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Created August 19, 2015 18:23
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Visualizing NYC Taxi Flow
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content='initial-scale=1,maximum-scale=1,user-scalable=no' />
<script src="http://d3js.org/d3.v3.min.js" charset="utf-8"></script>
<script src="http://d3js.org/topojson.v1.min.js" charset="utf-8"></script>
<script src="https://developer.mapsense.co/mapsense.js" charset="utf-8"></script>
<link type="text/css" href="https://developer.mapsense.co/mapsense.css" rel="stylesheet"/>
<link type="text/css" href="styles.css" rel="stylesheet"/>
<style>
.zips {
cursor: pointer;
}
</style>
</head>
<body>
<div id="myMap"></div>
<script>
// Your API key
var the_key = "key-521c47a19aef45458c180ac42fb68a53"
// Define boundaries of NYC
var nyc_extent = [
{lon: -74.341736, lat: 40.467293},
{lon: -73.628998, lat: 41.028996}
];
// Create Mapsense map object to build on
var map = mapsense.map("#myMap") // initialize
.extent(nyc_extent) // boundaries
.zoomRange([9,12])
// Colors for choropleth
var blues = {
3: ['rgb(200,200,255)', 'rgb(100,100,255)', 'rgb(0,0,255)'],
4: ['rgb(200,200,255)', 'rgb(133,133,255)', 'rgb(66,66,255)', 'rgb(0,0,255)'],
5: ['rgb(200,200,255)', 'rgb(150,150,255)', 'rgb(100,100,255)', 'rgb(50,50,255)', 'rgb(0,0,255)'],
6: ['rgb(200,200,255)', 'rgb(160,160,255)', 'rgb(120,120,255)', 'rgb(80,80,255)', 'rgb(40,40,255)', 'rgb(0,0,255)'],
7: ['rgb(200,200,255)', 'rgb(167,167,255)', 'rgb(133,133,255)', 'rgb(100,100,255)', 'rgb(67,67,255)', 'rgb(33,33,255)', 'rgb(0,0,255)'],
8: ['rgb(200,200,255)', 'rgb(171,171,255)', 'rgb(143,143,255)', 'rgb(114,114,255)', 'rgb(86,86,255)', 'rgb(57,57,255)', 'rgb(29,29,255)', 'rgb(0,0,255)'],
9: ['rgb(200,200,255)', 'rgb(175,175,255)', 'rgb(150,150,255)', 'rgb(125,125,255)', 'rgb(100,100,255)', 'rgb(75,75,255)', 'rgb(50,50,255)', 'rgb(25,25,255)', 'rgb(0,0,255)']
}
// Binding JSON
var G = {}
var current_zip = "10025"
function zipMax(this_zip) {
var origin = G.zips[this_zip]
var zip_max = 0
for(var key in origin) {
if(origin[key] > zip_max) {
zip_max = origin[key]
}
}
return zip_max;
}
// Get ZCTAs in NYC
function buildURL(zip_list) {
var this_url = "https://{S}-api.mapsense.co/universes/mapsense.demographics/{Z}/{X}/{Y}.topojson?api-key=" + the_key
this_url += "&where=layer=='zip_code'"
if(zip_list.length != 0){
this_url += "AND "
}
for(this_zip in zip_list) {
if(this_zip != zip_list.length-1){
this_url += "name=='"+zip_list[this_zip]+"'||"
}
else{
this_url += "name=='"+zip_list[this_zip]+"'"
}
}
this_url+="&select=layer,fips_code,zip_code"
return this_url
}
function initMap() {
var demographics_layer = mapsense.topoJson()
.url(mapsense.url(buildURL(zips_arr)).hosts(['a', 'b', 'c', 'd'])) // Load demographics tiles
.clip(true)
.selection(
function(d){
d.attr("class", "zips")
d.data(G.zips, function(zc_poly) {
return G.zips[zc_poly.properties.fips_code]
}
)
bucketColor(current_zip)
d.on("click", function(zc_poly) {
