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Last active August 29, 2015 14:05
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Dynamic Scatterplot - Abalone
Raw
README.md

Dynamic scatterplot of the a sample from the abalone dataset, including the top 10 anomalies found with BigML's isolation forest.

Controls:

  • Left click to choose X-axis.
  • Right click to choose Y-axis.
  • Alt + right click to choose color axis.
  • Repeat click (left, right, or alt) for log scale.
  • Hover over a point to see all field values.
  • Click a multi-point (larger circle) to cycle through values.
  • Drag box to zoom in.
  • Click on empty area to zoom out.
  • Choose plot granularity with keys 1-9 (1 is the default).
Raw
abalone.json
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Raw
index.html
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cLogMode = !cLogMode;
} else {
cLogMode = false;
}
if (cLogMode == true) {
setParam("cLog", true);
} else {
removeParam("cLog");
}
c = index;
setParam("c", index);
} else {
if (x == index && fields[x].optype == "numeric") {
xLogMode = !xLogMode;
} else {
xLogMode = false;
}
if (xLogMode == true) {
setParam("xLog", true);
} else {
removeParam("xLog");
}
x = index;
setParam("x", index);
}
updateForClick();
})
.on("contextmenu", function() {
if (y == index && fields[y].optype == "numeric") {
yLogMode = !yLogMode;
} else {
yLogMode = false;
}
if (yLogMode == true) {
setParam("yLog", true);
} else {
removeParam("yLog");
}
y = index;
setParam("y", index);
updateForClick();
})
.text(field.name);
svg.append("g")
.append("text")
.attr("class", "field-value")
.attr("transform", "translate(" + (valueOffset + x_loc) + "," + y_loc + ")");
svg.append("g")
.append("text")
.attr("class", "field-marker")
.attr("transform", "translate(" + (-6 + x_loc) + "," + y_loc + ")")
.style("text-anchor", "end")
.text("");
}
function makeAxis() {
gy = svg.append("g")
.attr("class", "y-axis")
.attr("transform", "translate(" + buffer + "," + 0 + ")");
gx = svg.append("g")
.attr("class", "x-axis")
.attr("transform", "translate(" + 0 + "," + plotHeight + ")");
}
function updateAxis() {
var currentY = gy.transition()
.duration(700)
.call(yAxis);
if (fields[y].optype == "categorical") {
currentY.selectAll("text")
.attr("y", 10)
.attr("x", 2)
.style("fill", "#999")
.style("font-size", "13")
.style("text-anchor", "start");
}
var currentX = gx.transition()
.duration(700)
.call(xAxis);
if (fields[x].optype == "categorical") { // && fields[x].cats.length > 4) {
currentX.selectAll("text")
.attr("y", 5)
.attr("x", 2)
.attr("transform", "rotate(-90)")
.style("fill", "#999")
.style("font-size", "13")
.style("text-anchor", "start");
}
}
function updateFieldMarkers() {
var ids = Array.apply(null, Array(fields.length)).map(function (_, i) {return i;});
svg.selectAll(".field-marker")
.data(ids)
.text(function(d) {
var marker = "";
if (d == x) {
if (xLogMode) {
marker += "x";
} else {
marker += "X";
}
}
if (d == y) {
if (yLogMode) {
marker += "y";
} else {
marker += "Y";
}
}
if (d == c) {
if (cLogMode) {
marker += "c";
} else {
marker += "C";
}
}
if (marker != "") { marker += ":"};
return marker;
})
}
function updateFieldValues() {
var ids = Array.apply(null, Array(fields.length)).map(function (_, i) {return i;});
var currentRow;
if (currentIds != null) {
currentRow = rows[currentIds[pointIndex % currentIds.length]];
}
svg.selectAll(".field-value")
.data(ids)
.text(function(d) {
var val = "";
if (currentRow != null) {
val += currentRow[d].toString();
}
return val;
});
svg.select(".field-counter").select("text")
.text(function(d) {
var str = "";
