From 1368c4362a05f996845e2ef17878793e07d91c83 Mon Sep 17 00:00:00 2001
From: Jenny Hong <jenny.yhong@gmail.com>
Date: Mon, 20 Jul 2015 10:26:12 -0700
Subject: [PATCH] Examples: Add Huber regression example

---
 examples/huber_regression.ipynb | 3631 +++++++++++++++++++++++++++++++
 1 file changed, 3631 insertions(+)
 create mode 100644 examples/huber_regression.ipynb

diff --git a/examples/huber_regression.ipynb b/examples/huber_regression.ipynb
new file mode 100644
index 000000000..f9bcdb8da
--- /dev/null
+++ b/examples/huber_regression.ipynb
@@ -0,0 +1,3631 @@
+{
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+  {
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+   "metadata": {
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+   "outputs": [],
+   "source": [
+    "# Generate data for Huber regression.\n",
+    "srand(1);\n",
+    "n = 300;\n",
+    "SAMPLES = int(1.5*n);\n",
+    "beta_true = 5*randn(n);\n",
+    "X = randn(n, SAMPLES);\n",
+    "Y = zeros(SAMPLES);\n",
+    "v = randn(SAMPLES);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# Generate data for different values of p.\n",
+    "# Solve the resulting problems.\n",
+    "# WARNING this script takes a few minutes to run.\n",
+    "using Convex, SCS, Distributions\n",
+    "set_default_solver(SCSSolver(verbose=0));\n",
+    "TESTS = 50;\n",
+    "lsq_data = zeros(TESTS);\n",
+    "huber_data = zeros(TESTS);\n",
+    "prescient_data = zeros(TESTS);\n",
+    "p_vals = linspace(0,0.15, TESTS);\n",
+    "for i=1:length(p_vals)\n",
+    "    p = p_vals[i];\n",
+    "    # Generate the sign changes.\n",
+    "    factor = float(2 * rand(Binomial(1, 1-p), SAMPLES) - 1);\n",
+    "    Y = factor .* X' * beta_true + v;\n",
+    "    \n",
+    "    # Form and solve a standard regression problem.\n",
+    "    beta = Variable(n);\n",
+    "    fit = norm(beta - beta_true) / norm(beta_true);\n",
+    "    cost = norm(X' * beta - Y);\n",
+    "    prob = minimize(cost);\n",
+    "    solve!(prob);\n",
+    "    lsq_data[i] = evaluate(fit);\n",
+    "    \n",
+    "    # Form and solve a prescient regression problem,\n",
+    "    # i.e., where the sign changes are known.\n",
+    "    cost = norm(factor .* (X'*beta) - Y);\n",
+    "    solve!(minimize(cost))\n",
+    "    prescient_data[i] = evaluate(fit);\n",
+    "    \n",
+    "    # Form and solve the Huber regression problem.\n",
+    "    cost = sum(huber(X' * beta - Y, 1));\n",
+    "    solve!(minimize(cost))\n",
+    "    huber_data[i] = evaluate(fit);\n",
+    "end"
+   ]
+  },
+  {
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+   "execution_count": 3,
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+       "    if (typeof define === \"function\" && define.amd) {\n",
+       "        // Define as an anonymous module\n",
+       "        define(\"Gadfly\", [\"Snap.svg\"], function (Snap) {\n",
+       "            return factory(Snap);\n",
+       "        });\n",
+       "    } else {\n",
+       "        // Browser globals (glob is window)\n",
+       "        // Snap adds itself to window\n",
+       "        glob.Gadfly = factory(glob.Snap);\n",
+       "    }\n",
+       "}(this, function (Snap) {\n",
+       "\n",
+       "var Gadfly = {};\n",
+       "\n",
+       "// Get an x/y coordinate value in pixels\n",
+       "var xPX = function(fig, x) {\n",
+       "    var client_box = fig.node.getBoundingClientRect();\n",
+       "    return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
+       "};\n",
+       "\n",
+       "var yPX = function(fig, y) {\n",
+       "    var client_box = fig.node.getBoundingClientRect();\n",
+       "    return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Snap.plugin(function (Snap, Element, Paper, global) {\n",
+       "    // Traverse upwards from a snap element to find and return the first\n",
+       "    // note with the \"plotroot\" class.\n",
+       "    Element.prototype.plotroot = function () {\n",
+       "        var element = this;\n",
+       "        while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
+       "            element = element.parent();\n",
+       "        }\n",
+       "        return element;\n",
+       "    };\n",
+       "\n",
+       "    Element.prototype.svgroot = function () {\n",
+       "        var element = this;\n",
+       "        while (element.node.nodeName != \"svg\" && element.parent() != null) {\n",
