.808388 1.058658\n",
"23001 -1.014730 0.709734 -0.486132 1.709431 0.244489\n",
"93590 -0.442230 0.605583 0.842874 -0.084437 0.510691\n",
"61860 -0.854801 0.145793 -2.202817 -0.693655 0.067541\n",
"46898 0.407413 0.034825 -0.739217 -1.137226 0.416358\n",
"85520 -0.363309 -0.974533 0.081961 1.034060 -0.053999\n",
"41975 -0.917825 -1.308811 1.151885 -2.023340 0.057761\n",
"81141 -0.281658 -0.174784 0.467736 1.152734 0.152368\n",
"36470 1.832239 -1.134467 -0.821771 0.227873 -1.129559\n",
"94964 0.327247 1.115828 -1.348773 -1.079374 -0.397150\n",
"51766 -0.665257 0.742681 -0.224123 0.882239 -0.373601\n",
"95590 0.933787 0.294104 1.297495 -0.713886 0.284965\n",
"32101 -0.199478 -0.123549 -0.760723 0.740083 0.197464\n",
"68475 0.509293 0.035476 0.573613 -2.598104 -1.223569\n",
"31290 0.722604 -0.835216 0.586021 0.145971 -0.798506\n",
"34992 0.949778 0.542513 1.083039 0.448701 2.030622\n",
"14330 0.343296 0.894436 -0.013245 1.265755 0.777595\n",
"20687 2.162994 -0.580339 0.472545 1.380292 0.642325\n",
"97480 -0.476057 0.321441 -1.157416 -1.591458 -0.548013\n",
"87677 -0.161615 0.232287 -0.218837 -0.654177 -0.643772\n",
"49746 -0.915603 1.263715 0.437281 0.645829 -0.740861\n",
"29614 0.611173 -1.166594 -1.363327 -1.850732 0.434274\n",
"27807 0.288304 1.419546 -1.395958 -0.531953 0.020878\n",
"77145 0.158846 -1.087560 -1.010913 0.010488 0.271045\n",
"6846 0.351264 0.144302 2.412894 0.095171 0.150190\n",
"95734 0.482283 -0.204072 1.034515 2.297682 -1.675026\n",
"29573 0.683901 -0.809018 1.829485 0.184619 1.713901\n",
"99637 1.401703 -0.258682 1.296663 0.238641 0.123792\n",
"77136 -1.257171 0.144082 -0.418297 1.274059 0.876483\n",
"13723 0.539804 -0.011275 -0.859576 -0.735233 0.748547\n",
"\n",
"[10000 rows x 5 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_long.sample(10000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wide DataTables work as expected:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:08.280053Z",
"start_time": "2019-07-19T11:01:08.134462Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
],
"scrolled": false
},
"outputs": [
{
"data": {
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" <tr style=\"text-align: right;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 0px;\" aria-label=\": activate to sort column ascending\"></th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"A: activate to sort column ascending\">A</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"B: activate to sort column ascending\">B</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" 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aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"G: activate to sort column ascending\">G</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"H: activate to sort column ascending\">H</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"I: activate to sort column ascending\">I</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"J: activate to sort column ascending\">J</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"K: activate to sort column ascending\">K</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"L: activate to sort column ascending\">L</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"M: activate to sort column ascending\">M</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"N: activate to sort column ascending\">N</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"O: activate to sort column ascending\">O</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"P: activate to sort column ascending\">P</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"Q: activate to sort column ascending\">Q</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"R: activate to sort column ascending\">R</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"S: activate to sort column ascending\">S</th><th class=\"dt-body-center dt-head-center sorting\" tabindex=\"0\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px;\" aria-label=\"T: activate to sort column ascending\">T</th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\">\n",
" <th class=\" dt-body-center dt-head-center\"></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 6\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 7\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 8\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 9\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 10\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 11\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 12\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 13\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 14\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 15\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 16\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 17\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 18\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 19\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 20\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\">\n",
" <th class=\" dt-body-center dt-head-center\"></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 6\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 7\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 8\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 9\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 10\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 11\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 12\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 13\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 14\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 15\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 16\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 17\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 18\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 19\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 20\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" </tr></thead></table></div></div><div class=\"dataTables_scrollBody\" style=\"position: relative; overflow: auto; width: 100%;\"><table border=\"1\" class=\"dataframe table cell-border nowrap dataTable no-footer\" id=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" role=\"grid\" aria-describedby=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43_info\" style=\"width: 3656px;\"><thead>\n",
" <tr style=\"text-align: right; height: 12px;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 0px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\": activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"A: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">A</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"B: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">B</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"C: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">C</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"D: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">D</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"E: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">E</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"F: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">F</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"G: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">G</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"H: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">H</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"I: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">I</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"J: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">J</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"K: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">K</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"L: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">L</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"M: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">M</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"N: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">N</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"O: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">O</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"P: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">P</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"Q: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">Q</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"R: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">R</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"S: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">S</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"3963a9dcc739708e6eb3d7a78b7da95da197becab6bd763c06bf163f170f0c43\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"T: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">T</div></th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 6\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 7\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 8\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 9\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 10\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 11\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 12\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 13\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 14\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 15\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 16\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 17\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 18\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 19\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 20\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"width: 0px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 6\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 7\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 8\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 9\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 10\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 11\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 12\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 13\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 14\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 15\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 16\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 17\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 18\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 19\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKcAAABTCAYAAAD6FRfjAAABmklEQVR4Xu3SQREAAAjDMObfNDb6CAp2JTunQLTAorvMUuDghCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgW+ABcOkAVFqLNhgAAAAASUVORK5CYII=\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 20\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
