https://zhuanlan.zhihu.com/p/36789323 https://my.oschina.net/taogang/blog/1811573
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October 9, 2018 07:35
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<div class="container"> | |
<div class="row"> | |
<section> | |
<ul class="nav nav-tabs" role="tablist"> | |
<li role="presentation" class="nav-item"> | |
<a href="#step1" class="nav-link active" data-toggle="tab" aria-controls="step1" role="tab" title="Step 1"> | |
Load Data | |
</a> | |
</li> | |
<li role="presentation" class="nav-item"> | |
<a href="#step2" class="nav-link" data-toggle="tab" aria-controls="step2" role="tab" title="Step 2"> | |
Prepare Data | |
</a> | |
</li> | |
<li role="presentation" class="nav-item"> | |
<a href="#step3" class="nav-link disable" data-toggle="tab" aria-controls="step3" role="tab" title="Step 3"> | |
Present Data | |
</a> | |
</li> | |
</ul> | |
<form role="form"> | |
<div class="tab-content"> | |
<div class="tab-pane active" role="tabpanel" id="step1"> | |
<div class="form-group"> | |
<label for="exampleFormControlSelect1">Data Source Select</label> | |
<select class="form-control" id="dataSourceSelect"> | |
</select> | |
</div> | |
<div class="form-group" id="sourceTableContainer"> | |
</div> | |
</div> | |
<div class="tab-pane" role="tabpanel" id="step2"> | |
<p>Transform data with a SQL</p> | |
<form> | |
<div class="form-group" id="dataQueryContainer"></div> | |
<div class="form-group" id="transformTableContainer"></div> | |
<div class="form-group" id="dataSummaryContainer"></div> | |
</form> | |
</div> | |
<div class="tab-pane" role="tabpanel" id="step3"> | |
<p>Visualize your data</p> | |
<div class="row"> | |
<div id="grammarContainer" class="col-4"> | |
<div id="facetContainer" class="row"> | |
</div> | |
<div id="geomContainer" class="row"> | |
</div> | |
<div id="coordContainer" class="row"> | |
</div> | |
<div id="geomAttrContainer" class="row"> | |
</div> | |
</div> | |
<div id="chartContainer" class="col-8"> | |
<div id="chart"></div> | |
</div> | |
</div> | |
</div> | |
<div class="clearfix"></div> | |
</div> | |
</form> | |
</section> | |
</div> | |
</div> |
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class SqlTable { | |
constructor(data) { | |
this.data = data; | |
} | |
async query(sql) { | |
// following line of code does not run in full page view due to security concern. | |
//const query_str = sql.replace(/(?<=FROM\s+)\w+/, "CSV(?)"); | |
const query_str = sql.replace("table", "CSV(?)"); | |
return await alasql.promise(query_str, [this.data]); | |
} | |
} | |
// Ajax async request | |
const request = { | |
get: url => { | |
return new Promise((resolve, reject) => { | |
axios | |
.get(url) | |
.then(response => { | |
resolve({ data: response.data }); | |
}) | |
.catch(error => { | |
resolve({ data: error }); | |
}); | |
}); | |
} | |
}; | |
// Load the data | |
async function loadTable(url) { | |
// Raw data | |
let csv = await request.get(url); | |
return new SqlTable(csv.data); | |
} | |
function sanitizeData(jsonArray) { | |
let newKey; | |
jsonArray.forEach(function(item) { | |
for (key in item) { | |
newKey = key.replace(/\s/g, "").replace(/\./g, ""); | |
if (key != newKey) { | |
item[newKey] = item[key]; | |
delete item[key]; | |
} | |
} | |
}); | |
return jsonArray; | |
} | |
function displayData(tableId, data) { | |
// tricky to clone array | |
let display_data = JSON.parse(JSON.stringify(data)); | |
display_data = sanitizeData(display_data); | |
let columns = []; | |
for (let item in display_data[0]) { | |
columns.push({ data: item, title: item }); | |
} | |
$("#" + tableId).DataTable({ | |