if (currentIds != null && currentIds.length > 1) {
str += (1 + pointIndex % currentIds.length) + " of " + currentIds.length;
}
return str;
});
}
function updateUniqueMap() {
uniqueMap = {};
for (var i = 0; i < rows.length; i++) {
if (shows[i]) {
var key = genKey(rows[i]);
if (key in uniqueMap) {
uniqueMap[key].push(i);
} else {
uniqueMap[key] = [i];
}
}
}
colorMap = {};
xMap = {};
yMap = {};
for (var key in uniqueMap) {
var ids = uniqueMap[key];
if (ids.length > 1) {
if (fields[x].optype == "numeric") {
var sum = 0;
for (var j = 0; j < ids.length; j++) {
sum += rows[ids[j]][x];
}
xMap[key] = sum / ids.length;
} else {
xMap[key] = rows[ids[0]][x];
}
if (fields[y].optype == "numeric") {
var sum = 0;
for (var j = 0; j < ids.length; j++) {
sum += rows[ids[j]][y];
}
yMap[key] = sum / ids.length;
} else {
yMap[key] = rows[ids[0]][y];
}
if (fields[c].optype == "numeric") {
var sum = 0;
for (var j = 0; j < ids.length; j++) {
sum += rows[ids[j]][c];
}
colorMap[key] = sum / ids.length;
} else {
var cat_counts = {};
for (var j = 0; j < ids.length; j++) {
var cat = rows[ids[j]][c];
if (cat in cat_counts) {
cat_counts[cat] = cat_counts[cat] + 1;
} else {
cat_counts[cat] = 1;
}
}
var max_count = 0;
var max_cat;
for (cat in cat_counts) {
if (cat_counts[cat] > max_count) {
max_count = cat_counts[cat];
max_cat = cat;
}
}
colorMap[key] = max_cat;
if (rows[ids[0]][c] != max_cat) {
for (var j = 0; j < ids.length; j++) {
if (rows[ids[j]][c] == max_cat) {
var temp = ids[0];
ids[0] = ids[j];
ids[j] = temp;
break;
}
}
}
}
} else {
colorMap[key] = rows[ids[0]][c];
xMap[key] = rows[ids[0]][x];
yMap[key] = rows[ids[0]][y];
}
}
}
function updateColorFn() {
if (fields[c].optype == "numeric") {
if (cLogMode && fields[c].min > 0) {
colorFn = d3.scale.log()
.domain([fields[c].min, fields[c].max])
.range(["#3f3", "#f55"])
} else {
if (cLogMode) removeParam("cLog");
colorFn = d3.scale.linear()
.domain([fields[c].min, fields[c].max])
.range(["#3f3", "#f55"])
}
} else {
if (fields[c].cats.length <= 10) {
colorFn = d3.scale.category10().domain(fields[c].cats);
} else {
colorFn = d3.scale.category20().domain(fields[c].cats);
}
}
}
function calcRange(col) {
if (fields[col].optype == "numeric") {
var min = rows[0][col];
var max = rows[0][col];
for (var i = 0; i < rows.length; i++) {
min = Math.min(min, rows[i][col]);
max = Math.max(max, rows[i][col]);
}
fields[col].min = min;
fields[col].max = max;
} else {
var categories = {};
for (var i = 0; i < rows.length; i++) {
var val = rows[i][col];
if (val == null || val == "") {
val = "?";
rows[i][col] = val;
}
categories[val] = true;
}
var finalCats = [];
for (var cat in categories) {
finalCats.push(cat);
}
fields[col].cats = finalCats.sort();
}
}
function updateScale(col, rangeMin, rangeMax, isX) {
if (fields[col].optype == "numeric") {
var firstIndex;
for (firstIndex = 0; firstIndex < shows.length; firstIndex++) {
if (shows[firstIndex]) {
break;
}
}
var min = rows[firstIndex][col];
var max = rows[firstIndex][col];
var uniques = {};
var uniqueCount = 0;
for (var i = 0; i < rows.length; i++) {
if (shows[i]) {
var key = rows[i][col].toString();
if (!(key in uniques)) {
uniques[key] = true;
uniqueCount += 1;
}
min = Math.min(min, rows[i][col]);
max = Math.max(max, rows[i][col]);
}
}
if (min == max) {
var buf = (fields[col].max - fields[col].min) / 100;
if (buf == 0) {
buf = 0.1;
}
min -= buf;
max += buf;
}
if (min > 0 && ((col == x && xLogMode && isX) || (col == y && yLogMode && !isX))) {
return d3.scale.log()
.range([rangeMin, rangeMax])
.domain([min, max]);
} else {
if (min <= 0 && ((col == x && xLogMode && isX) || (col == y && yLogMode && !isX))) {
if (isX) {