var temp_zip = current_zip
try{
current_zip = zc_poly.properties.fips_code
bucketColor(current_zip)
}
catch(TypeError){
current_zip = temp_zip
bucketColor(current_zip)
}
}
)
}
)
map.add(demographics_layer)
}
function bucketer(data,head_ratio) {
function mean(data) {
var sum = 0
for(var i=0; i<data.length; i++){
sum += data[i]
}
return sum/data.length
}
if (typeof(head_ratio) == 'undefined'){
head_ratio = .3
}
var this_head = 0
var mean_array = []
var this_mean = mean(data)
mean_array.push(this_mean)
var temp_array = data
while(this_head <= head_ratio) {
var head_array = []
for(index in temp_array){
if(temp_array[index] >= this_mean){
head_array.push(temp_array[index])
}
}
this_mean = mean(head_array)
mean_array.push(this_mean)
this_head = head_array.length/temp_array.length
temp_array = head_array
}
if(mean_array.length != 1){
if(mean_array[mean_array.length - 1] == mean_array[mean_array.length - 2]){
mean_array.splice(mean_array.length - 1)
}
}
return mean_array
}
function bucketColor(new_zip) {
bkts = G.zips[new_zip]['buckets']
d3.selectAll(".zips")
.style("fill", function(zc_poly){
var colorValue
console.log(zc_poly)
if(typeof G.zips[new_zip][zc_poly.properties.fips_code] != 'undefined') {
colorValue = G.zips[new_zip][zc_poly.properties.fips_code]
}
else {
colorValue = 0
}
var colorRamp = d3.scale.threshold()
.domain(bkts)
.range(blues[bkts.length + 1])
return colorRamp(colorValue)
})
.style("stroke",function(zc_poly){
if(zc_poly.properties.fips_code == new_zip) {
return 'red'
}
})
.style("stroke-width",function(zc_poly){
if(zc_poly.properties.fips_code == new_zip) {
return 2
}
})
}
d3.json('taxi_results.json', function(error,this_json) {
if(error) console.warn(error)
G.zips = this_json
zips_arr = []
for(key in G.zips){
zips_arr.push(key)
end_counts = []
for(count in G.zips[key]){
end_counts.push(G.zips[key][count])
}
G.zips[key]['buckets'] = bucketer(end_counts)
console.log(G.zips[key]['buckets'])
}
initMap()
})
</script>
</html>
{"10065": {"10065": 30269, "10069": 957, "10453": 61, "10452": 100, "10451": 188, "10457": 39, "10456": 64, "10455": 64, "10454": 148, "10459": 14, "10458": 59, "11232": 63, "10103": 812, "11233": 26, "11385": 112, "11234": 17, "11235": 28, "10580": 1, "10583": 2, "11237": 38, "11218": 78, "10282": 889, "10280": 722, "10528": 2, "11577": 2, "11379": 73, "10115": 10, "10112": 402, "10110": 651, "10111": 564, "11109": 239, "11021": 2, "11020": 1, "11102": 715, "11103": 915, "11377": 838, "11101": 1480, "11106": 1075, "11370": 113, "11104": 545, "11105": 443, "11375": 370, "11374": 155, "10801": 3, "10803": 4, "11378": 147, "11229": 23, "11576": 2, "10040": 148, "11371": 3407, "11228": 28, "10044": 354, "11201": 1361, "11203": 19, "10128": 29588, "11205": 176, "11204": 20, "11207": 31, "11206": 188, "11209": 118, "11208": 15, "11372": 398, "11225": 52, "11224": 11, "11030": 1, "11369": 234, "11366": 8, "11223": 34, "11364": 17, "11365": 37, "11362": 5, "11363": 2, "11360": 8, "11222": 681, "11221": 72, "11220": 