data: display_data, | |
columns: columns, | |
destroy: true | |
}); | |
} | |
function isString(o) { | |
return typeof o == "string" || (typeof o == "object" && o.constructor === String); | |
} | |
function summaryData(data) { | |
let summary = {}; | |
summary.count = data.length; | |
summary.fields = []; | |
for (let p in data[0]) { | |
let field = {}; | |
field.name = p; | |
if ( isString(data[0][p]) ) { | |
field.type = "string"; | |
} else { | |
field.type = "number"; | |
} | |
summary.fields.push(field); | |
} | |
for (let f of summary.fields) { | |
if ( f.type == "number" ) { | |
f.max = d3.max(data, x => x[f.name]); | |
f.min = d3.min(data, x => x[f.name]); | |
f.mean = d3.mean(data, x => x[f.name]); | |
f.median = d3.median(data, x => x[f.name]); | |
f.deviation = d3.deviation(data, x => x[f.name]); | |
} else { | |
f.values = Array.from(new Set(data.map(x => x[f.name]))); | |
} | |
} | |
return summary; | |
} | |
function formatSummary(data) { | |
let result = "data summary:\n"; | |
result = result + "count:"+ data.count + "\n"; | |
for(let field of data.fields) { | |
result = result + JSON.stringify(field) + "\n"; | |
} | |
return result; | |
} | |
function rendorDataTable(containerId, tableId, data) { | |
$("#" + containerId).empty(); | |
$("#" + containerId).append( | |
'<table class="table table-sm table-striped compact" style="width:100%" id="' + tableId + '"></table>' | |
); | |
displayData(tableId, data); | |
} | |
async function updateDataTransform(dataTable) { | |
const sqlQuery = "SELECT * FROM table"; | |
const data = await dataTable.query(sqlQuery); | |
const summary = summaryData(data); | |
updateDataPresenting(data); | |
$("#dataSummaryContainer").empty(); | |
$("#dataSummaryContainer").append('<pre id="dataSummary"></pre>'); | |
$("#dataSummary").text(formatSummary(summary)); | |
$("#dataQueryContainer").empty(); | |
$("#dataQueryContainer").append('<textarea class="form-control" id="dataQueryTextarea" rows="2"></textarea>'); | |
$("#dataQueryTextarea").text(sqlQuery); | |
let oldVal = $("#dataQueryTextarea").val(); | |
$("#dataQueryTextarea").on('change keyup paste', async function() { | |
let currentVal = $(this).val(); | |
if(currentVal == oldVal) { | |
return; //check to prevent multiple simultaneous triggers | |
} | |
oldVal = currentVal; | |
try { | |
const queryResult = await dataTable.query(currentVal); | |
console.log(queryResult); | |
if ( queryResult.length > 0 ) { | |
rendorDataTable("transformTableContainer","transformTable", queryResult); | |
updateDataPresenting(queryResult); | |
} | |
} catch (err) { | |
console.log(err); | |
} | |
}); | |
rendorDataTable("transformTableContainer","transformTable", data); | |
} | |
function updateDataPresenting(queryResult) { | |
const chartScriptName = "g2chart"; | |
const geom = ["","point","path","line","area","interval","intervalStack","polygon","edge","schema","heatmap"]; | |
const coord = ["","rect","polar","theta","helix"]; | |
const geom_attributes = ["position","color","size","shape","opacity","label"]; | |
const querySummary = summaryData(queryResult); | |
const fields = querySummary.fields.map( x => x.name); | |
// initialize facet selection | |
$("#facetContainer").empty(); | |
const facetSelectContainer = d3.select("#facetContainer") | |
.classed("container",true) | |
.append("ul") | |
.append("li") | |
.append("label"); | |
facetSelectContainer.text("facet"); | |
facetSelectContainer.append("br"); | |
const facetSelect = facetSelectContainer.append("select") | |
.style("width","200px") | |
.classed("select2 input-sm",true) | |
.attr("id","facetSelect") | |
