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README.md

uber_surge_map

Heat map of Uber's surge pricing in different neighborhoods of San Francisco

Raw
index.html
<!DOCTYPE html>
<meta charset="utf-8">
<head>
<script src="http://d3js.org/queue.v1.min.js"></script>
<link rel="stylesheet" href="http://cdn.leafletjs.com/leaflet-0.7.3/leaflet.css"/>
<script src="http://cdn.leafletjs.com/leaflet-0.7.3/leaflet.js"></script>
<script src="http://d3js.org/d3.v3.min.js"></script>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css">
<!-- Modified for custom html code inside markers -->
<script src="leaflet.awesome-markers.js"></script>
<link href="https://cdnjs.cloudflare.com/ajax/libs/vis/3.12.0/vis.css" rel="stylesheet">
<script src="https://cdnjs.cloudflare.com/ajax/libs/vis/3.12.0/vis.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.8.3/underscore.js"></script>
<link href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.4/css/bootstrap.min.css" rel="stylesheet">
<style>
#map{
width: 100%;
height: 500px;
}
svg{
position: relative;
}
path{
fill:#000;
fill-opacity: .7;
stroke: #fff;
stroke-width: 1.5px;
}
path:hover{
fill: black !important;
fill-opacity: 0.5;
}
.vis.timeline .customtime {
background-color: #6E94FF;
width: 2.5px;
cursor: move;
z-index: 1;
}
.glyphicon {
font-size: 40px;
}
.information{
padding-top: 10px;
padding-right: 50px;
padding-bottom: 10px;
padding-left: 50px;
}
</style>
</head>
<body>
<p id = "map"></p>
<div class = 'information'>
<p id = "visualization"></p>
<h4 id = "cur_time" class = "btn btn-primary btn-lg" style = "padding-top: 5px;"></h4>
<div id="carouselButtons" style = "padding-top: 5px;">
<button id = 'button' type="button" class="btn btn-default btn-xs">
<span class="glyphicon glyphicon-play button"></span>
</button>
</div>
</div>
</body>
<script>
//Load json data files
queue()
.defer(d3.json, "nbh_boundary_data.json") //Neighborhood boundaries
.defer(d3.json, "nbh_center_data.json") //Neighborhood centers
.defer(d3.json, "surge_data.json") //Surge
.await(analyze);
//Create Leaflet layer
var layer = L.tileLayer('http://{s}.basemaps.cartocdn.com/light_all/{z}/{x}/{y}@2x.png', {
attribution: '&copy; <a href="http://www.openstreetmap.org/copyright">OpenStreetMap</a> contributors, &copy; <a href="http://cartodb.com/attributions">CartoDB</a>'});
//Create map with the layer
var map = new L.Map("map", {center: [37.77, -122.42], zoom: 12})
.addLayer(layer);
function analyze(error, nbh_boundary_data, nbh_center_data, surge_data) {
//Clean date data
for (nbh in surge_data){
for (i = 0; i < surge_data[nbh].length; i++){
original_time = new Date(surge_data[nbh][i].timestamp);
//Remove seconds and miliseconds
no_sec = new Date(original_time.setSeconds(0,0));
//Convert time to PST and store it
surge_data[nbh][i].timestamp = new Date(no_sec.setHours(no_sec.getHours() - 7));
}
}
//Get min and max dates
var min_max = d3.extent((_.map(_.flatten(_.map(surge_data, _.values)), function(obj) {return obj['timestamp']})));
var min_time = min_max[0];
var max_time = min_max[1];
//Draw neighboor boundaries
L.geoJson(nbh_boundary_data, {style: style}).addTo(map);
//Initilize markers at each location
markers = addMarkers(nbh_center_data);
//Update markers to data at minimum date
updateMarkers(min_time);
//TIMELINE
//Timeline setings
var container = document.getElementById('visualization');
var items = new vis.DataSet();
var options = {
showCurrentTime: false,
showCustomTime: true,
start: min_time,
end: max_time,
min: min_time,
max: max_time,
zoomable: false,
step: 1
}
//Initlize timeline
var timeline = new vis.Timeline(container, items, options);
//Initlize current time to beg minimum date
var cur_time = min_time;
timeline.setCustomTime(min_time);
document.getElementById('cur_time').innerHTML = min_time;