+       "            element = element.parent();\n",
+       "        }\n",
+       "        return element;\n",
+       "    };\n",
+       "\n",
+       "    Element.prototype.plotbounds = function () {\n",
+       "        var root = this.plotroot()\n",
+       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
+       "        return {\n",
+       "            x0: bbox.x,\n",
+       "            x1: bbox.x + bbox.width,\n",
+       "            y0: bbox.y,\n",
+       "            y1: bbox.y + bbox.height\n",
+       "        };\n",
+       "    };\n",
+       "\n",
+       "    Element.prototype.plotcenter = function () {\n",
+       "        var root = this.plotroot()\n",
+       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
+       "        return {\n",
+       "            x: bbox.x + bbox.width / 2,\n",
+       "            y: bbox.y + bbox.height / 2\n",
+       "        };\n",
+       "    };\n",
+       "\n",
+       "    // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
+       "    // does everything right.\n",
+       "    // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
+       "    var events = [\"mouseenter\", \"mouseleave\"];\n",
+       "\n",
+       "    for (i in events) {\n",
+       "        (function (event_name) {\n",
+       "            var event_name = events[i];\n",
+       "            Element.prototype[event_name] = function (fn, scope) {\n",
+       "                if (Snap.is(fn, \"function\")) {\n",
+       "                    var fn2 = function (event) {\n",
+       "                        if (event.type != \"mouseover\" && event.type != \"mouseout\") {\n",
+       "                            return;\n",
+       "                        }\n",
+       "\n",
+       "                        var reltg = event.relatedTarget ? event.relatedTarget :\n",
+       "                            event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
+       "                        while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
+       "\n",
+       "                        if (reltg != this.node) {\n",
+       "                            return fn.apply(this, event);\n",
+       "                        }\n",
+       "                    };\n",
+       "\n",
+       "                    if (event_name == \"mouseenter\") {\n",
+       "                        this.mouseover(fn2, scope);\n",
+       "                    } else {\n",
+       "                        this.mouseout(fn2, scope);\n",
+       "                    }\n",
+       "                }\n",
+       "                return this;\n",
+       "            };\n",
+       "        })(events[i]);\n",
+       "    }\n",
+       "\n",
+       "\n",
+       "    Element.prototype.mousewheel = function (fn, scope) {\n",
+       "        if (Snap.is(fn, \"function\")) {\n",
+       "            var el = this;\n",
+       "            var fn2 = function (event) {\n",
+       "                fn.apply(el, [event]);\n",
+       "            };\n",
+       "        }\n",
+       "\n",
+       "        this.node.addEventListener(\n",
+       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
+       "            fn2);\n",
+       "\n",
+       "        return this;\n",
+       "    };\n",
+       "\n",
+       "\n",
+       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
+       "    // This is a function to directly update element attributes without going\n",
+       "    // through eve.\n",
+       "    Element.prototype.attribute = function(key, val) {\n",
+       "        if (val === undefined) {\n",
+       "            return this.node.getAttribute(key);\n",
+       "        } else {\n",
+       "            this.node.setAttribute(key, val);\n",
+       "            return this;\n",
+       "        }\n",
+       "    };\n",
+       "});\n",
+       "\n",
+       "\n",
+       "// When the plot is moused over, emphasize the grid lines.\n",
+       "Gadfly.plot_mouseover = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "\n",
+       "    var xgridlines = root.select(\".xgridlines\"),\n",
+       "        ygridlines = root.select(\".ygridlines\");\n",
+       "\n",
+       "    xgridlines.data(\"unfocused_strokedash\",\n",
+       "                    xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
+       "    ygridlines.data(\"unfocused_strokedash\",\n",
+       "                    ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
