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Cover - Scattergraph (support vs confidence)
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| <!DOCTYPE html> | |
| <meta charset="utf-8"> | |
| <style> | |
| body { | |
| font-family: "Helvetica Neue", Helvetica, Arial, sans-serif; | |
| margin: auto; | |
| position: relative; | |
| width: 960px; | |
| background: #fff; | |
| } | |
| text { | |
| font: 10px sans-serif; | |
| } | |
| #chart { | |
| position: absolute; | |
| left: 10px; | |
| top: 10px; | |
| line-height: 150% | |
| } | |
| .axis path, | |
| .axis line { | |
| fill: none; | |
| stroke: black; | |
| shape-rendering: crispEdges; | |
| } | |
| .axis text { | |
| font-family: sans-serif; | |
| font-size: 11px; | |
| } | |
| </style> | |
| <body> | |
| <div id="chart"></div> | |
| </body> | |
| <script src="http://d3js.org/d3.v3.min.js"></script> | |
| <script> | |
| d3.json("model.json", function(error, model) { | |
| var margin = {top: 20, right: 20, bottom: 50, left: 45}; | |
| var width = 900 - margin.left - margin.right; | |
| var height = 500 - margin.top - margin.bottom; | |
| var xPadding = 20; | |
| var yPadding = 35; | |
| var leaves = get_leaves(model.model.root); | |
| var max_support = (leaves.sort(function (x, y) { | |
| return y.count - x.count})[0].count)/model.rows; | |
| var xScale = d3.scale.linear() | |
| .domain([0, max_support + 0.025]) | |
| .range([0, width]); | |
| var yScale = d3.scale.linear() | |
| .domain([0, 1]) | |
| .range([height, 0]); | |
| var xAxis = d3.svg.axis() | |
| .scale(xScale) | |
| .orient("bottom") | |
| .ticks(15); | |
| var yAxis = d3.svg.axis() | |
| .scale(yScale) | |
| .orient("left") | |
| .ticks(25); | |
| var colorPrediction = d3.scale.category10(); | |
| var colorLookup = function(leaf) { | |
| return hoverAdjust(leaf, colorPrediction(leaf.output)); | |
| }; | |
| // SVG panel. | |
| var svg = d3.select("#chart") | |
| .append("svg") | |
| .attr("width", width + margin.left + margin.right) | |
| .attr("height", height + margin.top + margin.bottom) | |
| .append("g") | |
| .attr("transform", "translate(" + margin.left + "," + margin.top + ")"); | |
| // Adds X axis | |
| svg.append("g") | |
| .attr("class", "x axis") | |
| .attr("transform", "translate(0," + height + ")") | |
| .call(xAxis) | |
| .append("text") | |
| .attr("class", "label") | |
| .attr("x", width/2) | |
| .attr("y", 32) | |
| .style("text-anchor", "middle") | |
| .text("Support"); | |
| // Adds Y axis | |
| svg.append("g") | |
| .attr("class", "y axis") | |
| .call(yAxis) | |
| .append("text") | |
| .attr("class", "label") | |
| .attr("transform", "rotate(-90)") | |
| .attr("x", -height/2) | |
| .attr("y", -45) | |
| .attr("dy", ".71em") | |
| .style("text-anchor", "middle") | |
| .text("Confidence") | |
| // Draw X-axis grid lines | |
| svg.selectAll("line.x") | |
| .data(xScale.ticks(10)) | |
| .enter().append("line") | |
| .attr("class", "x") | |
| .attr("x1", xScale) | |
| .attr("x2", xScale) | |
| .attr("y1", 0) | |
| .attr("y2", height) | |
| .style("stroke", "#ccc"); | |
| // Draw Y-axis grid lines | |
| svg.selectAll("line.y") | |
| .data(yScale.ticks(10)) | |
| .enter().append("line") | |
| .attr("class", "y") | |
| .attr("x1", 0) | |
| .attr("x2", width) | |
| .attr("y1", yScale) | |
| .attr("y2", yScale) | |
| .style("stroke", "#ccc"); | |
| // Output | |
| svg.append('text') | |
| .attr("text-anchor", "middle") | |
| .attr({'id': 'outputLabel', 'x': width/2, 'y': height-20}) | |
| .style({'font-size': '40px', 'font-weight': 'bold', 'fill': '#ddd'}); | |
| // Draw leaves | |
| svg.selectAll("circle") | |
| .data(leaves) | |
| .enter() | |
| .append("circle") | |
| .attr("cx", function(leaf) { | |
| return xScale(leaf.count/model.rows); | |
| }) | |
| .attr("cy", function(leaf) { | |