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" \n",
" <tbody>\n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" <tr role=\"row\" class=\"odd\">\n",
" <th class=\" dt-body-center dt-head-center\">0</th>\n",
" <td class=\" dt-body-center dt-head-center\">-2.255936</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.175437</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.247806</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.475884</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.448549</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.070762</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.829636</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.164231</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.098005</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.655648</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.188336</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.958840</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.590286</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.249893</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.201717</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.538562</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.332154</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.142709</td>\n",
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" <td class=\" dt-body-center dt-head-center\">1.780116</td>\n",
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" <td class=\" dt-body-center dt-head-center\">0.539013</td>\n",
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" <td class=\" dt-body-center dt-head-center\">-0.141290</td>\n",
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" <td class=\" dt-body-center dt-head-center\">0.792953</td>\n",
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" <td class=\" dt-body-center dt-head-center\">1.606099</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.079662</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.012810</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.565174</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.684541</td>\n",
" <td class=\" dt-body-center dt-head-center\">-2.425984</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.522845</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.267193</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.333124</td>\n",
" <td class=\" dt-body-center dt-head-center\">2.028935</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.612153</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.694732</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.717704</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.137760</td>\n",
" <td class=\" dt-body-center dt-head-center\">-2.167271</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.705922</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.500570</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.090950</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.428850</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.056736</td>\n",
" </tr><tr role=\"row\" class=\"even\">\n",
" <th class=\" dt-body-center dt-head-center\">3</th>\n",
" <td class=\" dt-body-center dt-head-center\">-0.808996</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.027061</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.327790</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.481479</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.560803</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.266785</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.308801</td>\n",
" <td class=\" dt-body-center dt-head-center\">2.155692</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.988815</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.711162</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.358436</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.018375</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.318450</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.506989</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.293507</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.407598</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.163820</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.574077</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.073113</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.835812</td>\n",
" </tr><tr role=\"row\" class=\"odd\">\n",
" <th class=\" dt-body-center dt-head-center\">4</th>\n",
" <td class=\" dt-body-center dt-head-center\">-1.880061</td>\n",
" <td class=\" dt-body-center dt-head-center\">2.092566</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.721620</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.129939</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.201160</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.454487</td>\n",
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" <td class=\" dt-body-center dt-head-center\">-0.544381</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.851035</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.048110</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.130661</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.110434</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.339238</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.783535</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.003907</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.030949</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.509822</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.202853</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.294332</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.003904</td>\n",
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" <th class=\" dt-body-center dt-head-center\">5</th>\n",
" <td class=\" dt-body-center dt-head-center\">1.435656</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.712119</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.974666</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.972417</td>\n",
" <td class=\" dt-body-center dt-head-center\">2.173629</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.660263</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.416062</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.439926</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.091085</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.137628</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.694015</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.314965</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.463775</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.577155</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.043721</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.273894</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.271601</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.774442</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.169424</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.984523</td>\n",
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" <th class=\" dt-body-center dt-head-center\">6</th>\n",
" <td class=\" dt-body-center dt-head-center\">0.371500</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.257088</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.737483</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.326488</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.198378</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.321565</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.616178</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.703670</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.655920</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.608465</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.284540</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.791296</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.454546</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.482737</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.000577</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.547927</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.601178</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.015129</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.669799</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.241653</td>\n",
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" <th class=\" dt-body-center dt-head-center\">7</th>\n",
" <td class=\" dt-body-center dt-head-center\">1.673956</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.889808</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.274278</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.488843</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.283713</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.275746</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.600645</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.903988</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.557700</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.001410</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.706070</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.054974</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.403142</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.571205</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.350148</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.959850</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.581742</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.282773</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.229787</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.665185</td>\n",
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" <th class=\" dt-body-center dt-head-center\">8</th>\n",
" <td class=\" dt-body-center dt-head-center\">-0.471482</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.378711</td>\n",