+       "\n",
+       "    // emphasize grid lines\n",
+       "    var destcolor = root.data(\"focused_xgrid_color\");\n",
+       "    xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    destcolor = root.data(\"focused_ygrid_color\");\n",
+       "    ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    // reveal zoom slider\n",
+       "    root.select(\".zoomslider\")\n",
+       "        .animate({opacity: 1.0}, 250);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Unemphasize grid lines on mouse out.\n",
+       "Gadfly.plot_mouseout = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    var xgridlines = root.select(\".xgridlines\"),\n",
+       "        ygridlines = root.select(\".ygridlines\");\n",
+       "\n",
+       "    var destcolor = root.data(\"unfocused_xgrid_color\");\n",
+       "\n",
+       "    xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    destcolor = root.data(\"unfocused_ygrid_color\");\n",
+       "    ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    // hide zoom slider\n",
+       "    root.select(\".zoomslider\")\n",
+       "        .animate({opacity: 0.0}, 250);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var set_geometry_transform = function(root, tx, ty, scale) {\n",
+       "    var xscalable = root.hasClass(\"xscalable\"),\n",
+       "        yscalable = root.hasClass(\"yscalable\");\n",
+       "\n",
+       "    var old_scale = root.data(\"scale\");\n",
+       "\n",
+       "    var xscale = xscalable ? scale : 1.0,\n",
+       "        yscale = yscalable ? scale : 1.0;\n",
+       "\n",
+       "    tx = xscalable ? tx : 0.0;\n",
+       "    ty = yscalable ? ty : 0.0;\n",
+       "\n",
+       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
+       "\n",
+       "    root.selectAll(\".geometry, image\")\n",
+       "        .forEach(function (element, i) {\n",
+       "            element.transform(t);\n",
+       "        });\n",
+       "\n",
+       "    bounds = root.plotbounds();\n",
+       "\n",
+       "    if (yscalable) {\n",
+       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
+       "        root.selectAll(\".xfixed\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                element.transform(xfixed_t);\n",
+       "            });\n",
+       "\n",
+       "        root.select(\".ylabels\")\n",
+       "            .transform(xfixed_t)\n",
+       "            .selectAll(\"text\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var cx = element.asPX(\"x\"),\n",
+       "                        cy = element.asPX(\"y\");\n",
+       "                    var st = element.data(\"static_transform\");\n",
+       "                    unscale_t = new Snap.Matrix();\n",
+       "                    unscale_t.scale(1, 1/scale, cx, cy).add(st);\n",
+       "                    element.transform(unscale_t);\n",
+       "\n",
+       "                    var y = cy * scale + ty;\n",
+       "                    element.attr(\"visibility\",\n",
+       "                        bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
+       "                }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    if (xscalable) {\n",
+       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
+       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
+       "        root.selectAll(\".yfixed\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                element.transform(yfixed_t);\n",
+       "            });\n",
+       "\n",
+       "        root.select(\".xlabels\")\n",
+       "            .transform(yfixed_t)\n",
+       "            .selectAll(\"text\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var cx = element.asPX(\"x\"),\n",
+       "                        cy = element.asPX(\"y\");\n",
+       "                    var st = element.data(\"static_transform\");\n",
+       "                    unscale_t = new Snap.Matrix();\n",
+       "                    unscale_t.scale(1/scale, 1, cx, cy).add(st);\n",
+       "\n",
+       "                    element.transform(unscale_t);\n",
+       "\n",
+       "                    var x = cx * scale + tx;\n",
+       "                    element.attr(\"visibility\",\n",
+       "                        bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
+       "                    }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    // we must unscale anything that is scale invariance: widths, raiduses, etc.\n",