.attr("name","facet"); | |
$('#facetSelect').select2({ | |
data: fields, | |
theme: "bootstrap", | |
multiple: true, | |
maximumSelectionLength: 2 | |
}); | |
$('#facetSelect').on('change',updateChart); | |
$('#facetSelect').on("select2:select", updateSelect2Order); | |
// initialize geometry selection | |
$("#geomContainer").empty(); | |
const geomSelectContainer = d3.select("#geomContainer") | |
.classed("container",true) | |
.append("ul") | |
.append("li") | |
.append("label"); | |
geomSelectContainer.text("geometry"); | |
geomSelectContainer.append("br"); | |
const geomSelect = geomSelectContainer.append("select") | |
.style("width","200px") | |
.classed("select2 input-sm",true) | |
.attr("id","geomSelect") | |
.attr("name","geom"); | |
$('#geomSelect').select2({ | |
data: geom, | |
theme: "bootstrap" | |
}); | |
$('#geomSelect').on('change',updateChart); | |
// initialize coord selection | |
$("#coordContainer").empty(); | |
const coordSelectContainer = d3.select("#coordContainer") | |
.classed("container",true) | |
.append("ul") | |
.append("li") | |
.append("label"); | |
coordSelectContainer.text("coord"); | |
coordSelectContainer.append("br"); | |
const coordSelect = coordSelectContainer.append("select") | |
.style("width","200px") | |
.classed("select2 input-sm",true) | |
.attr("id","coordSelect") | |
.attr("name","coord"); | |
$('#coordSelect').select2({ | |
data: coord, | |
theme: "bootstrap" | |
}); | |
$('#coordSelect').on('change',updateChart); | |
// initialize geometry attributes selection | |
$("#geomAttrContainer").empty(); | |
const attrContainer = d3.select("#geomAttrContainer").classed("container",true).append("ul").selectAll("li").data(geom_attributes) | |
.enter().append("li").append("label"); | |
attrContainer.text(d=>d); | |
attrContainer.append("br"); | |
attrContainer.append("select") | |
.style("width","200px") | |
.classed("select2 input-sm select2-multiple",true) | |
.attr("id", d => d+"attr") | |
.attr("name", d => d); | |
geom_attributes.map(function(attr){ | |
$('#' + attr + "attr").select2({ | |
data:fields, | |
multiple:true, | |
theme: "bootstrap", | |
}); | |
$('#' + attr + "attr").on("select2:select", updateSelect2Order); | |
$('#' + attr + "attr").on('change', updateChart); | |
}); | |
function getFacet(faced, grammarScript) { | |
let facedType = "list"; | |
let facedScript = "" | |
grammarScript = grammarScript.replace(new RegExp(chartScriptName, 'g'),"view"); | |
if ( faced.length == 2 ) { | |
facedType = "rect"; | |
} | |
let facedFields = faced.join("', '") | |
facedScript = facedScript + `${ chartScriptName }.facet('${ facedType }', {\n`; | |
facedScript = facedScript + ` fields: [ '${ facedFields }' ],\n`; | |
facedScript = facedScript + ` eachView(view) {\n`; | |
facedScript = facedScript + ` ${ grammarScript };\n`; | |
facedScript = facedScript + ` }\n`; | |
facedScript = facedScript + `});\n`; | |
return facedScript | |
} | |
function getGrammar() { | |
let grammar = {}, grammarScript = chartScriptName + "."; | |
grammar.geom = $('#geomSelect').val(); | |
grammar.coord = $('#coordSelect').val(); | |
grammar.faced = $('#facetSelect').val(); | |
geom_attributes.map(function(attr){ | |
grammar[attr] = $('#' + attr + "attr").val(); | |
}); | |
grammarScript = grammarScript + grammar.geom + "()"; | |
geom_attributes.map(function(attr){ | |
if (grammar[attr].length > 0) { | |
grammarScript = grammarScript + "." + attr + "('" + grammar[attr].join("*") + "')"; | |
} | |
}); | |
if (grammar.coord) { | |
grammarScript = chartScriptName + "." + "coord('" + grammar.coord + "');\n" + grammarScript; | |
} else { | |