//On timeline bar change event
timeline.on('timechange', function (properties) {
//Remove seconds and miliseconds
cur_time = new Date(properties.time.setSeconds(0,0));
//Convert time to match data
step_time = getStepTime(cur_time);
//Update current time display
document.getElementById('cur_time').innerHTML = cur_time;
//Update markers data
updateMarkers(step_time);
});
//Event binding for button
d3.select("button").on('click', pressButton);
//Functions
//Neighboor polygon style
function style(feature) {
return {
weight: 1,
opacity: .5,
fillOpacity: 0.7,
className: getClassName(feature.properties.neighborho)
};
}
//Heat color based on surge data
function color(value){
if (value == '?'){
return "rgb(25,25,25)";
}
else if (value == 1.0){
return "rgb(169,169,169)";}
else if (value < 1.5){
return "rgb(255,69,0)";}
else if (value < 2.0){
return "rgb(220,20,60)";}
else{
return "rgb(255,0,0)";}
}
//Update data in markers to a time
function updateMarkers(time){
for (var nbh in markers){
new_icon = L.AwesomeMarkers.icon({
markerColor: 'blue',
icon: '',
html: getSurgeData(time,nbh)
});
marker = markers[nbh];
marker.setIcon(new_icon);
//Update the fill of the poly based on surge data
d3.select("." + getClassName(nbh)).style("fill", color(getSurgeData(time,nbh)));
}
}
//Add markers to given nbh locations
function addMarkers(nbh_locations){
function createPopup(nbh){
return function() { this.bindPopup(nbh).openPopup() };
}
var markers = {};
for (var nbh in nbh_locations){
y = nbh_locations[nbh]['y'];
x = nbh_locations[nbh]['x'];
marker = new L.marker([y,x]);
marker.on('mouseover', createPopup(nbh)).addTo(map);
markers[nbh] = marker;
}
return markers;
}
//Clean time by removing seconds and miliseconds
function getCleanTime(time){
return new Date(time.setSeconds(0,0));
}
//Convert nbh names to be CSS friendly
function getClassName(nbh){
return nbh.split(' ').join('-').replace('/','-');
}
//Get surge data for a give date and nbh
function getSurgeData(time,nbh){
i = _.findIndex(_.pluck(surge_data[nbh],'timestamp'),function(time_data){return (+time == +time_data);});
if (surge_data[nbh][i] == null){
return '?';
}
else{
return surge_data[nbh][i]['surge_multiplier'].toFixed(1);
}
}
//Get time matching data for a given time
function getStepTime(time){
var minutes = Math.floor(time.getTime()/(60*1000));
return new Date(time.getTime() - (minutes % 3)*60*1000);
}
//Variables for keeping track of play/pause status
var isPaused = true;
var interval = 100;
var interval_id;
function pressButton(){
console.log(isPaused);
if (isPaused) {
isPaused = false;
resume();
}
else{
isPaused = true;
pause();
}
}
function pause(){
clearInterval(interval_id);
d3.select('.button').classed('glyphicon-play',true);
d3.select('.button').classed('glyphicon-pause',false);
}
function resume(){
interval_id = setInterval(tick, interval);
d3.select('.button').classed('glyphicon-pause',true);
d3.select('.button').classed('glyphicon-play',false);
}
function setTime(){
clock_time = getCleanTime(new Date(cur_time.getTime() + 3*60*1000));
step_time = getStepTime(clock_time);
//Update timebar
timeline.setCustomTime(step_time);
//Update current time in HTML
document.getElementById('cur_time').innerHTML = clock_time;
//Update marker to the advanced clock
updateMarkers(step_time);
//Update current time variable to new time
cur_time = clock_time;
}
function tick(){
setTime();
if (cur_time >= max_time){
pause();
}
}
}
</script>
Raw
leaflet.awesome-markers.js
/*
Leaflet.AwesomeMarkers, a plugin that adds colorful iconic markers for Leaflet, based on the Font Awesome icons
(c) 2012-2013, Lennard Voogdt
http://leafletjs.com
https://github.com/lvoogdt
*/
/*global L*/
(function (window, document, undefined) {
"use strict";
/*
* Leaflet.AwesomeMarkers assumes that you have already included the Leaflet library.