| return yScale(leaf.confidence); | |
| }) | |
| .attr("r", function(leaf) { | |
| return 2 * Math.sqrt(height - yScale(leaf.count/model.rows)); | |
| }) | |
| .attr("fill", colorLookup) | |
| .attr("stroke", colorLookup) | |
| .style('cursor', 'pointer') | |
| .on('mouseover', function(leaf) { | |
| d3.select('svg #outputLabel') | |
| .text(leaf.output + " (" + ((leaf.count/model.rows) * 100).toFixed(2) + "%, " + (leaf.confidence * 100).toFixed(2) + "%)") | |
| .transition() | |
| .style('opacity', 1); | |
| }) | |
| .on('mouseout', function(d) { | |
| d3.select('svg #outputLabel') | |
| .transition() | |
| .duration(1500) | |
| .style('opacity', 0); | |
| }); | |
| // Draw legends | |
| var legend = svg.selectAll(".legend") | |
| .data(colorPrediction.domain()) | |
| .enter().append("g") | |
| .attr("class", "legend") | |
| .attr("transform", function(d, i) { return "translate(0," + i * 20 + ")"; }); | |
| legend.append("rect") | |
| .attr("x", width - 18) | |
| .attr("width", 18) | |
| .attr("height", 18) | |
| .style("fill", colorPrediction); | |
| legend.append("text") | |
| .attr("x", width - 24) | |
| .attr("y", 9) | |
| .attr("dy", ".35em") | |
| .style("text-anchor", "end") | |
| .text(function(d) { return d; }); | |
| }); | |
| // Returns the list of leaves of a tree | |
| function get_leaves(node) { | |
| var leaves = []; | |
| if ('children' in node) { | |
| for (var i=0; i < node.children.length; i++) { | |
| var childLeaves = get_leaves(node.children[i]); | |
| for (var j=0; j < childLeaves.length; j++) { | |
| leaves.push(childLeaves[j]); | |
| } | |
| } | |
| } else { | |
| var distribution = []; | |
| if ('bins' in node.objective_summary) { | |
| distribution = node.objective_summary.bins; | |
| } | |
| else if ('counts' in node.objective_summary) { | |
| distribution = node.objective_summary.counts; | |
| } | |
| else if ('categories' in node.objective_summary) { | |
| distribution = node.objective_summary.categories | |
| } | |
| leaves = [{ | |
| "confidence": node.confidence, | |
| "count": node.count, | |
| "distribution": distribution, | |
| "output": node.output}]; | |
| } | |
| return leaves; | |
| }; | |
| // Adjust hover | |
| function hoverAdjust(d, color) { | |
| return d.hover ? d3.rgb(color).brighter(0.66) : color; | |
| }; | |
| </script> | |
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| {"category": 0, "code": 200, "columns": 55, "created": "2013-04-01T07:04:57.928000", "credits": 311.4508361816406, "credits_per_prediction": 0.0, "dataset": "dataset/5159305f035d0731bf00020f", "dataset_status": true, "description": "", "excluded_fields": [], "fields_meta": {"count": 55, "limit": 1000, "offset": 0, "total": 55}, "input_fields": ["000000", "000011", "000022", "000033", "000001", "000012", "000023", "000034", "000002", "000013", "000024", "000035", "000003", "000014", "000025", "000004", "000015", "000026", "000005", "000016", "000027", "000006", "000017", "000028", "000007", "000018", "000029", "000008", "000019", "000009", "00002a", "00001a", "00002b", "00000a", "00001b", "00002c", "00000b", "00001c", "00002d", "00000c", "00001d", "00002e", "00000d", "00001e", "00002f", "00000e", "00001f", "00000f", "000030", "000020", "000031", "000010", "000021", "000032"], "locale": "en-US", "max_columns": 55, "max_rows": 581012, "model": {"depth_threshold": 20, "fields": {"000000": {"column_number": 0, "datatype": "int16", "name": "Elevation", "optype": "numeric", "order": 0, "preferred": true, "summary": {"bins": [[1894.29299, 157], [1945.52632, 608], [2016.35065, 1925], [2074.54243, 1862], [2125.95261, 2954], [2196.91089, 4657], [2266.06796, 4238], [2336.06994, 9365], [2409.56711, 7570], [2462.20409, 5718], [2535.43452, 17891], [2609.24344, 18395], [2665.09139, 14466], [2721.82234, 27513], [2798.8571, 46032], [2870.80612, 