+       "    var size_attribs = [\"font-size\"];\n",
+       "    var unscaled_selection = \".geometry, .geometry *\";\n",
+       "    if (xscalable) {\n",
+       "        size_attribs.push(\"rx\");\n",
+       "        unscaled_selection += \", .xgridlines\";\n",
+       "    }\n",
+       "    if (yscalable) {\n",
+       "        size_attribs.push(\"ry\");\n",
+       "        unscaled_selection += \", .ygridlines\";\n",
+       "    }\n",
+       "\n",
+       "    root.selectAll(unscaled_selection)\n",
+       "        .forEach(function (element, i) {\n",
+       "            // circle need special help\n",
+       "            if (element.node.nodeName == \"circle\") {\n",
+       "                var cx = element.attribute(\"cx\"),\n",
+       "                    cy = element.attribute(\"cy\");\n",
+       "                unscale_t = new Snap.Matrix().scale(1/xscale, 1/yscale,\n",
+       "                                                        cx, cy);\n",
+       "                element.transform(unscale_t);\n",
+       "                return;\n",
+       "            }\n",
+       "\n",
+       "            for (i in size_attribs) {\n",
+       "                var key = size_attribs[i];\n",
+       "                var val = parseFloat(element.attribute(key));\n",
+       "                if (val !== undefined && val != 0 && !isNaN(val)) {\n",
+       "                    element.attribute(key, val * old_scale / scale);\n",
+       "                }\n",
+       "            }\n",
+       "        });\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Find the most appropriate tick scale and update label visibility.\n",
+       "var update_tickscale = function(root, scale, axis) {\n",
+       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
+       "\n",
+       "    var tickscales = root.data(axis + \"tickscales\");\n",
+       "    var best_tickscale = 1.0;\n",
+       "    var best_tickscale_dist = Infinity;\n",
+       "    for (tickscale in tickscales) {\n",
+       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
+       "        if (dist < best_tickscale_dist) {\n",
+       "            best_tickscale_dist = dist;\n",
+       "            best_tickscale = tickscale;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
+       "        root.data(axis + \"tickscale\", best_tickscale);\n",
+       "        var mark_inscale_gridlines = function (element, i) {\n",
+       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
+       "            element.attribute(\"gadfly:inscale\", inscale);\n",
+       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
+       "        };\n",
+       "\n",
+       "        var mark_inscale_labels = function (element, i) {\n",
+       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
+       "            element.attribute(\"gadfly:inscale\", inscale);\n",
+       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
+       "        };\n",
+       "\n",
+       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"path\").forEach(mark_inscale_gridlines);\n",
+       "        root.select(\".\" + axis + \"labels\").selectAll(\"text\").forEach(mark_inscale_labels);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var set_plot_pan_zoom = function(root, tx, ty, scale) {\n",
+       "    var old_scale = root.data(\"scale\");\n",
+       "    var bounds = root.plotbounds();\n",
+       "\n",
+       "    var width = bounds.x1 - bounds.x0,\n",
+       "        height = bounds.y1 - bounds.y0;\n",
+       "\n",
+       "    // compute the viewport derived from tx, ty, and scale\n",
+       "    var x_min = -width * scale - (scale * width - width),\n",
+       "        x_max = width * scale,\n",
+       "        y_min = -height * scale - (scale * height - height),\n",
+       "        y_max = height * scale;\n",
+       "\n",
+       "    var x0 = bounds.x0 - scale * bounds.x0,\n",
+       "        y0 = bounds.y0 - scale * bounds.y0;\n",
+       "\n",
+       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
+       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
+       "\n",
+       "    tx += x0;\n",
+       "    ty += y0;\n",
+       "\n",
+       "    // when the scale change, we may need to alter which set of\n",
+       "    // ticks is being displayed\n",
+       "    if (scale != old_scale) {\n",
+       "        update_tickscale(root, scale, \"x\");\n",