" <td class=\" dt-body-center dt-head-center\">-2.124238</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.719428</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.282507</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.584915</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.785401</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.111617</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.902587</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.265295</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.424577</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.226224</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.106318</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.058089</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.358802</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.327708</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.765326</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.905204</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.828849</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.437710</td>\n",
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" <th class=\" dt-body-center dt-head-center\">9</th>\n",
" <td class=\" dt-body-center dt-head-center\">-0.223886</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.435061</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.011238</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.148829</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.201529</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.658214</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.194667</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.575498</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.167207</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.625245</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.725773</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.597950</td>\n",
" <td class=\" dt-body-center dt-head-center\">-0.564383</td>\n",
" <td class=\" dt-body-center dt-head-center\">-1.722475</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.007463</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.164375</td>\n",
" <td class=\" dt-body-center dt-head-center\">0.527888</td>\n",
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" <td>0.539013</td>\n",
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" <td>0.423942</td>\n",
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" <td>0.522845</td>\n",
" <td>0.267193</td>\n",
" <td>-1.333124</td>\n",
" <td>2.028935</td>\n",
" <td>1.612153</td>\n",
" <td>-1.694732</td>\n",
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" <td>-1.137760</td>\n",
" <td>-2.167271</td>\n",
" <td>1.705922</td>\n",
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" <td>0.327790</td>\n",
" <td>1.481479</td>\n",
" <td>-0.560803</td>\n",
" <td>1.266785</td>\n",
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" <td>2.155692</td>\n",
" <td>-0.988815</td>\n",
" <td>-0.711162</td>\n",
" <td>-1.358436</td>\n",
" <td>0.018375</td>\n",
" <td>0.318450</td>\n",
" <td>-0.506989</td>\n",
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" <td>-0.073113</td>\n",
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" <td>2.092566</td>\n",
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" <td>-0.129939</td>\n",
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" <td>-0.339238</td>\n",
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" <td>1.435656</td>\n",
" <td>0.712119</td>\n",
" <td>-0.974666</td>\n",
" <td>-1.972417</td>\n",
" <td>2.173629</td>\n",
" <td>1.660263</td>\n",
" <td>-0.416062</td>\n",
" <td>-0.439926</td>\n",
" <td>-1.091085</td>\n",
" <td>-0.137628</td>\n",
" <td>-1.694015</td>\n",
" <td>0.314965</td>\n",
" <td>-1.463775</td>\n",
" <td>-1.577155</td>\n",
" <td>-0.043721</td>\n",
" <td>0.273894</td>\n",
" <td>1.271601</td>\n",
" <td>-0.774442</td>\n",
" <td>-0.169424</td>\n",
" <td>0.984523</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>0.371500</td>\n",
" <td>0.257088</td>\n",
" <td>-0.737483</td>\n",
" <td>0.326488</td>\n",
" <td>-1.198378</td>\n",
" <td>0.321565</td>\n",
" <td>0.616178</td>\n",
" <td>0.703670</td>\n",
" <td>0.655920</td>\n",
" <td>-1.608465</td>\n",
" <td>1.284540</td>\n",
" <td>0.791296</td>\n",
" <td>-0.454546</td>\n",
" <td>0.482737</td>\n",
" <td>0.000577</td>\n",
" <td>0.547927</td>\n",
" <td>0.601178</td>\n",
" <td>0.015129</td>\n",
" <td>1.669799</td>\n",
" <td>1.241653</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1.673956</td>\n",
" <td>0.889808</td>\n",
" <td>0.274278</td>\n",
" <td>0.488843</td>\n",
" <td>-0.283713</td>\n",
" <td>0.275746</td>\n",
" <td>1.600645</td>\n",
" <td>-0.903988</td>\n",
" <td>-0.557700</td>\n",
" <td>-0.001410</td>\n",
" <td>-0.706070</td>\n",
" <td>-0.054974</td>\n",
" <td>-0.403142</td>\n",
" <td>-0.571205</td>\n",
" <td>1.350148</td>\n",
" <td>0.959850</td>\n",
" <td>-0.581742</td>\n",
" <td>0.282773</td>\n",
" <td>-0.229787</td>\n",
" <td>0.665185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>-0.471482</td>\n",
" <td>1.378711</td>\n",
" <td>-2.124238</td>\n",
" <td>1.719428</td>\n",
" <td>0.282507</td>\n",
" <td>-0.584915</td>\n",
" <td>0.785401</td>\n",
" <td>-0.111617</td>\n",
" <td>0.902587</td>\n",
" <td>-1.265295</td>\n",
" <td>0.424577</td>\n",
" <td>-0.226224</td>\n",
" <td>0.106318</td>\n",
" <td>-0.058089</td>\n",
" <td>-0.358802</td>\n",
" <td>0.327708</td>\n",
" <td>0.765326</td>\n",
" <td>1.905204</td>\n",
" <td>1.828849</td>\n",
" <td>-0.437710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>-0.223886</td>\n",
" <td>-1.435061</td>\n",
" <td>0.011238</td>\n",
" <td>0.148829</td>\n",
" <td>0.201529</td>\n",
" <td>0.658214</td>\n",
" <td>-0.194667</td>\n",
" <td>0.575498</td>\n",
" <td>1.167207</td>\n",
" <td>-0.625245</td>\n",
" <td>-0.725773</td>\n",
" <td>-1.597950</td>\n",
" <td>-0.564383</td>\n",
" <td>-1.722475</td>\n",
" <td>1.007463</td>\n",
" <td>1.164375</td>\n",
" <td>0.527888</td>\n",
" <td>0.667654</td>\n",
" <td>1.854273</td>\n",
" <td>-0.060680</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>-0.848614</td>\n",
" <td>-0.394351</td>\n",
" <td>-0.047968</td>\n",
" <td>0.313225</td>\n",
" <td>1.625899</td>\n",
" <td>-1.342769</td>\n",
" <td>-0.669028</td>\n",
" <td>0.812983</td>\n",
" <td>0.651591</td>\n",
" <td>0.451083</td>\n",
" <td>0.668645</td>\n",
" <td>0.107916</td>\n",
" <td>0.447319</td>\n",
" <td>-1.277761</td>\n",
" <td>-0.799882</td>\n",
" <td>1.288333</td>\n",
" <td>-0.262709</td>\n",
" <td>0.305580</td>\n",
" <td>-1.263657</td>\n",
" <td>-0.228043</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>-1.489672</td>\n",
" <td>0.793820</td>\n",
" <td>0.683593</td>\n",
" <td>-1.261842</td>\n",
" <td>1.084762</td>\n",
" <td>-0.757936</td>\n",
" <td>1.932808</td>\n",
" <td>0.510536</td>\n",
" <td>0.790932</td>\n",
" <td>0.338197</td>\n",
" <td>0.700107</td>\n",
" <td>-1.758189</td>\n",
" <td>0.378703</td>\n",
" <td>0.545832</td>\n",
" <td>1.160472</td>\n",
" <td>0.404699</td>\n",
" <td>0.557821</td>\n",
" <td>0.801350</td>\n",
" <td>-2.182477</td>\n",
" <td>-0.640709</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2.224150</td>\n",
" <td>-0.348837</td>\n",
" <td>-0.973618</td>\n",
" <td>-0.356485</td>\n",
" <td>-0.956302</td>\n",
" <td>-1.543914</td>\n",
" <td>-0.018062</td>\n",
" <td>0.151782</td>\n",
" <td>-1.488120</td>\n",
" <td>2.541076</td>\n",
" <td>0.252060</td>\n",
" <td>-1.876010</td>\n",
" <td>-0.446567</td>\n",
" <td>0.739125</td>\n",
" <td>1.955986</td>\n",
" <td>-0.217726</td>\n",
" <td>1.037435</td>\n",
" <td>0.726544</td>\n",
" <td>0.664870</td>\n",
" <td>1.384373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>-1.294166</td>\n",
" <td>-2.362594</td>\n",
" <td>-0.903037</td>\n",
" <td>0.740066</td>\n",
" <td>-1.321522</td>\n",
" <td>-0.230803</td>\n",
" <td>-0.307458</td>\n",
" <td>-0.983358</td>\n",
" <td>0.926149</td>\n",
" <td>0.110982</td>\n",
" <td>0.693456</td>\n",
" <td>1.570309</td>\n",
" <td>-0.481873</td>\n",
" <td>-1.198102</td>\n",
" <td>2.561388</td>\n",
" <td>0.135861</td>\n",
" <td>-1.144264</td>\n",
" <td>-0.683986</td>\n",
" <td>-0.182024</td>\n",
" <td>-0.040537</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>-1.141741</td>\n",
" <td>0.492651</td>\n",
" <td>-0.024275</td>\n",
" <td>0.063998</td>\n",
" <td>0.597095</td>\n",
" <td>-2.025249</td>\n",
" <td>1.858155</td>\n",
" <td>0.728871</td>\n",
" <td>2.520465</td>\n",
" <td>1.635758</td>\n",
" <td>0.402532</td>\n",
" <td>-2.293582</td>\n",
" <td>-0.526879</td>\n",
" <td>-0.049488</td>\n",
" <td>-1.529110</td>\n",
" <td>1.147690</td>\n",
" <td>0.378275</td>\n",
" <td>0.903426</td>\n",
" <td>-3.120920</td>\n",
" <td>0.137404</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>-1.905606</td>\n",
" <td>0.432257</td>\n",
" <td>0.090260</td>\n",
" <td>1.583389</td>\n",
" <td>1.366788</td>\n",
" <td>0.368251</td>\n",
" <td>-0.618340</td>\n",
" <td>0.629971</td>\n",
" <td>-0.124593</td>\n",
" <td>-0.373891</td>\n",
" <td>0.153889</td>\n",
" <td>0.977898</td>\n",
" <td>-2.065433</td>\n",
" <td>0.818614</td>\n",
" <td>1.862654</td>\n",
" <td>-2.010781</td>\n",
" <td>-0.875732</td>\n",
" <td>0.921392</td>\n",
" <td>0.530719</td>\n",
" <td>-0.829445</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>-0.108193</td>\n",
" <td>0.149873</td>\n",
" <td>-1.441581</td>\n",
" <td>-1.684692</td>\n",
" <td>-0.453066</td>\n",
" <td>1.813468</td>\n",
" <td>-0.967903</td>\n",
" <td>-0.106448</td>\n",
" <td>-0.327118</td>\n",
" <td>0.011841</td>\n",
" <td>0.702096</td>\n",
" <td>-0.954430</td>\n",
" <td>0.110826</td>\n",
" <td>0.257584</td>\n",
" <td>1.878162</td>\n",
" <td>-1.875140</td>\n",
" <td>1.979410</td>\n",
" <td>-1.423644</td>\n",
" <td>0.439012</td>\n",
" <td>0.562375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>-0.804362</td>\n",
" <td>-1.758394</td>\n",
" <td>0.202833</td>\n",
" <td>-0.904297</td>\n",
" <td>1.212586</td>\n",
" <td>-1.795861</td>\n",
" <td>-1.211002</td>\n",
" <td>-1.744519</td>\n",
" <td>0.870146</td>\n",
" <td>1.021880</td>\n",
" <td>-0.290738</td>\n",
" <td>-0.192471</td>\n",
" <td>-0.603221</td>\n",
" <td>-0.067564</td>\n",
" <td>1.336065</td>\n",
" <td>1.954076</td>\n",
" <td>0.629708</td>\n",
" <td>-1.838621</td>\n",
" <td>-0.078204</td>\n",
" <td>0.830737</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>-0.196082</td>\n",
" <td>0.967277</td>\n",
" <td>-0.525561</td>\n",
" <td>0.365151</td>\n",
" <td>-0.247381</td>\n",
" <td>-1.337104</td>\n",
" <td>1.133662</td>\n",
" <td>-1.909344</td>\n",