xLogMode = false;
removeParam("xLog");
} else {
yLogMode = false;
removeParam("yLog");
}
}
var diff = max - min;
if (uniqueCount > 4) {
max += diff / 30;
min -= diff / 30;
} else {
max += diff / 5;
min -= diff / 5;
}
return d3.scale.linear()
.range([rangeMin, rangeMax])
.domain([min, max]);
}
} else {
if (isX) {
xLogMode = false;
} else {
yLogMode = false;
}
var categories = {};
for (var i = 0; i < rows.length; i++) {
categories[rows[i][col]] = true;
}
var finalCats = [];
for (var cat in categories) {
if (!fields[col].constraint || cat in fields[col].catConstraint) {
finalCats.push(cat);
}
}
return d3.scale.ordinal()
.domain(finalCats.sort())
.rangePoints([rangeMin, rangeMax], 1);
}
}
function updateScales () {
xScale = updateScale(x, buffer, plotWidth, true);
yScale = updateScale(y, plotHeight, 0, false);
xAxis = d3.svg.axis()
.scale(xScale)
.orient("bottom")
.tickPadding(10)
.tickSize(-plotHeight);
yAxis = d3.svg.axis()
.scale(yScale)
.orient("left")
.tickPadding(10)
.tickSize(-plotWidth + buffer);
}
function point_size(index) {
if (shows[index]) {
return r * Math.pow(uniqueMap[genKey(rows[index])].length, 0.5);
} else {
return r;
}
}
function makePoints() {
svg.selectAll(".data")
.data(Array.apply(null, Array(rows.length)).map(function (_, i) {return i;}))
.enter()
.append("g")
.attr("class", "data")
.style("opacity", "0")
.style("fill", "#fff")
.style("stroke", "#fff")
.style("stroke-width", "1.5")
.append("circle")
.attr("class", "point")
.on("click", function(d) {
pointIndex += 1;
updateFieldValues();
})
.on("mouseover", function(d) {
d3.select(this)
.attr("r", point_size(d) + Math.pow(point_size(d), 0.15) + 1);
currentIds = uniqueMap[genKey(rows[d])];
updateFieldValues();
})
.on("mouseout", function(d) {
d3.select(this)
.attr("r", (point_size(d)));
currentIds = null;
pointIndex = 0;
updateFieldValues();
});
}
function updatePoints() {
var transitions = 0;
svg.selectAll(".data")
.style("cursor", function (d) {
if (shows[d] && uniqueMap[genKey(rows[d])].length > 1) {
return "pointer";
} else {
return "auto";
}
})
.sort(function (a, b) {
var pa = point_size(a);
var pb = point_size(b);
if (pa == pb) {
if (a > b) {
return -1;
} else {
return 1;
}
}
if (pa > pb) {
return -1;
} else {
return 1;
}
})
.transition()
.duration(700)
.style("opacity", function (d) {
if (shows[d] && uniqueMap[genKey(rows[d])][0] == d) {
return "0.9";
} else {
return "0";
}
})
.style("fill", function(d) {
if (shows[d]) {
return colorFn(colorMap[genKey(rows[d])]);
} else {
return "#999";
}
})
.style("stroke", function(d) {
if (shows[d]) {
return d3.rgb(colorFn(colorMap[genKey(rows[d])])).darker(0.3);
} else {
return "#999";
}
})
.select(".point")
.attr("display", function (d) {
if (shows[d]) {
return "inherit";
} else {
return "none";
}
})
.attr("r", function(d) {
return point_size(d);
})
.attr("cx", function(d) {
var key = genKey(rows[d]);
if (key in xMap) {
return xScale(xMap[key]);
} else {
if (fields[x].optype == "numeric") {
return Math.round(xScale(rows[d][x]));
} else {
return xScale(rows[d][x]);
}
}
})
.attr("cy", function(d) {
var key = genKey(rows[d]);
if (key in yMap) {
return yScale(yMap[key]);
} else {
if (fields[y].optype == "numeric") {
return Math.round(yScale(rows[d][y]));
} else {
return yScale(rows[d][y]);
}
}
})
.transition()
.attr("display", function (d) {
if (shows[d] && uniqueMap[genKey(rows[d])][0] == d) {
return "inherit";
} else {
return "none";
}
});
}
function revealPoints() {
svg.selectAll(".data")
.data(Array.apply(null, Array(rows.length)).map(function (_, i) {return i;}))
.select(".point")
}
});
</script>
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