+       "        update_tickscale(root, scale, \"y\");\n",
+       "    }\n",
+       "\n",
+       "    set_geometry_transform(root, tx, ty, scale);\n",
+       "\n",
+       "    root.data(\"scale\", scale);\n",
+       "    root.data(\"tx\", tx);\n",
+       "    root.data(\"ty\", ty);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var scale_centered_translation = function(root, scale) {\n",
+       "    var bounds = root.plotbounds();\n",
+       "\n",
+       "    var width = bounds.x1 - bounds.x0,\n",
+       "        height = bounds.y1 - bounds.y0;\n",
+       "\n",
+       "    var tx0 = root.data(\"tx\"),\n",
+       "        ty0 = root.data(\"ty\");\n",
+       "\n",
+       "    var scale0 = root.data(\"scale\");\n",
+       "\n",
+       "    // how off from center the current view is\n",
+       "    var xoff = tx0 - (bounds.x0 * (1 - scale0) + (width * (1 - scale0)) / 2),\n",
+       "        yoff = ty0 - (bounds.y0 * (1 - scale0) + (height * (1 - scale0)) / 2);\n",
+       "\n",
+       "    // rescale offsets\n",
+       "    xoff = xoff * scale / scale0;\n",
+       "    yoff = yoff * scale / scale0;\n",
+       "\n",
+       "    // adjust for the panel position being scaled\n",
+       "    var x_edge_adjust = bounds.x0 * (1 - scale),\n",
+       "        y_edge_adjust = bounds.y0 * (1 - scale);\n",
+       "\n",
+       "    return {\n",
+       "        x: xoff + x_edge_adjust + (width - width * scale) / 2,\n",
+       "        y: yoff + y_edge_adjust + (height - height * scale) / 2\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Initialize data for panning zooming if it isn't already.\n",
+       "var init_pan_zoom = function(root) {\n",
+       "    if (root.data(\"zoompan-ready\")) {\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
+       "    // stroke-width when zooming, we force it to a fixed value.\n",
+       "    var px_per_mm = root.node.getCTM().a;\n",
+       "\n",
+       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
+       "    // millimeters.\n",
+       "    root.data(\"px_per_mm\", px_per_mm);\n",
+       "\n",
+       "    root.selectAll(\"path\")\n",
+       "        .forEach(function (element, i) {\n",
+       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
+       "        if (sw > 0) {\n",
+       "            element.attribute(\"stroke-width\", sw);\n",
+       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
+       "        }\n",
+       "    });\n",
+       "\n",
+       "    // Store ticks labels original tranformation\n",
+       "    root.selectAll(\".xlabels > text, .ylabels > text\")\n",
+       "        .forEach(function (element, i) {\n",
+       "            var lm = element.transform().localMatrix;\n",
+       "            element.data(\"static_transform\",\n",
+       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
+       "        });\n",
+       "\n",
+       "    var xgridlines = root.select(\".xgridlines\");\n",
+       "    var ygridlines = root.select(\".ygridlines\");\n",
+       "    var xlabels = root.select(\".xlabels\");\n",
+       "    var ylabels = root.select(\".ylabels\");\n",
+       "\n",
+       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
+       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
+       "    if (root.data(\"scale\") === undefined) root.data(\"scale\", 1.0);\n",
+       "    if (root.data(\"xtickscales\") === undefined) {\n",
+       "\n",
+       "        // index all the tick scales that are listed\n",
+       "        var xtickscales = {};\n",
+       "        var ytickscales = {};\n",
+       "        var add_x_tick_scales = function (element, i) {\n",
+       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
+       "        };\n",
+       "        var add_y_tick_scales = function (element, i) {\n",
+       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
+       "        };\n",
+       "\n",
+       "        if (xgridlines) xgridlines.selectAll(\"path\").forEach(add_x_tick_scales);\n",
+       "        if (ygridlines) ygridlines.selectAll(\"path\").forEach(add_y_tick_scales);\n",
+       "        if (xlabels) xlabels.selectAll(\"text\").forEach(add_x_tick_scales);\n",
+       "        if (ylabels) ylabels.selectAll(\"text\").forEach(add_y_tick_scales);\n",
+       "\n",
+       "        root.data(\"xtickscales\", xtickscales);\n",
+       "        root.data(\"ytickscales\", ytickscales);\n",