54, "10708": 8, "10701": 1, "10705": 3, "10704": 6, "11212": 17, "11213": 22, "11210": 23, "11211": 1133, "10039": 145, "10038": 1414, "10543": 1, "11215": 383, "10035": 25, "10034": 168, "10037": 275, "10036": 14035, "10031": 525, "10030": 265, "10033": 392, "10032": 697, "11003": 4, "11001": 5, "11358": 7, "11694": 2, "11516": 1, "11357": 16, "11356": 9, "11355": 42, "11354": 52, "11216": 95, "11217": 323, "11214": 18, "10309": 2, "10308": 1, "10306": 3, "10305": 5, "10304": 3, "10301": 2, "10552": 1, "10028": 32235, "10029": 6502, "10026": 922, "10027": 1496, "10024": 12200, "10025": 7017, "10022": 44138, "10023": 20858, "10020": 1166, "10021": 45459, "11429": 2, "11219": 41, "10169": 368, "11428": 6, "10003": 12392, "11230": 74, "10538": 5, "11421": 27, "11420": 35, "11423": 25, "11422": 3, "11424": 1, "11427": 12, "11426": 2, "10153": 438, "10310": 1, "10314": 9, "11231": 225, "10162": 508, "11238": 236, "11239": 2, "10019": 21971, "10018": 7363, "10271": 28, "10013": 3719, "10012": 5153, "10011": 8416, "10010": 9880, "10017": 23469, "10016": 21059, "11236": 11, "10014": 5334, "11530": 2, "11432": 48, "11433": 8, "11430": 1706, "11436": 14, "11434": 11, "11435": 60, "10005": 873, "10006": 337, "10007": 1001, "10001": 16195, "10002": 2813, "10168": 459, "10167": 722, "10165": 244, "10009": 3833, "10278": 66, "10475": 12, "10474": 27, "10471": 92, "10470": 15, "10473": 37, "10472": 53, "11691": 3, "11563": 2, "nan": 16820, "11361": 24, "11415": 27, "11226": 52, "10075": 23389, "10170": 1959, "10171": 1041, "10172": 968, "10173": 417, "10174": 944, "10177": 354, "10466": 14, "10467": 84, "10465": 31, "10462": 61, "10463": 123, "10460": 26, "10461": 67, "10468": 60, "10469": 18, "11411": 3, "11412": 4, "11413": 7, "11414": 7, "11368": 177, "11416": 11, "11417": 28, "11418": 37, "11419": 25, "11367": 42, "11373": 334}, "10069": {"10065": 820, "10069": 428, "10453": 1, "10452": 7, "10451": 12, "10457": 4, "10455": 1, "11231": 5, "10459": 3, "10458": 3, "11232": 4, "10103": 28, "11233": 4, "11385": 1, "11235": 1, "11570": 1, "11218": 3, "10282": 173, "10280": 75, "10112": 31, "10110": 33, "10111": 34, "11109": 5, "11378": 1, "11102": 9, "11103": 9, "11377": 4, "11101": 17, "11106": 8, "11104": 5, "11105": 10, "11375": 4, "11374": 4, "10040": 14, "11371": 307, "10044": 6, "11201": 46, "10128": 553, "11205": 3, "11373": 10, "11206": 8, "11209": 4, "11208": 1, "11372": 10, "11225": 6, "11368": 3, "11369": 8, "11364": 1, "11365": 1, "11222": 15, "11221": 2, "11220": 2, "10705": 1, "10704": 1, "11212": 6, "11213": 6, "11211": 35, "10039": 1, "10038": 77, "11215": 14, "10035": 1, "10034": 20, "10037": 6, "10036": 1782, "10031": 30, "10030": 12, "10033": 36, "10032": 129, "11354": 2, "11216": 3, "11217": 11, "10028": 479, "10029": 180, "10026": 41, "10027": 277, "10024": 2655, "10025": 972, "10022": 1626, "10023": 4201, "10020": 66, "10021": 564, "11219": 1, "10169": 8, "10003": 509, "11230": 2, "11580": 1, "11420": 2, "11427": 2, "10153": 66, "10162": 6, "11238": 