" <td>1.188778</td>\n",
" <td>1.413160</td>\n",
" <td>-0.502912</td>\n",
" <td>-1.083308</td>\n",
" <td>0.120629</td>\n",
" <td>-0.494964</td>\n",
" <td>0.959085</td>\n",
" <td>-0.039305</td>\n",
" <td>0.452266</td>\n",
" <td>-0.148412</td>\n",
" <td>1.335315</td>\n",
" <td>0.620295</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>-0.666881</td>\n",
" <td>1.994414</td>\n",
" <td>-0.151723</td>\n",
" <td>0.047114</td>\n",
" <td>0.540660</td>\n",
" <td>0.581797</td>\n",
" <td>-0.324145</td>\n",
" <td>0.928417</td>\n",
" <td>-0.496133</td>\n",
" <td>0.775640</td>\n",
" <td>1.018939</td>\n",
" <td>0.415882</td>\n",
" <td>0.062882</td>\n",
" <td>-3.148341</td>\n",
" <td>0.710260</td>\n",
" <td>1.222243</td>\n",
" <td>-0.013451</td>\n",
" <td>-0.064715</td>\n",
" <td>0.591344</td>\n",
" <td>-0.395060</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>-1.079827</td>\n",
" <td>-0.597966</td>\n",
" <td>-0.707088</td>\n",
" <td>-0.324364</td>\n",
" <td>-1.685140</td>\n",
" <td>0.506983</td>\n",
" <td>0.166661</td>\n",
" <td>0.993528</td>\n",
" <td>0.769134</td>\n",
" <td>0.670345</td>\n",
" <td>1.000501</td>\n",
" <td>0.831826</td>\n",
" <td>1.249429</td>\n",
" <td>-1.921021</td>\n",
" <td>0.532343</td>\n",
" <td>1.164537</td>\n",
" <td>0.533666</td>\n",
" <td>-2.015628</td>\n",
" <td>-1.557165</td>\n",
" <td>0.011592</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>-0.501087</td>\n",
" <td>-1.179109</td>\n",
" <td>0.183794</td>\n",
" <td>1.143676</td>\n",
" <td>0.083256</td>\n",
" <td>-0.273532</td>\n",
" <td>0.068077</td>\n",
" <td>0.477167</td>\n",
" <td>0.491565</td>\n",
" <td>0.368340</td>\n",
" <td>0.803645</td>\n",
" <td>-1.623915</td>\n",
" <td>-0.194830</td>\n",
" <td>0.017965</td>\n",
" <td>0.040843</td>\n",
" <td>0.336266</td>\n",
" <td>-0.321926</td>\n",
" <td>-0.496290</td>\n",
" <td>-0.747982</td>\n",
" <td>-0.949423</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>1.675035</td>\n",
" <td>0.253450</td>\n",
" <td>-1.731866</td>\n",
" <td>0.281877</td>\n",
" <td>-0.170033</td>\n",
" <td>0.519426</td>\n",
" <td>0.135480</td>\n",
" <td>-1.004503</td>\n",
" <td>-1.402707</td>\n",
" <td>-0.797588</td>\n",
" <td>1.102956</td>\n",
" <td>-1.942368</td>\n",
" <td>-0.998220</td>\n",
" <td>-0.847103</td>\n",
" <td>0.761159</td>\n",
" <td>-0.158305</td>\n",
" <td>1.113899</td>\n",
" <td>-0.287954</td>\n",
" <td>-0.308764</td>\n",
" <td>-0.131224</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>-1.718574</td>\n",
" <td>0.763113</td>\n",
" <td>0.040182</td>\n",
" <td>1.527342</td>\n",
" <td>0.871417</td>\n",
" <td>0.699840</td>\n",
" <td>-0.606172</td>\n",
" <td>1.297490</td>\n",
" <td>2.023613</td>\n",
" <td>1.065466</td>\n",
" <td>-0.119802</td>\n",
" <td>0.584361</td>\n",
" <td>-0.379749</td>\n",
" <td>0.567109</td>\n",
" <td>0.275193</td>\n",
" <td>0.764734</td>\n",
" <td>0.275956</td>\n",
" <td>-1.340506</td>\n",
" <td>0.154103</td>\n",
" <td>-0.031959</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>-2.032573</td>\n",
" <td>1.127314</td>\n",
" <td>0.385289</td>\n",
" <td>-0.832988</td>\n",
" <td>1.022305</td>\n",
" <td>1.281593</td>\n",
" <td>0.279951</td>\n",
" <td>1.993048</td>\n",
" <td>-0.014554</td>\n",
" <td>1.320114</td>\n",
" <td>1.309773</td>\n",
" <td>-0.538236</td>\n",
" <td>-1.888957</td>\n",
" <td>0.725758</td>\n",
" <td>-0.630019</td>\n",
" <td>1.054976</td>\n",
" <td>0.390300</td>\n",
" <td>-0.752792</td>\n",
" <td>2.265514</td>\n",
" <td>0.812726</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>0.457548</td>\n",
" <td>-1.353193</td>\n",
" <td>-1.233514</td>\n",
" <td>-1.253435</td>\n",
" <td>0.415229</td>\n",
" <td>0.015433</td>\n",
" <td>0.731085</td>\n",
" <td>0.210249</td>\n",
" <td>0.227154</td>\n",
" <td>-0.721710</td>\n",
" <td>0.531240</td>\n",
" <td>0.686929</td>\n",
" <td>0.322888</td>\n",
" <td>-0.890977</td>\n",
" <td>1.677585</td>\n",
" <td>0.126440</td>\n",
" <td>0.361230</td>\n",
" <td>-1.320305</td>\n",
" <td>-1.337138</td>\n",
" <td>-0.051493</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>0.478642</td>\n",
" <td>-1.251638</td>\n",
" <td>-0.396174</td>\n",
" <td>-0.264471</td>\n",
" <td>-0.086665</td>\n",
" <td>0.141789</td>\n",
" <td>-0.820487</td>\n",
" <td>-0.697917</td>\n",
" <td>1.236338</td>\n",
" <td>0.024662</td>\n",
" <td>1.147300</td>\n",
" <td>0.882567</td>\n",
" <td>1.228959</td>\n",
" <td>-0.063601</td>\n",
" <td>-0.883044</td>\n",
" <td>2.227332</td>\n",
" <td>-1.331910</td>\n",
" <td>-0.374988</td>\n",
" <td>-1.169406</td>\n",
" <td>0.160254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>-1.081600</td>\n",
" <td>-0.259616</td>\n",
" <td>0.268639</td>\n",
" <td>0.350193</td>\n",
" <td>-2.116583</td>\n",
" <td>1.246106</td>\n",
" <td>1.215502</td>\n",
" <td>0.894508</td>\n",
" <td>-0.690588</td>\n",
" <td>0.366002</td>\n",
" <td>0.982060</td>\n",
" <td>-0.728314</td>\n",
" <td>0.780233</td>\n",
" <td>-0.084032</td>\n",
" <td>-0.103340</td>\n",
" <td>-0.540164</td>\n",
" <td>0.999292</td>\n",
" <td>-0.754120</td>\n",
" <td>0.441526</td>\n",
" <td>-1.862319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>-0.057179</td>\n",
" <td>-0.132198</td>\n",
" <td>1.194149</td>\n",
" <td>0.407959</td>\n",
" <td>-0.666274</td>\n",
" <td>-0.719715</td>\n",
" <td>0.691767</td>\n",
" <td>0.781240</td>\n",
" <td>-1.727900</td>\n",
" <td>-0.381374</td>\n",
" <td>0.387875</td>\n",
" <td>-1.293268</td>\n",
" <td>1.215373</td>\n",
" <td>0.753831</td>\n",
" <td>-1.144454</td>\n",
" <td>-0.019547</td>\n",
" <td>-1.176480</td>\n",
" <td>-0.058257</td>\n",
" <td>-0.222024</td>\n",
" <td>-1.232649</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>-1.345314</td>\n",
" <td>-2.541200</td>\n",
" <td>0.505177</td>\n",
" <td>1.330980</td>\n",
" <td>-1.236265</td>\n",
" <td>-1.878173</td>\n",
" <td>0.921588</td>\n",
" <td>0.894603</td>\n",
" <td>-1.328496</td>\n",
" <td>-1.430961</td>\n",
" <td>1.314050</td>\n",
" <td>0.451602</td>\n",
" <td>0.187530</td>\n",
" <td>-0.486379</td>\n",
" <td>-1.748809</td>\n",
" <td>-0.079214</td>\n",
" <td>-1.636917</td>\n",
" <td>-0.923994</td>\n",
" <td>-0.087003</td>\n",
" <td>-0.019119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>-0.020614</td>\n",
" <td>0.253802</td>\n",
" <td>2.423035</td>\n",
" <td>0.311176</td>\n",
" <td>0.996810</td>\n",
" <td>-0.551077</td>\n",
" <td>0.066949</td>\n",
" <td>-0.939975</td>\n",
" <td>-1.894005</td>\n",
" <td>-1.048120</td>\n",
" <td>-1.276472</td>\n",
" <td>0.939105</td>\n",
" <td>-0.096744</td>\n",
" <td>0.264592</td>\n",
" <td>0.424588</td>\n",
" <td>0.460886</td>\n",
" <td>-0.225877</td>\n",
" <td>-0.484446</td>\n",
" <td>1.076335</td>\n",
" <td>2.483344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>0.159829</td>\n",
" <td>0.225650</td>\n",
" <td>-0.635473</td>\n",
" <td>0.770798</td>\n",
" <td>2.354337</td>\n",
" <td>0.110387</td>\n",
" <td>0.641249</td>\n",
" <td>0.707535</td>\n",
" <td>0.827955</td>\n",
" <td>-1.256247</td>\n",
" <td>-1.716108</td>\n",
" <td>0.734054</td>\n",
" <td>-0.957580</td>\n",
" <td>0.012644</td>\n",
" <td>-0.308358</td>\n",
" <td>0.353871</td>\n",
" <td>-0.798825</td>\n",
" <td>0.677671</td>\n",
" <td>0.245973</td>\n",
" <td>1.464766</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>0.321966</td>\n",
" <td>-1.726810</td>\n",
" <td>-0.831446</td>\n",
" <td>-1.272940</td>\n",
" <td>-0.180311</td>\n",
" <td>-0.446699</td>\n",
" <td>0.103497</td>\n",
" <td>-0.870319</td>\n",
" <td>0.301179</td>\n",
" <td>-0.072596</td>\n",
" <td>0.920568</td>\n",
" <td>1.125675</td>\n",
" <td>0.923029</td>\n",
" <td>0.162325</td>\n",
" <td>0.636100</td>\n",
" <td>-1.489418</td>\n",
" <td>-0.428680</td>\n",
" <td>0.545280</td>\n",
" <td>-0.225449</td>\n",
" <td>0.136860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>-1.425465</td>\n",
" <td>0.161813</td>\n",
" <td>2.175430</td>\n",
" <td>-1.794711</td>\n",
" <td>0.896579</td>\n",
" <td>-0.436510</td>\n",
" <td>-1.862266</td>\n",
" <td>0.534796</td>\n",
" <td>0.387295</td>\n",
" <td>0.802943</td>\n",
" <td>-0.401122</td>\n",
" <td>-0.382419</td>\n",
" <td>0.053852</td>\n",
" <td>-0.423235</td>\n",
" <td>-0.717663</td>\n",
" <td>0.560907</td>\n",
" <td>-0.731217</td>\n",
" <td>0.078326</td>\n",
" <td>0.514058</td>\n",
" <td>-0.517211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>0.654141</td>\n",
" <td>-1.043757</td>\n",
" <td>-1.955365</td>\n",
" <td>-1.048888</td>\n",
" <td>-0.357361</td>\n",
" <td>0.580459</td>\n",
" <td>1.039054</td>\n",
" <td>-0.056950</td>\n",
" <td>-0.941003</td>\n",
" <td>-0.538766</td>\n",
" <td>1.195241</td>\n",
" <td>-0.258387</td>\n",
" <td>0.285041</td>\n",
" <td>0.071847</td>\n",
" <td>0.815399</td>\n",
" <td>0.769821</td>\n",
" <td>-0.898588</td>\n",
" <td>0.498799</td>\n",
" <td>0.635231</td>\n",
" <td>-0.366536</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>-1.255466</td>\n",
" <td>0.476422</td>\n",
" <td>0.026083</td>\n",
" <td>-0.640131</td>\n",
" <td>-1.185997</td>\n",
" <td>-0.703607</td>\n",
" <td>-0.433189</td>\n",
" <td>0.274634</td>\n",
" <td>-0.765775</td>\n",
" <td>0.445539</td>\n",
" <td>-1.121072</td>\n",
" <td>-1.455851</td>\n",
" <td>-0.332873</td>\n",
" <td>-1.231073</td>\n",
" <td>0.797974</td>\n",
" <td>-0.617225</td>\n",
" <td>-0.546957</td>\n",
" <td>-1.713590</td>\n",
" <td>1.236230</td>\n",
" <td>-0.453702</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>-0.048127</td>\n",
" <td>-0.978909</td>\n",
" <td>-0.704151</td>\n",
" <td>-0.187435</td>\n",
" <td>0.210240</td>\n",
" <td>-1.329852</td>\n",
" <td>1.356453</td>\n",
" <td>0.475067</td>\n",
" <td>0.187142</td>\n",
" <td>-1.957571</td>\n",
" <td>1.024091</td>\n",
" <td>-1.164080</td>\n",
" <td>-0.828915</td>\n",
" <td>-0.665568</td>\n",
" <td>1.486540</td>\n",
" <td>-0.521413</td>\n",
" <td>-0.180217</td>\n",
" <td>2.693010</td>\n",
" <td>0.507571</td>\n",
" <td>0.644324</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>0.296475</td>\n",
" <td>-0.693260</td>\n",
" <td>0.339391</td>\n",
" <td>-0.129085</td>\n",
" <td>1.290587</td>\n",
" <td>-2.027579</td>\n",
" <td>-0.648362</td>\n",
" <td>3.115209</td>\n",
" <td>-0.994926</td>\n",
" <td>-0.331306</td>\n",
" <td>-0.492887</td>\n",
" <td>0.285755</td>\n",
" <td>-0.248505</td>\n",
" <td>-0.463951</td>\n",
" <td>-0.154765</td>\n",
" <td>0.034496</td>\n",
" <td>0.535680</td>\n",
" <td>1.275821</td>\n",
" <td>-0.308434</td>\n",
" <td>-0.804606</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>0.689689</td>\n",
" <td>0.798985</td>\n",
" <td>0.752519</td>\n",
" <td>1.221174</td>\n",
" <td>-0.161779</td>\n",
" <td>1.118336</td>\n",
" <td>0.586224</td>\n",
" <td>0.325102</td>\n",