grammarScript = grammarScript + ";"; | |
} | |
if ( grammar.faced ) { | |
if ( grammar.faced.length == 1 || | |
grammar.faced.length == 2 ) { | |
grammarScript = getFacet(grammar.faced, grammarScript); | |
} | |
} | |
console.log(grammarScript) | |
return grammarScript; | |
} | |
function updateChart() { | |
const grammer = getGrammar(); | |
try { | |
$("#chart").empty(); | |
let g2chart = new G2.Chart({ | |
container: 'chart', | |
height : 600, | |
forceFit: true | |
}); | |
g2chart.source(queryResult); | |
eval(grammer); | |
g2chart.render(); | |
} catch (err) { | |
//console.log(err); | |
} | |
} | |
function updateSelect2Order(evt) { | |
let element = evt.params.data.element; | |
let $element = $(element); | |
$element.detach(); | |
$(this).append($element); | |
$(this).trigger("change"); | |
} | |
} | |
$(document).ready(function () { | |
// Prevent the data table pop warning messages | |
$.fn.dataTable.ext.errMode = 'none'; | |
const dataSourceList = ["Master", "Iris", "Cars", "Berkeley"]; | |
//Replace this for your data repo | |
const defaultDataRepo = "https://raw.githubusercontent.com/gangtao/dataplay2/master/package/data/"; | |
const defaultDataPostfix = ".csv"; | |
// init data source list | |
$("#dataSourceSelect").empty(); | |
d3.select("#dataSourceSelect") | |
.selectAll("option") | |
.data(dataSourceList) | |
.enter() | |
.append("option") | |
.text(d => d); | |
$("#dataSourceSelect").change(async function() { | |
const selected = $("#dataSourceSelect") | |
.find(":selected") | |
.text(); | |
const dataTable = await loadTable( defaultDataRepo + selected + defaultDataPostfix ); | |
const data = await dataTable.query("SELECT * FROM table"); | |
updateDataTransform(dataTable); | |
rendorDataTable("sourceTableContainer","sourceTable",data); | |
}); | |
}); |
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<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js"></script> | |
<script src="https://gw.alipayobjects.com/os/antv/assets/g2/3.0.9/g2.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/babel-polyfill/6.26.0/polyfill.min.js"></script> | |
<script src="https://unpkg.com/axios/dist/axios.min.js"></script> | |
<script src="https://cdn.jsdelivr.net/npm/[email protected]"></script> | |
<script src="https://cdn.datatables.net/1.10.16/js/jquery.dataTables.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/4.0.0/js/bootstrap.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/d3/4.13.0/d3.min.js"></script> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/select2/4.0.2/js/select2.full.min.js"></script> |
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body { | |
background-color: #eee; | |
margin-top: 10px; | |
} | |
section { | |
width: 100%; | |
} | |
#dataSourceSelect { | |
width: 200px; | |
} | |
table.dataTable.compact tbody th, table.dataTable.compact tbody td { | |
padding: 2px; | |
font-size: 10px; | |
} | |
pre, label, p , .dataTables_paginate, .dataTables_info{ | |
font-size: 10px; | |
} |
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<link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/4.0.0/css/bootstrap.css" rel="stylesheet" /> | |
<link href="https://cdn.datatables.net/1.10.16/css/dataTables.bootstrap4.min.css" rel="stylesheet" /> | |
<link href="https://cdn.datatables.net/1.10.16/css/jquery.dataTables.min.css" rel="stylesheet" /> | |
<link href="https://cdnjs.cloudflare.com/ajax/libs/select2/4.0.2/css/select2.min.css" rel="stylesheet" /> | |
<link href="https://select2.github.io/select2-bootstrap-theme/css/select2-bootstrap.css" rel="stylesheet" /> |
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