36183], [2921.77187, 38473], [2966.97967, 46423], [3020.24024, 58712], [3091.37154, 65334], [3153.79942, 38488], [3215.60652, 65655], [3283.95952, 33150], [3347.92198, 19340], [3410.55468, 11594], [3474.86919, 1850], [3524.43203, 1074], [3574.93617, 470], [3632.35768, 397], [3713.35, 280], [3781.92708, 96], [3830.8169, 142]], "maximum": 3858, "mean": 2959.3653, "median": 2995.97281, "minimum": 1859, "missing_count": 0, "population": 581012, "splits": [2309.53834, 2462.94695, 2565.95915, 2632.05745, 2690.69407, 2734.74993, 2773.02653, 2809.19203, 2842.00496, 2871.43538, 2898.11144, 2921.00878, 2941.6817, 2960.31236, 2977.75845, 2995.97281, 3014.62998, 3033.88439, 3054.13767, 3075.98782, 3097.75542, 3120.05037, 3141.53631, 3163.18807, 3184.97548, 3205.8848, 3227.52617, 3251.14142, 3278.24908, 3314.6317, 3372.72377], "standard_deviation": 279.98473, "sum": 1719426752, "sum_squares": 5133958162274, "variance": 78391.45141}}, "000001": {"column_number": 1, "datatype": "int16", "name": "Aspect", "optype": "numeric", "order": 1, "preferred": true, "summary": {"bins": [[3.09944, 19198], [13.56811, 27993], [26.52857, 34491], [37.47289, 20493], [48.44028, 35932], [61.4763, 30216], [72.46812, 23686], [84.62195, 31424], [96.55768, 20345], [105.47224, 15528], [116.40708, 25236], [128.38354, 16233], [140.14359, 20803], [152.36234, 13123], [165.36096, 18631], [177.65118, 9512], [186.54456, 10300], [195.54866, 8302], [206.3738, 13740], [220.48591, 12523], [234.5525, 11676], [245.48175, 6794], [253.56564, 7031], [262.53137, 8815], [274.46849, 14329], [288.66281, 15552], [299.51454, 10353], [310.87919, 21562], [321.57331, 13572], [332.59106, 25735], [343.57195, 15246], [353.39023, 22638]], "maximum": 360, "mean": 155.65681, "median": 127.00694, "minimum": 0, "missing_count": 0, "population": 581012, "splits": [7.02535, 14.99663, 22.52051, 29.76216, 37.01006, 44.55511, 51.13927, 58.34988, 65.57298, 72.96815, 80.99069, 89.55158, 97.767, 106.89806, 116.78021, 127.00694, 138.30878, 151.35909, 166.11053, 181.80481, 199.28168, 218.14083, 239.33778, 260.4614, 279.14369, 295.68441, 309.1961, 320.34294, 330.70461, 340.45029, 349.93725], "standard_deviation": 111.91372, "sum": 90438473, "sum_squares": 21354341379, "variance": 12524.68095}}, "000002": {"column_number": 2, "datatype": "int8", "name": "Slope", "optype": "numeric", "order": 2, "preferred": true, "summary": {"bins": [[0.84871, 4336], [2.60064, 19346], [4.5601, 37154], [6.51858, 50899], [8.51543, 62179], [10.50009, 67636], [12.49392, 65636], [14.49028, 59409], [16.46701, 49796], [18.47388, 40149], [20.46379, 31051], [22.45716, 24998], [24.46432, 19340], [26.45551, 14858], [28.45711, 10899], [30.45643, 8010], [32.45603, 5879], [34.45071, 3987], [36.43951, 2455], [38.41956, 1442], [40.41341, 716], [42.41667, 348], [44.45327, 214], [46.42373, 118], [48.50746, 67], [50.425, 40], [52.4, 15], [54.42857, 7], [56.63636, 11], [58.75, 4], [61.22222, 9], [65, 4]], "maximum": 66, "mean": 14.1037, "median": 12.98549, "minimum": 0, "missing_count": 0, "population": 581012, "splits": [3.02437, 4.26336, 5.19085, 5.98114, 6.70306, 7.38368, 8.00983, 8.60095, 9.17143, 9.72434, 10.26329, 10.80018, 11.33801, 11.88074, 12.42943, 12.98549, 13.55573, 14.14877, 14.75892, 15.3878, 16.05382, 16.77491, 17.56682, 18.42592, 19.37064, 20.44632, 21.6972, 23.133, 24.90088, 27.19381, 30.72998], "standard_deviation": 7.48824, "sum": 8194421, "sum_squares": 148151159, "variance": 56.07377}}, "000003": {"column_number": 3, "datatype": "int16", "name": "Horizontal Distance To Hydrology", "optype": "numeric", "order": 3, "preferred": true, "summary": {"bins": [[0, 24603], [33.60275, 48786], [76.15621, 68509], [133.74469, 81343], [194.42126, 68300], [242.92932, 40209], [288.04793, 50412], [342.19853, 44204], [390.71192, 26857], [424.82669, 