*/
L.AwesomeMarkers = {};
L.AwesomeMarkers.version = '2.0.1';
L.AwesomeMarkers.Icon = L.Icon.extend({
options: {
iconSize: [35, 45],
iconAnchor: [17, 42],
popupAnchor: [1, -32],
shadowAnchor: [10, 12],
shadowSize: [36, 16],
className: 'awesome-marker',
prefix: 'glyphicon',
spinClass: 'fa-spin',
extraClasses: '',
icon: 'home',
markerColor: 'blue',
iconColor: 'white',
html : ''
},
initialize: function (options) {
options = L.Util.setOptions(this, options);
},
createIcon: function () {
var div = document.createElement('div'),
options = this.options;
//if (options.icon) {
div.innerHTML = this._createInner();
//}
if (options.bgPos) {
div.style.backgroundPosition =
(-options.bgPos.x) + 'px ' + (-options.bgPos.y) + 'px';
}
this._setIconStyles(div, 'icon-' + options.markerColor);
return div;
},
_createInner: function() {
var iconClass, iconSpinClass = "", iconColorClass = "", iconColorStyle = "", options = this.options;
if(options.icon.slice(0,options.prefix.length+1) === options.prefix + "-") {
iconClass = options.icon;
} else {
iconClass = options.prefix + "-" + options.icon;
}
if(options.spin && typeof options.spinClass === "string") {
iconSpinClass = options.spinClass;
}
if(options.iconColor) {
if(options.iconColor === 'white' || options.iconColor === 'black') {
iconColorClass = "icon-" + options.iconColor;
} else {
iconColorStyle = "style='color: " + options.iconColor + "' ";
}
}
return "<i " + iconColorStyle + "class='" + options.extraClasses + " " + options.prefix + " " + iconClass + " " + iconSpinClass + " " + iconColorClass + "'>" + options.html + "</i>";
},
_setIconStyles: function (img, name) {
var options = this.options,
size = L.point(options[name === 'shadow' ? 'shadowSize' : 'iconSize']),
anchor;
if (name === 'shadow') {
anchor = L.point(options.shadowAnchor || options.iconAnchor);
} else {
anchor = L.point(options.iconAnchor);
}
if (!anchor && size) {
anchor = size.divideBy(2, true);
}
img.className = 'awesome-marker-' + name + ' ' + options.className;
if (anchor) {
img.style.marginLeft = (-anchor.x) + 'px';
img.style.marginTop = (-anchor.y) + 'px';
}
if (size) {
img.style.width = size.x + 'px';
img.style.height = size.y + 'px';
}
},
createShadow: function () {
var div = document.createElement('div');
this._setIconStyles(div, 'shadow');
return div;
}
});
L.AwesomeMarkers.icon = function (options) {
return new L.AwesomeMarkers.Icon(options);
};
}(this, document));
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nbh_boundary_data.json
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Raw
nbh_center_data.json
{
"Seacliff": {
"x": -122.49930468564105,
"y": 37.78277749615176
},
"Haight Ashbury": {
"x": -122.44532762490334,
"y": 37.7678064766127
},
"Outer Mission": {
"x": -122.4436351223265,
"y": 37.72205866774567
},
"Russian Hill": {
"x": -122.41677884098488,
"y": 37.80326053813069
},
"Noe Valley": {
"x": -122.43447662845156,
"y": 37.74903833113791
},
"Inner Sunset": {
"x": -122.46430237552613,
"y": 37.75752592896055
},
"Downtown/Civic Center": {
"x": -122.41507133317751,
"y": 37.781630858277424
},
"Diamond Heights": {
"x": -122.44361397542366,
"y": 37.74104435682833
},
"Treasure Island/YBI": {
"x": -122.36898710512838,
"y": 37.82014872356687
},
"Lakeshore": {
"x": -122.48878230531109,
"y": 37.7233171593776
},
"Outer Richmond": {
"x": -122.49549845807223,
"y": 37.77956222124282
},
"Crocker Amazon": {
"x": -122.43756678656507,
"y": 37.71233874958163
},
"Excelsior": {
"x": -122.42095717718274,
"y": 37.724126953442806
},
"Parkside": {
"x": -122.48954714858243,
"y": 37.74137339816896
},
"Financial District": {
"x": -122.39824474159792,
"y": 37.79109029661812
},
"Ocean View": {
"x": -122.4596085290263,
"y": 37.719615378536275
},
"Mission": {
"x": -122.41482583281342,
"y": 37.759961685556995
},
"West of Twin Peaks": {
"x": -122.45672799960312,
"y": 37.73804845410936
},
"Inner Richmond": {
"x": -122.46259606240814,
"y": 37.7809555522827
},
"Marina": {
"x": -122.43668613612765,
"y": 37.80197752622462
},
"Bayview": {
"x": -122.38252005781598,
"y": 37.73031666291905
},
"Visitacion Valley": {
"x": -122.41423630394343,
"y": 37.716319171352026
},
"Pacific Heights": {
"x": -122.43499454340119,
"y": 37.79242829759619
},
"Presidio": {
"x": -122.46622844917889,
"y": 37.7989447748635
},
"Nob Hill": {
"x": -122.41611208321024,
"y": 37.79294375601709
},
"Outer Sunset": {
"x": -122.49419202004299,
"y": 37.75534689125176
},
"Western Addition": {
"x": -122.43434153876696,
"y": 37.77969412386907
},
"Golden Gate Park": {
"x": -122.48308049743844,
"y": 37.769311946281135
},
"Presidio Heights": {
"x": -122.4546241751751,
