Created
August 19, 2015 18:23
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Visualizing NYC Taxi Flow
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| <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> |
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| {"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, 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"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, 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