" <td>0.349605</td>\n",
" <td>-0.005768</td>\n",
" <td>1.396223</td>\n",
" <td>-0.127183</td>\n",
" <td>1.018409</td>\n",
" <td>1.073681</td>\n",
" <td>-1.458188</td>\n",
" <td>-0.237650</td>\n",
" <td>-0.608803</td>\n",
" <td>-0.248553</td>\n",
" <td>0.615087</td>\n",
" <td>-0.954277</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>0.461799</td>\n",
" <td>0.720969</td>\n",
" <td>0.999574</td>\n",
" <td>0.502263</td>\n",
" <td>0.442904</td>\n",
" <td>0.264631</td>\n",
" <td>-0.489771</td>\n",
" <td>0.443081</td>\n",
" <td>1.148567</td>\n",
" <td>-0.171174</td>\n",
" <td>-0.823044</td>\n",
" <td>-2.014548</td>\n",
" <td>-0.673446</td>\n",
" <td>-0.596802</td>\n",
" <td>1.429582</td>\n",
" <td>1.965820</td>\n",
" <td>2.093184</td>\n",
" <td>1.121012</td>\n",
" <td>0.343188</td>\n",
" <td>-0.123658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>-1.084287</td>\n",
" <td>0.536761</td>\n",
" <td>0.838911</td>\n",
" <td>-1.545470</td>\n",
" <td>-0.176660</td>\n",
" <td>1.029732</td>\n",
" <td>0.891665</td>\n",
" <td>-0.463200</td>\n",
" <td>0.886017</td>\n",
" <td>0.238589</td>\n",
" <td>0.105020</td>\n",
" <td>-0.625104</td>\n",
" <td>-0.393255</td>\n",
" <td>0.271898</td>\n",
" <td>-0.149671</td>\n",
" <td>0.126332</td>\n",
" <td>0.341229</td>\n",
" <td>-0.213861</td>\n",
" <td>0.603640</td>\n",
" <td>0.190068</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>0.403526</td>\n",
" <td>1.596327</td>\n",
" <td>-2.881181</td>\n",
" <td>-0.453933</td>\n",
" <td>-0.870103</td>\n",
" <td>-0.112544</td>\n",
" <td>-0.782790</td>\n",
" <td>0.008559</td>\n",
" <td>1.155150</td>\n",
" <td>0.410245</td>\n",
" <td>0.164414</td>\n",
" <td>0.723776</td>\n",
" <td>-0.948132</td>\n",
" <td>0.074639</td>\n",
" <td>0.309956</td>\n",
" <td>-0.652513</td>\n",
" <td>0.993851</td>\n",
" <td>0.297915</td>\n",
" <td>-0.264687</td>\n",
" <td>-0.197375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>1.445505</td>\n",
" <td>-0.930981</td>\n",
" <td>0.132409</td>\n",
" <td>-1.134110</td>\n",
" <td>0.846449</td>\n",
" <td>-0.482542</td>\n",
" <td>1.333667</td>\n",
" <td>-0.141203</td>\n",
" <td>0.197361</td>\n",
" <td>2.127502</td>\n",
" <td>-0.334329</td>\n",
" <td>-2.030015</td>\n",
" <td>-0.215669</td>\n",
" <td>-1.284653</td>\n",
" <td>0.673810</td>\n",
" <td>-1.659225</td>\n",
" <td>2.103180</td>\n",
" <td>-1.208048</td>\n",
" <td>0.010917</td>\n",
" <td>0.796259</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>1.874332</td>\n",
" <td>-0.375818</td>\n",
" <td>-0.210554</td>\n",
" <td>0.263656</td>\n",
" <td>1.149708</td>\n",
" <td>-1.985914</td>\n",
" <td>-0.469505</td>\n",
" <td>2.412566</td>\n",
" <td>1.677685</td>\n",
" <td>-0.168968</td>\n",
" <td>-0.197826</td>\n",
" <td>0.250532</td>\n",
" <td>0.183630</td>\n",
" <td>0.366590</td>\n",
" <td>-0.728496</td>\n",
" <td>0.451397</td>\n",
" <td>0.395854</td>\n",
" <td>1.278425</td>\n",
" <td>0.380029</td>\n",
" <td>-1.226524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>1.162196</td>\n",
" <td>1.258335</td>\n",
" <td>-0.554499</td>\n",
" <td>-0.682038</td>\n",
" <td>-1.561821</td>\n",
" <td>0.974493</td>\n",
" <td>1.863226</td>\n",
" <td>0.121739</td>\n",
" <td>1.513456</td>\n",
" <td>0.615738</td>\n",
" <td>-0.509205</td>\n",
" <td>-0.081356</td>\n",
" <td>0.262555</td>\n",
" <td>-0.330594</td>\n",
" <td>-0.519099</td>\n",
" <td>-1.438372</td>\n",
" <td>-1.621430</td>\n",
" <td>-0.932825</td>\n",
" <td>0.703959</td>\n",
" <td>0.903105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>-0.010346</td>\n",
" <td>1.294102</td>\n",
" <td>-0.351635</td>\n",
" <td>-1.373602</td>\n",
" <td>-0.136015</td>\n",
" <td>0.252461</td>\n",
" <td>0.354417</td>\n",
" <td>1.007012</td>\n",
" <td>0.041133</td>\n",
" <td>-1.172080</td>\n",
" <td>0.274490</td>\n",
" <td>0.589292</td>\n",
" <td>-0.635878</td>\n",
" <td>-0.659328</td>\n",
" <td>-1.585468</td>\n",
" <td>1.186882</td>\n",
" <td>1.609363</td>\n",
" <td>0.600039</td>\n",
" <td>-1.990552</td>\n",
" <td>-0.448552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>-0.640301</td>\n",
" <td>-0.164316</td>\n",
" <td>-0.803046</td>\n",
" <td>-0.883653</td>\n",
" <td>1.554306</td>\n",
" <td>2.306700</td>\n",
" <td>-0.229337</td>\n",
" <td>-1.969535</td>\n",
" <td>-0.465576</td>\n",
" <td>-1.758681</td>\n",
" <td>-1.020787</td>\n",
" <td>1.415049</td>\n",
" <td>-0.609787</td>\n",
" <td>-2.468419</td>\n",
" <td>1.661628</td>\n",
" <td>-0.063220</td>\n",
" <td>-0.815399</td>\n",
" <td>-1.010593</td>\n",
" <td>0.679403</td>\n",
" <td>-0.034402</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>1.301895</td>\n",
" <td>-0.398445</td>\n",
" <td>0.207128</td>\n",
" <td>1.031291</td>\n",
" <td>-1.271743</td>\n",
" <td>1.684593</td>\n",
" <td>0.686574</td>\n",
" <td>-1.039181</td>\n",
" <td>1.309164</td>\n",
" <td>-0.779373</td>\n",
" <td>1.194233</td>\n",
" <td>-0.628339</td>\n",
" <td>-0.117610</td>\n",
" <td>-2.568668</td>\n",
" <td>0.488727</td>\n",
" <td>0.822090</td>\n",
" <td>-0.904242</td>\n",
" <td>-0.740333</td>\n",
" <td>0.199858</td>\n",
" <td>0.574546</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>-0.171372</td>\n",
" <td>0.281605</td>\n",
" <td>-0.364246</td>\n",
" <td>-1.593958</td>\n",
" <td>-0.148202</td>\n",
" <td>-0.253286</td>\n",
" <td>0.830243</td>\n",
" <td>0.357212</td>\n",
" <td>-0.699220</td>\n",
" <td>-1.035435</td>\n",
" <td>-1.179220</td>\n",
" <td>1.690204</td>\n",
" <td>-0.057261</td>\n",
" <td>-0.610345</td>\n",
" <td>0.929695</td>\n",
" <td>0.224479</td>\n",
" <td>-0.360876</td>\n",
" <td>0.292898</td>\n",
" <td>-0.708697</td>\n",
" <td>0.886588</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>1.189362</td>\n",
" <td>0.352018</td>\n",
" <td>-1.271268</td>\n",
" <td>0.361776</td>\n",
" <td>0.205884</td>\n",
" <td>-0.126437</td>\n",
" <td>0.743875</td>\n",
" <td>-0.046816</td>\n",
" <td>0.758842</td>\n",
" <td>0.084987</td>\n",
" <td>-0.965185</td>\n",
" <td>0.369086</td>\n",
" <td>0.953131</td>\n",
" <td>-1.690339</td>\n",
" <td>-0.435211</td>\n",
" <td>0.590163</td>\n",
" <td>1.107768</td>\n",
" <td>-0.926463</td>\n",
" <td>0.773226</td>\n",
" <td>0.981552</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" A B C D E F G \\\n",
"0 -2.255936 0.175437 -0.247806 0.475884 0.448549 0.070762 -0.829636 \n",
"1 -0.404482 1.780116 -0.392071 1.038906 -0.827951 0.890728 -0.232014 \n",
"2 1.606099 1.079662 1.012810 0.565174 -1.684541 -2.425984 0.522845 \n",
"3 -0.808996 0.027061 0.327790 1.481479 -0.560803 1.266785 -0.308801 \n",
"4 -1.880061 2.092566 1.721620 -0.129939 -0.201160 -0.454487 0.142272 \n",
"5 1.435656 0.712119 -0.974666 -1.972417 2.173629 1.660263 -0.416062 \n",
"6 0.371500 0.257088 -0.737483 0.326488 -1.198378 0.321565 0.616178 \n",
"7 1.673956 0.889808 0.274278 0.488843 -0.283713 0.275746 1.600645 \n",
"8 -0.471482 1.378711 -2.124238 1.719428 0.282507 -0.584915 0.785401 \n",
"9 -0.223886 -1.435061 0.011238 0.148829 0.201529 0.658214 -0.194667 \n",
"10 -0.848614 -0.394351 -0.047968 0.313225 1.625899 -1.342769 -0.669028 \n",
"11 -1.489672 0.793820 0.683593 -1.261842 1.084762 -0.757936 1.932808 \n",
"12 2.224150 -0.348837 -0.973618 -0.356485 -0.956302 -1.543914 -0.018062 \n",
"13 -1.294166 -2.362594 -0.903037 0.740066 -1.321522 -0.230803 -0.307458 \n",
"14 -1.141741 0.492651 -0.024275 0.063998 0.597095 -2.025249 1.858155 \n",
"15 -1.905606 0.432257 0.090260 1.583389 1.366788 0.368251 -0.618340 \n",
"16 -0.108193 0.149873 -1.441581 -1.684692 -0.453066 1.813468 -0.967903 \n",
"17 -0.804362 -1.758394 0.202833 -0.904297 1.212586 -1.795861 -1.211002 \n",
"18 -0.196082 0.967277 -0.525561 0.365151 -0.247381 -1.337104 1.133662 \n",
"19 -0.666881 1.994414 -0.151723 0.047114 0.540660 0.581797 -0.324145 \n",
"20 -1.079827 -0.597966 -0.707088 -0.324364 -1.685140 0.506983 0.166661 \n",
"21 -0.501087 -1.179109 0.183794 1.143676 0.083256 -0.273532 0.068077 \n",
"22 1.675035 0.253450 -1.731866 0.281877 -0.170033 0.519426 0.135480 \n",
"23 -1.718574 0.763113 0.040182 1.527342 0.871417 0.699840 -0.606172 \n",
"24 -2.032573 1.127314 0.385289 -0.832988 1.022305 1.281593 0.279951 \n",
"25 0.457548 -1.353193 -1.233514 -1.253435 0.415229 0.015433 0.731085 \n",
"26 0.478642 -1.251638 -0.396174 -0.264471 -0.086665 0.141789 -0.820487 \n",
"27 -1.081600 -0.259616 0.268639 0.350193 -2.116583 1.246106 1.215502 \n",
"28 -0.057179 -0.132198 1.194149 0.407959 -0.666274 -0.719715 0.691767 \n",
"29 -1.345314 -2.541200 0.505177 1.330980 -1.236265 -1.878173 0.921588 \n",
"30 -0.020614 0.253802 2.423035 0.311176 0.996810 -0.551077 0.066949 \n",
"31 0.159829 0.225650 -0.635473 0.770798 2.354337 0.110387 0.641249 \n",
"32 0.321966 -1.726810 -0.831446 -1.272940 -0.180311 -0.446699 0.103497 \n",
"33 -1.425465 0.161813 2.175430 -1.794711 0.896579 -0.436510 -1.862266 \n",
"34 0.654141 -1.043757 -1.955365 -1.048888 -0.357361 0.580459 1.039054 \n",
"35 -1.255466 0.476422 0.026083 -0.640131 -1.185997 -0.703607 -0.433189 \n",
"36 -0.048127 -0.978909 -0.704151 -0.187435 0.210240 -1.329852 1.356453 \n",
"37 0.296475 -0.693260 0.339391 -0.129085 1.290587 -2.027579 -0.648362 \n",
"38 0.689689 0.798985 0.752519 1.221174 -0.161779 1.118336 0.586224 \n",
"39 0.461799 0.720969 0.999574 0.502263 0.442904 0.264631 -0.489771 \n",
"40 -1.084287 0.536761 0.838911 -1.545470 -0.176660 1.029732 0.891665 \n",
"41 0.403526 1.596327 -2.881181 -0.453933 -0.870103 -0.112544 -0.782790 \n",
"42 1.445505 -0.930981 0.132409 -1.134110 0.846449 -0.482542 1.333667 \n",
"43 1.874332 -0.375818 -0.210554 0.263656 1.149708 -1.985914 -0.469505 \n",
"44 1.162196 1.258335 -0.554499 -0.682038 -1.561821 0.974493 1.863226 \n",
"45 -0.010346 1.294102 -0.351635 -1.373602 -0.136015 0.252461 0.354417 \n",
"46 -0.640301 -0.164316 -0.803046 -0.883653 1.554306 2.306700 -0.229337 \n",
"47 1.301895 -0.398445 0.207128 1.031291 -1.271743 1.684593 0.686574 \n",
"48 -0.171372 0.281605 -0.364246 -1.593958 -0.148202 -0.253286 0.830243 \n",
"49 1.189362 0.352018 -1.271268 0.361776 0.205884 -0.126437 0.743875 \n",
"\n",
" H I J K L M N \\\n",
"0 -1.164231 -1.098005 -0.655648 -0.188336 0.958840 0.590286 -0.249893 \n",
"1 1.251334 -1.979700 -0.017387 0.519235 0.259415 -0.615061 0.539013 \n",
"2 0.267193 -1.333124 2.028935 1.612153 -1.694732 -0.717704 -1.137760 \n",
"3 2.155692 -0.988815 -0.711162 -1.358436 0.018375 0.318450 -0.506989 \n",
"4 -0.544381 -0.851035 -0.048110 -1.130661 -0.110434 -0.339238 0.783535 \n",
"5 -0.439926 -1.091085 -0.137628 -1.694015 0.314965 -1.463775 -1.577155 \n",
"6 0.703670 0.655920 -1.608465 1.284540 0.791296 -0.454546 0.482737 \n",
"7 -0.903988 -0.557700 -0.001410 -0.706070 -0.054974 -0.403142 -0.571205 \n",