15498], [469.54048, 31485], [524.12225, 16990], [565.1603, 12857], [603.72176, 9560], [645.04045, 9889], [687.22678, 6019], [719.98775, 3919], [752.97696, 4427], [802.7902, 5858], [864.31561, 3612], [907.6791, 1206], [945.37757, 1944], [987.26091, 985], [1030.1518, 1278], [1076.16332, 698], [1122.20609, 723], [1170.5529, 293], [1215.05, 280], [1259.61268, 142], [1303.42391, 92], [1352.18519, 27], [1385.85714, 7]], "maximum": 1397, "mean": 269.42822, "median": 219.92776, "minimum": 0, "missing_count": 0, "population": 581012, "splits": [6.83751, 25.18246, 35.12261, 49.56941, 62.97599, 77.6534, 89.99299, 104.35464, 120.69257, 129.97858, 149.21132, 160.16007, 177.11864, 190.87237, 210.32537, 219.92776, 240.76498, 256.28193, 274.93517, 296.3188, 313.85808, 334.99703, 360.7173, 385.84813, 414.51227, 446.1698, 482.08508, 522.64214, 573.836, 643.97736, 764.46251], "standard_deviation": 212.54936, "sum": 156541027, "sum_squares": 68425036479, "variance": 45177.22856}}, "000004": {"column_number": 4, "datatype": "int16", "name": "Vertical Distance To Hydrology", "optype": "numeric", "order": 4, "preferred": true, "summary": {"bins": [[-155.15385, 39], [-133.18023, 172], [-106.46861, 653], [-82.28181, 841], [-61.89733, 2250], [-37.02715, 7257], [-13.95317, 20822], [5.50171, 189940], [31.18049, 147124], [59.49976, 78391], [87.16192, 54681], [115.40849, 27861], [138.92591, 13565], [159.09602, 10352], [184.2054, 12181], [209.85082, 4585], [234.27662, 4761], [264.59814, 1936], [286.973, 1074], [305.88011, 709], [327.96086, 792], [359.8167, 551], [388.53804, 184], [407.17, 100], [424.78788, 33], [454.21739, 23], [484.54545, 22], [508.10526, 19], [529.91304, 23], [549.45, 20], [568.56522, 23], 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[2925.44438, 17260], [3129.57734, 23314], [3358.24471, 17302], [3559.5392, 12819], [3775.29183, 14707], [3965.27134, 8340], [4155.07208, 14110], [4419.83583, 16160], [4668.04402, 8927], [4857.68698, 7303], [5073.99427, 10649], [5351.33546, 13146], [5601.91066, 7970], [5821.4479, 9913], [6050.38997, 5403], [6265.31555, 2849], [6507.84369, 1126], [6725.09313, 451], [6929.27437, 277]], "maximum": 7117, "mean": 2350.14661, "median": 1996.81298, "minimum": 0, "missing_count": 0, "population": 581012, "splits": [281.31658, 434.79727, 564.77074, 684.15932, 795.28393, 902.69067, 1004.58215, 1105.45599, 1202.54555, 1300.50151, 1403.5112, 1508.34875, 1619.80806, 1738.58992, 1865.05404, 1996.81298, 2133.16406, 2278.00824, 2430.48487, 2591.47239, 2765.54935, 2943.58542, 3124.37078, 3326.7267, 3567.20249, 3858.13792, 4162.48026, 4481.23809, 4881.40702, 5308.71301, 5741.31603], "standard_deviation": 1559.25487, "sum": 1365463383, "sum_squares": 4621637096965, "variance": 2431275.7493}}, "000006": {"column_number": 6, "datatype": "int16", "name": "Hillshade 9am", "optype": "numeric", "order": 6, "preferred": true, "summary": {"bins": [[0, 13], [36, 1], [47.33333, 3], [57.15625, 32], [66.01961, 51], [73.7395, 119], [80.77698, 139], [88.02062, 291], [96.91327, 588], [106.83048, 1109], [115.82207, 1450], [121.52669, 993], [126.60103, 1935], [132.58971, 2547], [137.55744, 2124], [142.65103, 3751], [149.70328, 6838], [157.69615, 8909], [164.63263, 8931], [169.55562, 7156], [176.83789, 25656], [184.61416, 21037], [190.60549, 25918], [196.55616, 32485], [202.5876, 38065], [209.65704, 62334], [217.62918, 76533], [225.47546, 86716], [233.33085, 78845], [240.30663, 44767], [245.38013, 20922], [250.51513, 20754]], "maximum": 254, "mean": 212.14605, "median": 217.68213, "minimum": 0, "missing_count": 0, "population": 581012, "splits": [149.35998, 165.32846, 174.86839, 181.48468, 186.7611, 191.17194, 194.92896, 198.32129, 201.41863, 204.226, 206.85739, 209.27908, 211.59516, 213.70588, 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