10, "10019": 3987, "10018": 763, "10013": 480, "10012": 340, "10011": 885, "10010": 457, "10017": 731, "10016": 545, "10014": 616, "11432": 1, "11430": 193, "11436": 1, "11435": 1, "10005": 71, "10006": 28, "10007": 110, "10001": 1355, "10002": 119, "10168": 11, "10167": 20, "10165": 35, "10009": 118, "10278": 6, "10471": 13, "10473": 1, "10472": 1, "nan": 992, "11226": 4, "10075": 447, "10170": 22, "10171": 41, "10172": 25, "10173": 37, "10174": 12, "10177": 25, "10466": 3, "10462": 3, "10463": 14, "10460": 2, "10468": 1, "11417": 1, "11418": 1}, "10453": {"10007": 1, "10001": 4, "10037": 4, "10455": 5, "10069": 1, "10453": 1075, "10035": 1, "10451": 4, "10457": 35, "10456": 5, "10028": 1, "10029": 5, "10026": 2, "10027": 8, "10024": 3, "10025": 4, "10022": 3, "10023": 3, "10103": 1, "10021": 1, "10167": 1, "10036": 2, "10469": 1, "10017": 1, "nan": 26, "10016": 2, "10040": 4, "10468": 15, "10014": 1, "10075": 2, "10472": 5, "10704": 3, "10466": 3, "10467": 4, "10019": 5, "10465": 1, "10039": 1, "10460": 4, "10461": 2, "10013": 1, "10012": 1, "10011": 2, "10010": 2, "10031": 4, "10030": 1, "10033": 11, "10032": 10, "10459": 1, "10452": 32, "11103": 1, "10034": 6, "11105": 1, "10458": 8, "11211": 1, "10710": 1, "10454": 2, "10471": 2, "11430": 2, "11377": 1, "10470": 1}, "10013": {"10065": 4020, "10069": 534, "10453": 19, "10452": 24, "10451": 44, "10457": 17, "10456": 12, "10455": 20, "10454": 52, "10459": 8, "10458": 30, "11232": 300, "10103": 365, "11233": 156, "11385": 167, "11234": 47, "11235": 80, "10583": 1, "11237": 381, "11218": 411, "10282": 5802, "10280": 4689, "11579": 1, "11379": 56, "10115": 4, "10112": 274, "10110": 381, "10111": 121, "11050": 3, "11109": 167, "11021": 4, "11378": 59, "11023": 1, "11102": 368, "11103": 355, "11377": 411, "11101": 567, "11106": 411, "11370": 68, "11104": 290, "11105": 301, "11375": 188, "11374": 97, "10801": 2, "10803": 2, "10550": 1, "10040": 134, "11371": 2791, "11228": 59, "10044": 82, "11201": 6586, "11203": 65, "10128": 3042, "11205": 1795, "11204": 50, "11207": 82, "11206": 1284, "11209": 408, "11208": 29, "11372": 264, "11225": 540, "11224": 23, "11030": 4, "11369": 154, "11366": 7, "11223": 74, "11364": 16, "11365": 38, "11362": 1, "11363": 4, "11360": 9, "11222": 1870, "11221": 573, "11220": 217, "10708": 3, "11040": 2, "10706": 1, "10705": 2, "10704": 2, "11212": 38, "11213": 205, "11210": 61, "11211": 6260, "10039": 69, "10038": 6610, "11214": 74, "11215": 2471, "10035": 7, "10034": 139, "10037": 127, "10036": 14448, "10031": 426, "10030": 172, "10033": 393, "10032": 373, "11001": 10, "11358": 11, "11004": 3, "11694": 4, "11516": 1, "11357": 16, "11356": 11, "11355": 28, "11354": 51, "11596": 1, "11216": 793, "11217": 2174, "10309": 3, "10308": 1, "10306": 5, "10305": 12, "10304": 9, "10303": 2, "10301": 14, "10552": 1, "10028": 2890, "10029": 910, "10026": 414, "10027": 759, "10024": 3377, "10025": 2689, "10022": 10170, "10023": 4743, "10020": 419, "10021": 3809, "11429": 3, "11219": 