"8 -0.111617 0.902587 -1.265295 0.424577 -0.226224 0.106318 -0.058089 \n",
"9 0.575498 1.167207 -0.625245 -0.725773 -1.597950 -0.564383 -1.722475 \n",
"10 0.812983 0.651591 0.451083 0.668645 0.107916 0.447319 -1.277761 \n",
"11 0.510536 0.790932 0.338197 0.700107 -1.758189 0.378703 0.545832 \n",
"12 0.151782 -1.488120 2.541076 0.252060 -1.876010 -0.446567 0.739125 \n",
"13 -0.983358 0.926149 0.110982 0.693456 1.570309 -0.481873 -1.198102 \n",
"14 0.728871 2.520465 1.635758 0.402532 -2.293582 -0.526879 -0.049488 \n",
"15 0.629971 -0.124593 -0.373891 0.153889 0.977898 -2.065433 0.818614 \n",
"16 -0.106448 -0.327118 0.011841 0.702096 -0.954430 0.110826 0.257584 \n",
"17 -1.744519 0.870146 1.021880 -0.290738 -0.192471 -0.603221 -0.067564 \n",
"18 -1.909344 1.188778 1.413160 -0.502912 -1.083308 0.120629 -0.494964 \n",
"19 0.928417 -0.496133 0.775640 1.018939 0.415882 0.062882 -3.148341 \n",
"20 0.993528 0.769134 0.670345 1.000501 0.831826 1.249429 -1.921021 \n",
"21 0.477167 0.491565 0.368340 0.803645 -1.623915 -0.194830 0.017965 \n",
"22 -1.004503 -1.402707 -0.797588 1.102956 -1.942368 -0.998220 -0.847103 \n",
"23 1.297490 2.023613 1.065466 -0.119802 0.584361 -0.379749 0.567109 \n",
"24 1.993048 -0.014554 1.320114 1.309773 -0.538236 -1.888957 0.725758 \n",
"25 0.210249 0.227154 -0.721710 0.531240 0.686929 0.322888 -0.890977 \n",
"26 -0.697917 1.236338 0.024662 1.147300 0.882567 1.228959 -0.063601 \n",
"27 0.894508 -0.690588 0.366002 0.982060 -0.728314 0.780233 -0.084032 \n",
"28 0.781240 -1.727900 -0.381374 0.387875 -1.293268 1.215373 0.753831 \n",
"29 0.894603 -1.328496 -1.430961 1.314050 0.451602 0.187530 -0.486379 \n",
"30 -0.939975 -1.894005 -1.048120 -1.276472 0.939105 -0.096744 0.264592 \n",
"31 0.707535 0.827955 -1.256247 -1.716108 0.734054 -0.957580 0.012644 \n",
"32 -0.870319 0.301179 -0.072596 0.920568 1.125675 0.923029 0.162325 \n",
"33 0.534796 0.387295 0.802943 -0.401122 -0.382419 0.053852 -0.423235 \n",
"34 -0.056950 -0.941003 -0.538766 1.195241 -0.258387 0.285041 0.071847 \n",
"35 0.274634 -0.765775 0.445539 -1.121072 -1.455851 -0.332873 -1.231073 \n",
"36 0.475067 0.187142 -1.957571 1.024091 -1.164080 -0.828915 -0.665568 \n",
"37 3.115209 -0.994926 -0.331306 -0.492887 0.285755 -0.248505 -0.463951 \n",
"38 0.325102 0.349605 -0.005768 1.396223 -0.127183 1.018409 1.073681 \n",
"39 0.443081 1.148567 -0.171174 -0.823044 -2.014548 -0.673446 -0.596802 \n",
"40 -0.463200 0.886017 0.238589 0.105020 -0.625104 -0.393255 0.271898 \n",
"41 0.008559 1.155150 0.410245 0.164414 0.723776 -0.948132 0.074639 \n",
"42 -0.141203 0.197361 2.127502 -0.334329 -2.030015 -0.215669 -1.284653 \n",
"43 2.412566 1.677685 -0.168968 -0.197826 0.250532 0.183630 0.366590 \n",
"44 0.121739 1.513456 0.615738 -0.509205 -0.081356 0.262555 -0.330594 \n",
"45 1.007012 0.041133 -1.172080 0.274490 0.589292 -0.635878 -0.659328 \n",
"46 -1.969535 -0.465576 -1.758681 -1.020787 1.415049 -0.609787 -2.468419 \n",
"47 -1.039181 1.309164 -0.779373 1.194233 -0.628339 -0.117610 -2.568668 \n",
"48 0.357212 -0.699220 -1.035435 -1.179220 1.690204 -0.057261 -0.610345 \n",
"49 -0.046816 0.758842 0.084987 -0.965185 0.369086 0.953131 -1.690339 \n",
"\n",
" O P Q R S T \n",
"0 -1.201717 -1.538562 -0.332154 0.142709 -0.135852 -0.030777 \n",
"1 1.412732 -0.141290 -1.867601 0.423942 -1.094830 0.792953 \n",
"2 -2.167271 1.705922 -0.500570 0.090950 0.428850 -0.056736 \n",
"3 0.293507 0.407598 -0.163820 -0.574077 -0.073113 0.835812 \n",
"4 0.003907 -0.030949 -0.509822 -0.202853 -0.294332 -1.003904 \n",
"5 -0.043721 0.273894 1.271601 -0.774442 -0.169424 0.984523 \n",
"6 0.000577 0.547927 0.601178 0.015129 1.669799 1.241653 \n",
"7 1.350148 0.959850 -0.581742 0.282773 -0.229787 0.665185 \n",
"8 -0.358802 0.327708 0.765326 1.905204 1.828849 -0.437710 \n",
"9 1.007463 1.164375 0.527888 0.667654 1.854273 -0.060680 \n",
"10 -0.799882 1.288333 -0.262709 0.305580 -1.263657 -0.228043 \n",
"11 1.160472 0.404699 0.557821 0.801350 -2.182477 -0.640709 \n",
"12 1.955986 -0.217726 1.037435 0.726544 0.664870 1.384373 \n",
"13 2.561388 0.135861 -1.144264 -0.683986 -0.182024 -0.040537 \n",
"14 -1.529110 1.147690 0.378275 0.903426 -3.120920 0.137404 \n",
"15 1.862654 -2.010781 -0.875732 0.921392 0.530719 -0.829445 \n",
"16 1.878162 -1.875140 1.979410 -1.423644 0.439012 0.562375 \n",
"17 1.336065 1.954076 0.629708 -1.838621 -0.078204 0.830737 \n",
"18 0.959085 -0.039305 0.452266 -0.148412 1.335315 0.620295 \n",
"19 0.710260 1.222243 -0.013451 -0.064715 0.591344 -0.395060 \n",
"20 0.532343 1.164537 0.533666 -2.015628 -1.557165 0.011592 \n",
"21 0.040843 0.336266 -0.321926 -0.496290 -0.747982 -0.949423 \n",
"22 0.761159 -0.158305 1.113899 -0.287954 -0.308764 -0.131224 \n",
"23 0.275193 0.764734 0.275956 -1.340506 0.154103 -0.031959 \n",
"24 -0.630019 1.054976 0.390300 -0.752792 2.265514 0.812726 \n",
"25 1.677585 0.126440 0.361230 -1.320305 -1.337138 -0.051493 \n",
"26 -0.883044 2.227332 -1.331910 -0.374988 -1.169406 0.160254 \n",
"27 -0.103340 -0.540164 0.999292 -0.754120 0.441526 -1.862319 \n",
"28 -1.144454 -0.019547 -1.176480 -0.058257 -0.222024 -1.232649 \n",
"29 -1.748809 -0.079214 -1.636917 -0.923994 -0.087003 -0.019119 \n",
"30 0.424588 0.460886 -0.225877 -0.484446 1.076335 2.483344 \n",
"31 -0.308358 0.353871 -0.798825 0.677671 0.245973 1.464766 \n",
"32 0.636100 -1.489418 -0.428680 0.545280 -0.225449 0.136860 \n",
"33 -0.717663 0.560907 -0.731217 0.078326 0.514058 -0.517211 \n",
"34 0.815399 0.769821 -0.898588 0.498799 0.635231 -0.366536 \n",
"35 0.797974 -0.617225 -0.546957 -1.713590 1.236230 -0.453702 \n",
"36 1.486540 -0.521413 -0.180217 2.693010 0.507571 0.644324 \n",
"37 -0.154765 0.034496 0.535680 1.275821 -0.308434 -0.804606 \n",
"38 -1.458188 -0.237650 -0.608803 -0.248553 0.615087 -0.954277 \n",
"39 1.429582 1.965820 2.093184 1.121012 0.343188 -0.123658 \n",
"40 -0.149671 0.126332 0.341229 -0.213861 0.603640 0.190068 \n",
"41 0.309956 -0.652513 0.993851 0.297915 -0.264687 -0.197375 \n",
"42 0.673810 -1.659225 2.103180 -1.208048 0.010917 0.796259 \n",
"43 -0.728496 0.451397 0.395854 1.278425 0.380029 -1.226524 \n",
"44 -0.519099 -1.438372 -1.621430 -0.932825 0.703959 0.903105 \n",
"45 -1.585468 1.186882 1.609363 0.600039 -1.990552 -0.448552 \n",
"46 1.661628 -0.063220 -0.815399 -1.010593 0.679403 -0.034402 \n",
"47 0.488727 0.822090 -0.904242 -0.740333 0.199858 0.574546 \n",
"48 0.929695 0.224479 -0.360876 0.292898 -0.708697 0.886588 \n",
"49 -0.435211 0.590163 1.107768 -0.926463 0.773226 0.981552 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_wide"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Support for Indices (including `Date` dtype)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T09:20:10.160974Z",
"start_time": "2019-07-19T09:20:10.134311Z"
}
},
"source": [
"Lets change the default plot for `num` from `Histogram` to `Line` and check our timeseries-like DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:18.586310Z",
"start_time": "2019-07-19T11:01:18.447927Z"
},
"require": [
""
]
},
"outputs": [],
"source": [
"%%requirejs\n",
"\n",
"$.fn.dataTable.defaults.dTypePlotMap['num'].unshift('Line')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:18.627499Z",
"start_time": "2019-07-19T11:01:18.590206Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
]
},
"outputs": [
{
"data": {
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" </tr><tr role=\"row\" class=\"column-data-preview\">\n",
" <th class=\" dt-body-center dt-head-center\"></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKcAAABTCAYAAAD6FRfjAAAFjklEQVR4Xu2YTWgdZRSGnzP3VpsabYVSCFVqCmILutBVXaiLWhC6M62gLqSJxqXQjWBTrSSCG8WttWlx5U+tG0EKFqS6EATBhZIqoohIpfiT0tbW5s4cmZnkZu5kgivJHM6ZRQLJx8z7nueZb+ZeIY6YQEsnIHkunZjZT6YqJw5/0MacOnlkMwudMRKZk9mpz1qZ8enpnWQ8TMIZOXZ4rpUZJ2YeBN1JJz0lR4/83sqMB6b3kYjI7NRJ0YkZBX4k/ylsp5fuk7dfOtWW4Hpg+g0SGUf1HMIIKhvpyl1y9ND5NmTU/a8PcfOV08AOkB8Q7kR1jks3PSInD15tRcbJV0ZI9TvgT1QvILITzY7L8Refa0O+YoN86uUxup18c/we6ALbRcdn3hwIKEzK7FSxo671oeWd/i4qH1WybEN0i8wevm+t8xVDHZ95DXQPyBeVPLsQTsvs1PPtyDj9NchvwM+VPHvR5Ek58cLZVmTMN0nlaDXLspz5rlQcei/KMRLO0tOUrnQGwqcdpZMOytu0LpMeieZ3QHn0utDt1ebQSSEdPH91XSaHELYUQ1VVRJauuxvhCdCLZOt6JAvL1yk7pFDL3bROJUM0Wc7Y0Lfeo+hSWZfxHsi3CJf7GZXh4vGZ8HjZvZPSrfVsPG9tXT1ffq7/yrNUpr9ONpLxDsKZcjT9OW5DOU+ir64qZ9P164ub8jTNv8mbpXUZDyFMgnxVZqR4KlZ2Tn108brDKL8C80jSQ7NB8CKK6qCcjeu4jnJDv0uuQFZvlvSgdv7qOpE7QG8ErqFkCIsiya2ofpNjJ+E6WeU6+SUSWSDTdQNXa1onkqJavTnyu6fWt9Zj8VbrrxPuAa4A+Q2RQnG+DiIbyIqMNM4xYYGMwYwr55hPbPnmKc7VkKfxXP11XUTuBv1rEfzSHNcjco1Mq7vpIKCV81npceNc6aH1OTZ501+3iURuQ/VSeQH5sC7nA+Xf8/eRwe111Tvr//6HMoLo7trjaBhhCC0LtODYBWwFvVDJsgWRX1C+bEG+PMIY6N/A5X4e4XaQT5d2qTXPme+c+bt6KeHnpZz9D0S6GZFbSLNPSJKf1jxsP4Dej8gOMp0nkaFiNxZ9H5V82G04OqB7QTYWrxnl73mQj8vdtAWH6AZUHkP4B9WrSPHkOVd7T17boFk2SifZg3IR4Y/iA1GeqPgqCZ5BaZGU1VnpepRREplvzZ2+AqVuQthavhLJ/NqSXuXqxecK3VRylmstzTgKvFV8lbQUcMWn9lYmj1AeJiDHp54tHushpwfctjqGnLZ4uUobcrrCbatsyGmLl6u0Iacr3LbKhpy2eLlKG3K6wm2rbMhpi5ertCGnK9y2yoactni5ShtyusJtq2zIaYuXq7QhpyvctsqGnLZ4uUobcrrCbatsyGmLl6u0Iacr3LbKhpy2eLlKG3K6wm2rbMhpi5ertCGnK9y2yoactni5ShtyusJtq2zIaYuXq7QhpyvctsqGnLZ4uUobcrrCbatsyGmLl6u0Iacr3LbKhpy2eLlKG3K6wm2rbMhpi5ertCGnK9y2yoactni5ShtyusJtq2zIaYuXq7QhpyvctsqGnLZ4uUobcrrCbatsyGmLl6u0Iacr3LbKhpy2eLlKG3K6wm2rbMhpi5ertCGnK9y2yoactni5ShtyusJtq2zIaYuXq7QhpyvctsqGnLZ4uUobcrrCbatsyGmLl6u0Iacr3LbKhpy2eLlKG3K6wm2rbMhpi5ertCGnK9y2yoactni5ShtyusJtq2zIaYuXq7QhpyvctsqGnLZ4uUobcrrCbatsyGmLl6u0Iacr3LbKhpy2eLlKG3K6wm2rbMhpi5ertCvkdNU+ypqYgJhIGSFdTiDkdIndRumQ0wYnlylDTpfYbZT+F5f5nDRMcUniAAAAAElFTkSuQmCC\" class=\"dt-chart-image\"></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></td>\n",
" </tr></thead></table></div></div><div class=\"dataTables_scrollBody\" style=\"position: relative; overflow: auto; width: 100%;\"><table border=\"1\" class=\"dataframe table cell-border nowrap dataTable no-footer\" id=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" role=\"grid\" aria-describedby=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9_info\" style=\"width: 1087px;\"><thead>\n",
