// Heavily influenced by Mike Bostock's Scatter Matrix example // http://mbostock.github.io/d3/talk/20111116/iris-splom.html // /* ScatterMatrix = function(url) { this.__url = url; this.__data = undefined; this.__cell_size = 140; }; */ ScatterMatrix = function(csv_string) { this.__csv_string = csv_string; this.__data = undefined; this.__cell_size = 140; }; ScatterMatrix.prototype.cellSize = function(n) { this.__cell_size = n; return this; }; /* ScatterMatrix.prototype.onData = function(cb) { if (this.__data) { cb(); return; } var self = this; d3.csv(self.__url, function(data) { self.__data = data; cb(); }); }; */ ScatterMatrix.prototype.onData = function(cb) { if (this.__data) { cb(); return; } var self = this; console.log("self.csv_string:", self.__csv_string) data = d3.csv.parse(self.__csv_string); self.__data = data; cb(); /* d3.csv.parseRows(self.__csv_string, function(data) { self.__data = data; cb(); }); */ }; ScatterMatrix.prototype.render = function () { var self = this; var container = d3.select('#scatterplot_container').append('div') .attr('class', 'scatter-matrix-container'); var control = container.append('div') .attr('class', 'scatter-matrix-control') .style({'float':'left', 'margin-right':'50px'}) var svg = container.append('div') .attr('class', 'scatter-matrix-svg') .style({'float':'left'}) .html('<em>Loading data...</em>'); this.onData(function() { var data = self.__data; // Fetch data and get all string variables var string_variables = [undefined]; var numeric_variables = []; var numeric_variable_values = {}; for (k in data[0]) { if (isNaN(+data[0][k])) { string_variables.push(k); } else { numeric_variables.push(k); numeric_variable_values[k] = []; } } console.log("data:", data) data.forEach(function(d) { for (var j in numeric_variables) { var k = numeric_variables[j]; var value = d[k]; if (numeric_variable_values[k].indexOf(value) < 0) { numeric_variable_values[k].push(value); } } }); var size_control = control.append('div').attr('class', 'scatter-matrix-size-control'); var color_control = control.append('div').attr('class', 'scatter-matrix-color-control'); var filter_control = control.append('div').attr('class', 'scatter-matrix-filter-control'); var variable_control = control.append('div').attr('class', 'scatter-matrix-variable-control'); var drill_control = control.append('div').attr('class', 'scatter-matrix-drill-control'); // shared control states var to_include = []; var color_variable = undefined; var selected_colors = undefined; for (var j in numeric_variables) { var v = numeric_variables[j]; to_include.push(v); } var drill_variables = []; function set_filter(variable) { filter_control.selectAll('*').remove(); if (variable) { // Get unique values for this variable var values = []; data.forEach(function(d) { var v = d[variable]; if (values.indexOf(v) < 0) { values.push(v); } }); selected_colors = []; for (var j in values) { var v = values[j]; selected_colors.push(v); } var filter_li = filter_control .append('p').text('Filter by '+variable+': ') .append('ul') .selectAll('li') .data(values) .enter().append('li'); filter_li.append('input') .attr('type', 'checkbox') .attr('checked', 'checked') .on('click', function(d, i) { var new_selected_colors = []; for (var j in selected_colors) { var v = selected_colors[j]; if (v !== d || this.checked) { new_selected_colors.push(v); } } if (this.checked) { new_selected_colors.push(d); } selected_colors = new_selected_colors; self.__draw(self.__cell_size, svg, color_variable, selected_colors, to_include, drill_variables); }); filter_li.append('label') .html(function(d) { return d; }); } } size_a = size_control.append('p').text('Change cell size: '); size_a.append('a') .attr('href', '#') .html('-') .on('click', function() { self.__cell_size *= 0.75; self.__draw(self.__cell_size, svg, color_variable, selected_colors, to_include, drill_variables); }); size_a.append('span').html(' '); size_a.append('a') .attr('href', '#') .html('+') .on('click', function() { self.__cell_size *= 1.25; self.__draw(self.__cell_size, svg, color_variable, selected_colors, to_include, drill_variables); }); color_control.append('p').text('Select a variable to color:') color_control .append('ul') .selectAll('li') .data(string_variables) .enter().append('li') .append('a') .attr('href', '#') .text(function(d) { return d ? d : 'None'; }) .on('click', function(d, i) { color_variable = d; selected_colors = undefined; self.__draw(self.__cell_size, svg, color_variable, selected_colors, to_include, drill_variables); set_filter(d); }); var variable_li = variable_control .append('p').text('Include variables: ') .append('ul') .selectAll('li') .data(numeric_variables) .enter().append('li'); variable_li.append('input') .attr('type', 'checkbox') .attr('checked', 'checked') .on('click', function(d, i) { var new_to_include = []; for (var j in to_include) { var v = to_include[j]; if (v !