"y": 37.78643529386159
},
"South of Market": {
"x": -122.40236232780298,
"y": 37.7786857057926
},
"Glen Park": {
"x": -122.43205272147773,
"y": 37.737731418672624
},
"Potrero Hill": {
"x": -122.39274317744668,
"y": 37.75826348922041
},
"Castro/Upper Market": {
"x": -122.43617866997383,
"y": 37.76251478117079
},
"Twin Peaks": {
"x": -122.45119933635668,
"y": 37.75324480119758
},
"Bernal Heights": {
"x": -122.41957413859328,
"y": 37.74042477367935
},
"Chinatown": {
"x": -122.4071490382508,
"y": 37.79408661378233
},
"North Beach": {
"x": -122.40819641316538,
"y": 37.80471221438872
}
}
Raw
surge_data.json
This file has been truncated, but you can view the full file.
{"Outer Sunset": [{"surge_multiplier": 1.0, "timestamp": "2015-05-12 10:39:00.292508"}, {"surge_multiplier": 1.2, "timestamp": "2015-05-12 10:42:00.267584"}, {"surge_multiplier": 1.2, "timestamp": "2015-05-12 10:45:00.255452"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 10:48:00.291787"}, {"surge_multiplier": 1.5, "timestamp": "2015-05-12 10:51:00.282213"}, {"surge_multiplier": 1.5, "timestamp": "2015-05-12 10:54:00.296106"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 10:57:00.269941"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:00:00.298708"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:03:00.316935"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:06:00.485076"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:09:00.289690"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:12:00.301311"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:15:00.284120"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:18:00.306032"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:21:00.295990"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:24:00.298388"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:27:00.300487"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:30:00.301415"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:33:00.377398"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:36:01.305875"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:39:00.542722"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:42:00.337743"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:45:00.331500"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:48:00.328368"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:51:00.304372"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:54:00.300813"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 11:57:00.301942"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:00:00.332238"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:03:00.334895"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:06:00.313959"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:09:00.334203"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:12:00.355335"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:15:00.338158"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:18:00.407050"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:21:00.341328"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:24:00.356464"}, {"surge_multiplier": 1.5, "timestamp": "2015-05-12 12:27:00.399008"}, {"surge_multiplier": 1.5, "timestamp": "2015-05-12 12:30:00.347208"}, {"surge_multiplier": 1.2, "timestamp": "2015-05-12 12:33:00.349384"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:36:00.351735"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:39:00.370198"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:42:00.350802"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:45:00.357531"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:48:00.394468"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:51:00.372991"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:54:00.362942"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 12:57:00.387332"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:00:00.362009"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:03:00.400270"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:06:00.862988"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:09:00.374935"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:12:00.373405"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:15:00.379029"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:18:00.391156"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:21:00.390765"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 13:24:00.400095"}, {"surge_multiplier": 1.0, "timestamp": "2015-05-12 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