" <tr style=\"text-align: right; height: 12px;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" rowspan=\"1\" colspan=\"1\" style=\"width: 48px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\": activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"A: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">A</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"B: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">B</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" rowspan=\"1\" colspan=\"1\" style=\"width: 243px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"C: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">C</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"E: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">E</div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" rowspan=\"1\" colspan=\"1\" style=\"width: 145px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"F: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">F</div></th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 48px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float64\">float64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 2\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"int64\">int64</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 3\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 243px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"object\">object</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 4\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"float32\">float32</option></select></div></div></td>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 5\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 145px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"bool\">bool</option></select></div></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"width: 48px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 2\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 3\" style=\"width: 265px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 4\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,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\" class=\"dt-chart-image\"></div></div></td>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 5\" style=\"width: 167px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAKcAAABTCAYAAAD6FRfjAAABmklEQVR4Xu3SQREAAAjDMObfNDb6CAp2JTunQLTAorvMUuDghCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgWwDO7GsMg5OBbAE4s68xDE4GsgXgzL7GMDgZyBaAM/saw+BkIFsAzuxrDIOTgWwBOLOvMQxOBrIF4My+xjA4GcgWgDP7GsPgZCBbAM7sawyDk4FsATizrzEMTgayBeDMvsYwOBnIFoAz+xrD4GQgW+ABcOkAVFqLNhgAAAAASUVORK5CYII=\" class=\"dt-chart-image\"></div></div></td>\n",
" </tr></thead>\n",
" \n",
" <tbody>\n",
" \n",
" \n",
" \n",
" \n",
" \n",
" <tr role=\"row\" class=\"odd\">\n",
" <th class=\" dt-body-center dt-head-center\">2001-01-01</th>\n",
" <td class=\" dt-body-center dt-head-center\">0.299967</td>\n",
" <td class=\" dt-body-center dt-head-center\">1</td>\n",
" <td class=\" dt-body-center dt-head-center\">This is a very long sentence that should autom...</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.0</td>\n",
" <td class=\" dt-body-center dt-head-center\">False</td>\n",
" </tr><tr role=\"row\" class=\"even\">\n",
" <th class=\" dt-body-center dt-head-center\">2001-01-02</th>\n",
" <td class=\" dt-body-center dt-head-center\">0.355820</td>\n",
" <td class=\" dt-body-center dt-head-center\">1</td>\n",
" <td class=\" dt-body-center dt-head-center\">This is a very long sentence that should autom...</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.0</td>\n",
" <td class=\" dt-body-center dt-head-center\">True</td>\n",
" </tr><tr role=\"row\" class=\"odd\">\n",
" <th class=\" dt-body-center dt-head-center\">2001-01-03</th>\n",
" <td class=\" dt-body-center dt-head-center\">0.652331</td>\n",
" <td class=\" dt-body-center dt-head-center\">3</td>\n",
" <td class=\" dt-body-center dt-head-center\">This is a very long sentence that should autom...</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.0</td>\n",
" <td class=\" dt-body-center dt-head-center\">False</td>\n",
" </tr><tr role=\"row\" class=\"even\">\n",
" <th class=\" dt-body-center dt-head-center\">2001-01-04</th>\n",
" <td class=\" dt-body-center dt-head-center\">0.509980</td>\n",
" <td class=\" dt-body-center dt-head-center\">2</td>\n",
" <td class=\" dt-body-center dt-head-center\">This is a very long sentence that should autom...</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.0</td>\n",
" <td class=\" dt-body-center dt-head-center\">False</td>\n",
" </tr><tr role=\"row\" class=\"odd\">\n",
" <th class=\" dt-body-center dt-head-center\">2001-01-05</th>\n",
" <td class=\" dt-body-center dt-head-center\">0.297192</td>\n",
" <td class=\" dt-body-center dt-head-center\">1</td>\n",
" <td class=\" dt-body-center dt-head-center\">This is a very long sentence that should autom...</td>\n",
" <td class=\" dt-body-center dt-head-center\">1.0</td>\n",
" <td class=\" dt-body-center dt-head-center\">True</td>\n",
" </tr></tbody>\n",
"</table></div></div><div class=\"dataTables_info\" id=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9_info\" role=\"status\" aria-live=\"polite\">Showing 1 to 5 of 5 entries</div><div class=\"dataTables_paginate paging_simple_numbers\" id=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9_paginate\"><a class=\"paginate_button previous disabled\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" data-dt-idx=\"0\" tabindex=\"0\" id=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9_previous\" style=\"cursor: not-allowed; color: rgb(153, 153, 153);\">Previous</a><span><a class=\"paginate_button current disabled\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" data-dt-idx=\"1\" tabindex=\"0\" style=\"cursor: not-allowed; color: rgb(153, 153, 153);\">1</a></span><a class=\"paginate_button next disabled\" aria-controls=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9\" data-dt-idx=\"2\" tabindex=\"0\" id=\"027814e0d44bce574f3c0b8da614a46ddbac7b01e01941c874de5332499268c9_next\" style=\"cursor: not-allowed; color: rgb(153, 153, 153);\">Next</a></div></div>"
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"{ \n",
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" \n",
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" 'scroll',\n",
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" scrollHead.scrollLeft(scrollBody.scrollLeft());\n",
" },\n",
" );\n",
" }, 200);\n",
" }"
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"text/plain": [
"<JupyterRequire.display.SafeScript object>"
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"data": {
"application/javascript": [
"\n",
" (function() {\n",
" const sample_size = Number(5).toLocaleString();\n",
" const adjusted = Boolean('False' == 'True')\n",
"\n",
" const total = Number(5).toLocaleString();\n",
"\n",
" element.append($('<p>').text(\n",
" `Sample size: ${sample_size} out of ${total} ${ adjusted ? \"(adjusted)\" : \"\" }`));\n",
" }());\n",
" "
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>A</th>\n",
" <th>B</th>\n",
" <th>C</th>\n",
" <th>E</th>\n",
" <th>F</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2001-01-01</th>\n",
" <td>0.299967</td>\n",
" <td>1</td>\n",
" <td>This is a very long sentence that should autom...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2001-01-02</th>\n",
" <td>0.355820</td>\n",
" <td>1</td>\n",
" <td>This is a very long sentence that should autom...</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2001-01-03</th>\n",
" <td>0.652331</td>\n",
" <td>3</td>\n",
" <td>This is a very long sentence that should autom...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2001-01-04</th>\n",
" <td>0.509980</td>\n",
" <td>2</td>\n",
" <td>This is a very long sentence that should autom...</td>\n",
" <td>1.0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2001-01-05</th>\n",
" <td>0.297192</td>\n",
" <td>1</td>\n",
" <td>This is a very long sentence that should autom...</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" A B C \\\n",
"2001-01-01 0.299967 1 This is a very long sentence that should autom... \n",
"2001-01-02 0.355820 1 This is a very long sentence that should autom... \n",
"2001-01-03 0.652331 3 This is a very long sentence that should autom... \n",
"2001-01-04 0.509980 2 This is a very long sentence that should autom... \n",
"2001-01-05 0.297192 1 This is a very long sentence that should autom... \n",
"\n",
" E F \n",
"2001-01-01 1.0 False \n",
"2001-01-02 1.0 True \n",
"2001-01-03 1.0 False \n",
"2001-01-04 1.0 False \n",
"2001-01-05 1.0 True "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dft"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-18T19:28:53.084883Z",
"start_time": "2019-07-18T19:28:53.059439Z"
}
},
"source": [
"## Customization"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:23.638700Z",
"start_time": "2019-07-19T11:01:23.046460Z"
},
"require": [
"notebook/js/codecell"
]
},
"outputs": [
{
"data": {
"application/javascript": [
"{ \n",
" 'use strict';\n",
" \n",
" const href = \"https://use.fontawesome.com/releases/v5.8.1/css/all.css\";\n",
" const attributes = {'integrity': 'sha384-50oBUHEmvpQ+1lW4y57PTFmhCaXp0ML5d60M1M7uH2+nqUivzIebhndOJK28anvf', 'crossorigin': 'anonymous'} || {};\n",
"\n",
" if ( !$(`link[href*=\"${href}\"]`).length ) {\n",
" let link = document.createElement(\"link\");\n",
"\n",
" link.rel = \"stylesheet\";\n",
" link.type = \"text/css\";\n",
" try {\n",
" link.href = requirejs.toUrl(href, 'css');\n",
" } catch (error) {\n",
" link.href = href;\n",
" }\n",
" \n",
" Object.entries(attributes)\n",
" .forEach( ([attr, val]) => $(link).attr(attr, val) );\n",
" \n",
" document.head.appendChild(link);\n",
" }\n",
" }"
],
"text/plain": [
"<JupyterRequire.display.SafeScript object>"
]
},
"metadata": {
"finalized": true
},
"output_type": "display_data"
}
],
"source": [
"%load_ext jupyter_require"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:23.831507Z",
"start_time": "2019-07-19T11:01:23.651055Z"
},
"require": [
""
]
},
"outputs": [
{
"data": {
"text/html": [
"<pre>{\n",
" \"arc\": {\n",
" \"backgroundColor\": \"rgba(0,0,0,0.1)\",\n",
" \"borderColor\": \"#fff\",\n",
" \"borderWidth\": 2,\n",
" \"borderAlign\": \"center\"\n",
" },\n",
" \"line\": {\n",
" \"tension\": 0.4,\n",
" \"backgroundColor\": \"rgba(0,0,0,0.1)\",\n",
" \"borderWidth\": 3,\n",
" \"borderColor\": \"rgba(0,0,0,0.1)\",\n",
" \"borderCapStyle\": \"butt\",\n",
" \"borderDash\": [],\n",
" \"borderDashOffset\": 0,\n",
" \"borderJoinStyle\": \"miter\",\n",
" \"capBezierPoints\": true,\n",
" \"fill\": true\n",
" },\n",
" \"point\": {\n",
" \"radius\": 3,\n",
" \"pointStyle\": \"circle\",\n",
" \"backgroundColor\": \"rgba(0,0,0,0.1)\",\n",
" \"borderColor\": \"rgba(0,0,0,0.1)\",\n",
" \"borderWidth\": 1,\n",
" \"hitRadius\": 1,\n",
" \"hoverRadius\": 4,\n",
" \"hoverBorderWidth\": 1\n",
" },\n",
" \"rectangle\": {\n",
" \"backgroundColor\": \"rgba(0,0,0,0.1)\",\n",
" \"borderColor\": \"rgba(0,0,0,0.1)\",\n",
" \"borderSkipped\": \"bottom\",\n",
" \"borderWidth\": 0\n",
" }\n",
"}</pre>"
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},