== d || this.checked) { new_to_include.push(v); } } if (this.checked) { new_to_include.push(d); } to_include = new_to_include; self.__draw(self.__cell_size, svg, color_variable, selected_colors, to_include, drill_variables); }); variable_li.append('label') .html(function(d) { return d; }); drill_li = drill_control .append('p').text('Drill and Expand: ') .append('ul') .selectAll('li') .data(numeric_variables) .enter().append('li'); drill_li.append('input') .attr('type', 'checkbox') .on('click', function(d, i) { var new_drill_variables = []; for (var j in drill_variables) { var v = drill_variables[j]; if (v !== d || this.checked) { new_drill_variables.push(v); } } if (this.checked) { new_drill_variables.push(d); } drill_variables = new_drill_variables; self.__draw(self.__cell_size, svg, color_variable, selected_colors, to_include, drill_variables); }); drill_li.append('label') .html(function(d) { return d+' ('+numeric_variable_values[d].length+')'; }); self.__draw(self.__cell_size, svg, color_variable, selected_colors, to_include, drill_variables); }); }; ScatterMatrix.prototype.__draw = function(cell_size, container_el, color_variable, selected_colors, to_include, drill_variables) { var self = this; this.onData(function() { var data = self.__data; if (color_variable && selected_colors) { data = []; self.__data.forEach(function(d) { if (selected_colors.indexOf(d[color_variable]) >= 0) { data.push(d); } }); } container_el.selectAll('*').remove(); // If no data, don't do anything if (data.length == 0) { return; } // Parse headers from first row of data var numeric_variables = []; for (k in data[0]) { if (!isNaN(+data[0][k]) && to_include.indexOf(k) >= 0) { numeric_variables.push(k); } } numeric_variables.sort(); // Get values of the string variable var colors = []; if (color_variable) { // Using self.__data, instead of data, so our css classes are consistent when // we filter by value. self.__data.forEach(function(d) { var s = d[color_variable]; if (colors.indexOf(s) < 0) { colors.push(s); } }); } function color_class(d) { var c = d; if (color_variable && d[color_variable]) { c = d[color_variable]; } return colors.length > 0 ? 'color-'+colors.indexOf(c) : 'color-2'; } // Size parameters var size = cell_size, padding = 10, axis_width = 20, axis_height = 15, legend_width = 200, label_height = 15; // Get x and y scales for each numeric variable var x = {}, y = {}; numeric_variables.forEach(function(trait) { // Coerce values to numbers. data.forEach(function(d) { d[trait] = +d[trait]; }); var value = function(d) { return d[trait]; }, domain = [d3.min(data, value), d3.max(data, value)], range_x = [padding / 2, size - padding / 2], range_y = [padding / 2, size - padding / 2]; x[trait] = d3.scale.linear().domain(domain).range(range_x); y[trait] = d3.scale.linear().domain(domain).range(range_y.reverse()); }); // When drilling, user select one or more variables. The first drilled // variable becomes the x-axis variable for all columns, and each column // contains only data points that match specific values for each of the // drilled variables other than the first. var drill_values = []; var drill_degrees = [] drill_variables.forEach(function(variable) { // Skip first one, since that's just the x axis if (drill_values.length == 0) { drill_values.push([]); drill_degrees.push(1); } else { var values = []; data.forEach(function(d) { var v = d[variable]; if (v !== undefined && values.indexOf(v) < 0) { values.push(v); } }); values.sort(); drill_values.push(values); drill_degrees.push(values.length); } }); var total_columns = 1; drill_degrees.forEach(function(d) { total_columns *= d; }); // Pick out stuff to draw on horizontal and vertical dimensions if (drill_variables.length > 0) { // First drill is now the x-axis variable for all columns x_variables = []; for (var i=0; i<total_columns; i++) { x_variables.push(drill_variables[0]); } } else { x_variables = numeric_variables.slice(0); } if (drill_variables.length > 0) { // Don't draw any of the "drilled" variables in vertical dimension y_variables = []; numeric_variables.forEach(function(variable) { if (drill_variables.indexOf(variable) < 0) { y_variables.push(variable); } }); } else { y_variables = numeric_variables.slice(0); } var filter_descriptions = 0; if (drill_variables.length > 1) { filter_descriptions = drill_variables.length-1; } // Axes var x_axis = d3.svg.axis(); var y_axis = d3.svg.axis(); var intf = d3.format('d'); var fltf = d3.format('.f'); var scif = d3.format('e'); x_axis.ticks(5) .tickSize(size * y_variables.length) .tickFormat(function(d) { if (Math.abs(+d) > 10000 || (Math.abs(d) < 0.001 && Math.abs(d) != 0)) { return scif(d); } if (parseInt(d) == +d) { return intf(d); } return fltf(d); }); y_axis.ticks(5) .tickSize(size * x_variables.length) .tickFormat(function(d) { if (Math.abs(+d) > 10000 || (Math.abs(d) < 0.001 && Math.abs(d) != 0)) { return scif(d); } if (parseInt(d) == +d) { return intf(d); } return fltf(d); }); // Brush - for highlighting regions of data var brush = d3.svg.brush() .on("brushstart", brushstart) .on("brush", brush) .on("brushend", brushend); // Root panel var svg = container_el.append("svg:svg") .attr("width", label_height + size * x_variables.length + axis_width + padding + legend_width) .attr("height", size * y_variables.length + axis_height + label_height + label_height*filter_descriptions) .append("svg:g") .attr("transform", "translate("+label_height+",0)"); // Push legend to the side var legend = svg.selectAll("g.legend") .data(colors) .enter().append("svg:g") .attr("class", "legend") .attr("transform", function(d, i) { return "translate(" + (label_height + size * x_variables.length + padding) + "," + (i*20+10) + ")"; }); legend.append("svg:circle") .attr("class", function(d, i) { return color_class(d); }) .attr("r", 3); legend.append("svg:text") .attr("x", 12) .attr("dy", ".31em") .text(function(d) { return d; }); // Draw X-axis svg.selectAll("g.x.axis") .data(x_variables) .enter().append("svg:g") .attr("class", "x axis") .attr("transform", function(d, i) { return "translate(" + i * size + ",0)"; }) .each(function(d) { d3.select(this).call(x_axis.scale(x[d]).orient("bottom")); }); // Draw Y-axis svg.selectAll("g.y.axis") .data(y_variables) .enter().append("svg:g") .attr("class", "y axis") .attr("transform", function(d, i) { return "translate(0," + i * size + ")"; }) .each(function(d) { d3.select(this).call(y_axis.scale(y[d]).orient("right")); }); // Draw scatter plot var cell = svg.selectAll("g.cell") .data(cross(x_variables, y_variables)) .enter().append("svg:g") .attr("class", "cell") .attr("transform", function(d) { return "translate(" + d.i * size + "," + d.j * size + ")"; }) .each(plot); // Add titles for y variables cell.filter(function(d) { return d.i == 0; }).append("svg:text") .attr("x", padding-size) .attr("y", -label_height) .attr("dy", ".71em") .attr("transform", function(d) { return "rotate(-90)"; }) .text(function(d) { return d.y; }); function plot(p) { // console.log(p); var data_to_draw = data; // If drilling, compute what values of the drill variables correspond to // this column. // var filter = {}; if (drill_variables.length > 1) { var column = p.i; var cap = 1; for (var i=drill_variables.length-1; i > 0; i--) { var var_name = drill_variables[i]; var var_value = undefined; if (i == drill_variables.length-1) { // for the last drill variable, we index by % var_value = drill_values[i][column % drill_degrees[i]]; } else { // otherwise divide by capacity of subsequent variables to get value array index var_value = drill_values[i][parseInt(column/cap)]; } filter[var_name] = var_value; cap *= drill_degrees[i]; } data_to_draw = []; data.forEach(function(d) { var pass = true; for (k in filter) { if (d[k] != filter[k]) { pass = false; break; } } if (pass === true) { data_to_draw.push(d); } }); } var cell = d3.select(this); // Frame cell.append("svg:rect") .attr("class", "frame") .attr("x", padding / 2) .attr("y", padding / 2) .attr("width", size - padding) .attr("height", size - padding); // Scatter plot dots cell.selectAll("circle") .data(data_to_draw) .enter().append("svg:circle") .attr("class", function(d) { return color_class(d); }) .attr("cx", function(d) { return x[p.x](d[p.x]); }) .attr("cy", function(d) { return y[p.y](d[p.y]); }) .attr("r", 5); // Add titles for x variables and drill variable values if (p.j == y_variables.length-1) { cell.append("svg:text") .attr("x", padding) .attr("y", size+axis_height) .attr("dy", ".71em") .text(function(d) { return d.x; }); if (drill_variables.length > 1) { var i = 0; for (k in filter) { i += 1; cell.append("svg:text") .attr("x", padding) .attr("y", size+axis_height+label_height*i) .attr("dy", ".71em") .text(function(d) { return filter[k]+': '+k; }); } } } // Brush cell.call(brush.x(x[p.x]).y(y[p.y])); } // Clear the previously-active brush, if any function brushstart(p) { if (brush.data !== p) { cell.call(brush.clear()); brush.x(x[p.x]).y(y[p.y]).data = p; } } // Highlight selected circles function brush(p) { var e = brush.extent(); svg.selectAll(".cell circle").attr("class", function(d) { return e[0][0] <= d[p.x] && d[p.x] <= e[1][0] && e[0][1] <= d[p.y] && d[p.y] <= e[1][1] ? color_class(d) : null; }); } // If brush is empty, select all circles function brushend() { if (brush.empty()) svg.selectAll(".cell circle").attr("class", function(d) { return color_class(d); }); } function cross(a, b) { var c = [], n = a.length, m = b.length, i, j; for (i = -1; ++i < n;) for (j = -1; ++j < m;) c.push({x: a[i], i: i, y: b[j], j: j}); return c; } }); };