98, "10169": 149, "11428": 4, "10003": 26395, "11501": 1, "11230": 142, "10538": 2, "11581": 1, "11421": 18, "11420": 37, "11423": 15, "11425": 2, "11427": 3, "11426": 1, "10153": 264, "10310": 16, "10312": 5, "10314": 18, "11231": 1422, "10162": 63, "11238": 2154, "11239": 3, "10019": 14832, "10018": 8756, "10271": 181, "10013": 25807, "10012": 22177, "10011": 27849, "10010": 11731, "10017": 8858, "10016": 13418, "11236": 42, "10014": 30368, "11229": 69, "11693": 1, "11432": 33, "11433": 3, "11430": 2081, "11436": 11, "11434": 16, "11435": 39, "10005": 4012, "10006": 3498, "10007": 8528, "10001": 22446, "10002": 13559, "10168": 673, "10167": 152, "10165": 769, "10009": 9115, "10278": 354, "10475": 14, "10474": 4, "10471": 58, "10470": 6, "10473": 17, "10472": 17, "11691": 4, "nan": 9375, "11361": 26, "11565": 1, "11415": 27, "11226": 310, "10075": 1896, "10170": 321, "10171": 269, "10172": 257, "10173": 181, "10174": 290, "10177": 125, "10466": 10, "10467": 16, "10465": 18, "10462": 40, "10463": 73, "10460": 12, "10461": 20, "11559": 4, "10468": 29, "10469": 11, "11411": 2, "11412": 3, "11413": 3, "11414": 14, "11368": 108, "11416": 10, "11417": 21, "11418": 27, "11419": 18, "11367": 19, "11373": 172}, "10451": {"10065": 14, "10069": 1, "10453": 16, "10452": 41, "10451": 680, "10457": 15, "10456": 30, "10455": 30, "10454": 55, "10459": 9, "10458": 7, "11232": 1, "11385": 1, "10528": 1, "10112": 1, "10110": 1, "11379": 1, "11102": 7, "11103": 3, "11377": 8, "11101": 6, "11106": 5, "11104": 1, "11105": 4, "11375": 1, "10804": 1, "10040": 6, "11371": 17, "11201": 17, "10128": 47, "11205": 1, "11373": 1, "11207": 1, "11206": 2, "11209": 2, "11372": 1, "11368": 1, "11369": 3, "11366": 1, "11364": 1, "10707": 1, "11213": 1, "11211": 1, "11216": 3, "10038": 2, "11215": 1, "10034": 4, "10037": 42, "10036": 17, "10031": 47, "10030": 48, "10033": 10, "10032": 23, "11355": 2, "10039": 27, "10305": 1, "10304": 1, "10028": 21, "10029": 84, "10026": 32, "10027": 58, "10024": 19, "10025": 19, "10022": 18, "10023": 15, "10020": 1, "10021": 21, "11421": 1, "10153": 2, "11238": 1, "10019": 24, "10018": 7, "10013": 3, "10012": 7, "10011": 13, "10010": 16, "10017": 17, "10016": 14, "11236": 1, "10014": 10, "11432": 1, "11433": 1, "11430": 13, "11435": 1, "10007": 3, "10001": 36, "10002": 12, "10003": 18, "10009": 5, "10475": 1, "10474": 3, "10471": 1, "10473": 10, "10472": 15, "nan": 141, "11226": 2, "10075": 8, "10466": 3, "10467": 14, "10465": 4, "10462": 10, "10463": 6, "10460": 10, "10461": 6, "10468": 14, "10469": 6, "11418": 1}, "10457": {"10001": 1, "10002": 2, "10003": 2, "10455": 2, "10454": 1, "10453": 26, "10452": 15, "10451": 8, "10128": 2, "10457": 198, "10456": 8, "10028": 2, "10029": 5, "10026": 1, "10027": 2, "10459": 4, "10025": 3, "10022": 4, "10023": 1, "10103": 1, "10021": 1, "10458": 16, "10017": 1, "nan": 19, "10473": 1, "10708": 1, "10472": 5, "10704": 1, "10466": 2, "10467": 1, "10019": 4, 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