"metadata": {
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],
"source": [
"%%requirejs\n",
"\n",
"let defaultElementConfig = $(\"<pre/>\").html(JSON.stringify(Chart.defaults.global.elements, null, 4))\n",
"\n",
"element.append(defaultElementConfig)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Check out [ChartJS](https://www.chartjs.org/docs/latest/general/) docs for more information about default settings"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Custom Graph Objects"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can create your custom GraphObjects by implementing a function of the following specification:\n",
"\n",
"```ts\n",
"interface Index {\n",
" data: Array<any>,\n",
" dtype: string\n",
"}\n",
"\n",
"function(data: Array<any>, index: Array<Index>, dtype: string): Chart\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Suppose we wanna plot colours and we want a special kind of plot for that"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:27.457855Z",
"start_time": "2019-07-19T11:01:27.303409Z"
},
"require": [
"chartjs"
]
},
"outputs": [],
"source": [
"%%requirejs chartjs\n",
"\n",
"let isValidColour = function(colour) {\n",
" let s = new Option().style\n",
" s.color = colour\n",
" \n",
" return s.color !== '' || console.debug(`Invalid CSS colour: '${colour}'.`)\n",
"}\n",
"\n",
"let ColorPalette = function(data, index, dtype) {\n",
" const canvas = document.createElement('canvas')\n",
" const ctx = canvas.getContext('2d')\n",
" \n",
" // perform check if the pattern is correct\n",
" if ( !data.every( d => typeof(d) === 'string' && isValidColour(d) ) ) {\n",
" console.debug(\"Data does not match colour pattern.\")\n",
" return\n",
" }\n",
" \n",
" // evenly slice the Pie chart by number of colours\n",
" const slices = new Array(data.length).fill(Number(1 / data.length).toFixed(2))\n",
" const labels = index[0].data\n",
" \n",
" let chart = new Chart(ctx, {\n",
" type: 'pie',\n",
" data: {\n",
" labels: labels,\n",
" datasets: [{\n",
" data: slices,\n",
" backgroundColor: data,\n",
" }]\n",
" },\n",
" })\n",
" \n",
" return chart\n",
"}\n",
"\n",
"// Register the new chart\n",
"$.fn.dataTable.defaults.graphObjects['ColorPalette'] = ColorPalette"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-18T19:55:59.832938Z",
"start_time": "2019-07-18T19:55:59.718074Z"
},
"require": [
"chartjs"
]
},
"source": [
"And set it as default for the dtype you wanna use it for (in this case `string`):\n",
"\n",
" The default setting is:\n",
" \n",
"```\n",
" { \n",
" boolean: ['CategoricalBar', 'Histogram'],\n",
" date: ['CategoricalBar', 'Histogram'],\n",
" num: ['Histogram', 'CategoricalBar', 'Bar', 'Line'],\n",
" string: ['CategoricalBar', 'Histogram'],\n",
"\n",
" undefined: ['Bar']\n",
" }\n",
" \n",
"```\n",
"\n",
" The order specifies fallback plots."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:32.045247Z",
"start_time": "2019-07-19T11:01:31.875373Z"
},
"require": [
""
]
},
"outputs": [],
"source": [
"%%requirejs\n",
"\n",
"$.fn.dataTable.defaults.dTypePlotMap['string'].unshift('ColorPalette')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:32.085258Z",
"start_time": "2019-07-19T11:01:32.048433Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
]
},
"outputs": [
{
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" <th class=\" dt-body-center dt-head-center\"></th>\n",
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\" class=\"dt-chart-image\"></div></td>\n",
" </tr></thead></table></div></div><div class=\"dataTables_scrollBody\" style=\"position: relative; overflow: auto; width: 100%;\"><table border=\"1\" class=\"dataframe table cell-border nowrap dataTable no-footer\" id=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba\" role=\"grid\" aria-describedby=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba_info\" style=\"width: 766px;\"><thead>\n",
" <tr style=\"text-align: right; height: 12px;\" role=\"row\"><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba\" rowspan=\"1\" colspan=\"1\" style=\"width: 52px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\": activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th><th class=\"dt-body-center dt-head-center sorting\" aria-controls=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba\" rowspan=\"1\" colspan=\"1\" style=\"width: 642px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\" aria-label=\"value: activate to sort column ascending\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\">value</div></th></tr>\n",
" <tr role=\"row\" class=\"dtype-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 52px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-dtype-preview dt-head-center\" aria-label=\"dtype preview for column 1\" style=\"padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px; width: 642px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dtype-container\"><select role=\"option\" class=\"dtype\"><option value=\"object\">object</option></select></div></div></td>\n",
" </tr><tr role=\"row\" class=\"column-data-preview\" style=\"height: 12px;\">\n",
" <th class=\" dt-body-center dt-head-center\" style=\"width: 52px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"></div></th>\n",
" <td class=\"column-data-preview\" role=\"figure\" aria-label=\"data preview for column 1\" style=\"width: 664px; padding-top: 0px; padding-bottom: 0px; border-top-width: 0px; border-bottom-width: 0px; height: 0px;\"><div class=\"dataTables_sizing\" style=\"height: 0px; overflow: hidden;\"><div class=\"dt-chart-container\"><img src=\"data:,\" class=\"dt-chart-image\"></div></div></td>\n",
" </tr></thead>\n",
" \n",
" <tbody>\n",
" \n",
" \n",
" \n",
" \n",
" <tr role=\"row\" class=\"odd\">\n",
" <th class=\" dt-body-center dt-head-center\">red</th>\n",
" <td class=\" dt-body-center dt-head-center\">rgb(255, 99, 132)</td>\n",
" </tr><tr role=\"row\" class=\"even\">\n",
" <th class=\" dt-body-center dt-head-center\">blue</th>\n",
" <td class=\" dt-body-center dt-head-center\">rgb(54, 162, 235)</td>\n",
" </tr><tr role=\"row\" class=\"odd\">\n",
" <th class=\" dt-body-center dt-head-center\">lightyellow</th>\n",
" <td class=\" dt-body-center dt-head-center\">rgba(255, 205, 86, 0.3)</td>\n",
" </tr><tr role=\"row\" class=\"even\">\n",
" <th class=\" dt-body-center dt-head-center\">darkorange</th>\n",
" <td class=\" dt-body-center dt-head-center\">darkorange</td>\n",
" </tr></tbody>\n",
"</table></div></div><div class=\"dataTables_info\" id=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba_info\" role=\"status\" aria-live=\"polite\">Showing 1 to 4 of 4 entries</div><div class=\"dataTables_paginate paging_simple_numbers\" id=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba_paginate\"><a class=\"paginate_button previous disabled\" aria-controls=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba\" data-dt-idx=\"0\" tabindex=\"0\" id=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba_previous\" style=\"cursor: not-allowed; color: rgb(153, 153, 153);\">Previous</a><span><a class=\"paginate_button current disabled\" aria-controls=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba\" data-dt-idx=\"1\" tabindex=\"0\" style=\"cursor: not-allowed; color: rgb(153, 153, 153);\">1</a></span><a class=\"paginate_button next disabled\" aria-controls=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba\" data-dt-idx=\"2\" tabindex=\"0\" id=\"b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba_next\" style=\"cursor: not-allowed; color: rgb(153, 153, 153);\">Next</a></div></div>"
],
"text/plain": [
"<JupyterRequire.display.FrozenOutput object>"
]
},
"metadata": {
"finalized": true,
"frozen": true
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"{ \n",
" setTimeout(() => {\n",
" const table_id = 'b4d8ba45e1c0da84f169b0b118c3f1a212add1155a154489417842dc99a6a2ba';\n",
" const table = $(`#${table_id}_wrapper`);\n",
" \n",
" let scrollHead = table.find('div.dataTables_scrollHead');\n",
" let scrollBody = table.find('div.dataTables_scrollBody');\n",
" \n",
" $(scrollBody).on(\n",
" 'scroll',\n",
" (e) => {\n",
" scrollHead.scrollLeft(scrollBody.scrollLeft());\n",
" },\n",
" );\n",
" }, 200);\n",
" }"
],
"text/plain": [
"<JupyterRequire.display.SafeScript object>"
]
},
"metadata": {
"finalized": true
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"\n",
" (function() {\n",
" const sample_size = Number(4).toLocaleString();\n",
" const adjusted = Boolean('False' == 'True')\n",
"\n",
" const total = Number(4).toLocaleString();\n",
"\n",
" element.append($('<p>').text(\n",
" `Sample size: ${sample_size} out of ${total} ${ adjusted ? \"(adjusted)\" : \"\" }`));\n",
" }());\n",
" "
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>red</th>\n",
" <td>rgb(255, 99, 132)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>blue</th>\n",
" <td>rgb(54, 162, 235)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lightyellow</th>\n",
" <td>rgba(255, 205, 86, 0.3)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>darkorange</th>\n",
" <td>darkorange</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" value\n",
"red rgb(255, 99, 132)\n",
"blue rgb(54, 162, 235)\n",
"lightyellow rgba(255, 205, 86, 0.3)\n",
"darkorange darkorange"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_colours = pd.DataFrame([\n",
" {\n",
" \"colour\": \"red\",\n",
" \"value\" : \"rgb(255, 99, 132)\",\n",
" },\n",
" {\n",
" \"colour\": \"blue\",\n",
" \"value\" : \"rgb(54, 162, 235)\"\n",
" },\n",
" {\n",
" \"colour\": \"lightyellow\",\n",
" \"value\" : \"rgba(255, 205, 86, 0.3)\" # alpha values via `rgba()`\n",
" },\n",
" {\n",
" \"colour\": \"darkorange\",\n",
" \"value\" : \"darkorange\" # any valid CSS specifier\n",
" }\n",
"])\n",
"\n",
"df_colours.set_index(\"colour\", inplace=True)\n",
"\n",
"# As of v0.3.0, DataTables do not support index names properly\n",
"del df_colours.index.name\n",
"\n",
"df_colours"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We fall back to the default chart if the colour value is invalid based on our check and use the second chart in order:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2019-07-19T11:01:32.145900Z",
"start_time": "2019-07-19T11:01:32.108737Z"
},
"require": [
"base/js/events",
"datatables.net",
"d3",
"chartjs",
"graph-objects",
"jupyter-datatables"
],
"scrolled": false
},
"outputs": [
{
"data": {
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" \"colour\": \"green\",\n",
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}
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