+       "        root.data(\"xtickscale\", 1.0);\n",
+       "    }\n",
+       "\n",
+       "    var min_scale = 1.0, max_scale = 1.0;\n",
+       "    for (scale in xtickscales) {\n",
+       "        min_scale = Math.min(min_scale, scale);\n",
+       "        max_scale = Math.max(max_scale, scale);\n",
+       "    }\n",
+       "    for (scale in ytickscales) {\n",
+       "        min_scale = Math.min(min_scale, scale);\n",
+       "        max_scale = Math.max(max_scale, scale);\n",
+       "    }\n",
+       "    root.data(\"min_scale\", min_scale);\n",
+       "    root.data(\"max_scale\", max_scale);\n",
+       "\n",
+       "    // store the original positions of labels\n",
+       "    if (xlabels) {\n",
+       "        xlabels.selectAll(\"text\")\n",
+       "               .forEach(function (element, i) {\n",
+       "                   element.data(\"x\", element.asPX(\"x\"));\n",
+       "               });\n",
+       "    }\n",
+       "\n",
+       "    if (ylabels) {\n",
+       "        ylabels.selectAll(\"text\")\n",
+       "               .forEach(function (element, i) {\n",
+       "                   element.data(\"y\", element.asPX(\"y\"));\n",
+       "               });\n",
+       "    }\n",
+       "\n",
+       "    // mark grid lines and ticks as in or out of scale.\n",
+       "    var mark_inscale = function (element, i) {\n",
+       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
+       "    };\n",
+       "\n",
+       "    if (xgridlines) xgridlines.selectAll(\"path\").forEach(mark_inscale);\n",
+       "    if (ygridlines) ygridlines.selectAll(\"path\").forEach(mark_inscale);\n",
+       "    if (xlabels) xlabels.selectAll(\"text\").forEach(mark_inscale);\n",
+       "    if (ylabels) ylabels.selectAll(\"text\").forEach(mark_inscale);\n",
+       "\n",
+       "    // figure out the upper ond lower bounds on panning using the maximum\n",
+       "    // and minum grid lines\n",
+       "    var bounds = root.plotbounds();\n",
+       "    var pan_bounds = {\n",
+       "        x0: 0.0,\n",
+       "        y0: 0.0,\n",
+       "        x1: 0.0,\n",
+       "        y1: 0.0\n",
+       "    };\n",
+       "\n",
+       "    if (xgridlines) {\n",
+       "        xgridlines\n",
+       "            .selectAll(\"path\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var bbox = element.node.getBBox();\n",
+       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
+       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
+       "                    }\n",
+       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
+       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
+       "                    }\n",
+       "                    element.attr(\"visibility\", \"visible\");\n",
+       "                }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    if (ygridlines) {\n",
+       "        ygridlines\n",
+       "            .selectAll(\"path\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var bbox = element.node.getBBox();\n",
+       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
+       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
+       "                    }\n",
+       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
+       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
+       "                    }\n",
+       "                    element.attr(\"visibility\", \"visible\");\n",
+       "                }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    // nudge these values a little\n",
+       "    pan_bounds.x0 -= 5;\n",
+       "    pan_bounds.x1 += 5;\n",
+       "    pan_bounds.y0 -= 5;\n",
+       "    pan_bounds.y1 += 5;\n",
+       "    root.data(\"pan_bounds\", pan_bounds);\n",
+       "\n",
+       "    root.data(\"zoompan-ready\", true)\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Panning\n",
+       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
+       "    var root = this.plotroot();\n",
+       "    var px_per_mm = root.data(\"px_per_mm\");\n",
+       "    dx /= px_per_mm;\n",
+       "    dy /= px_per_mm;\n",
+       "\n",
+       "    var tx0 = root.data(\"tx\"),\n",
+       "        ty0 = root.data(\"ty\");\n",
+       "\n",
+       "    var dx0 = root.data(\"dx\"),\n",
+       "        dy0 = root.data(\"dy\");\n",
+       "\n",
+       "    root.data(\"dx\", dx);\n",
+       "    root.data(\"dy\", dy);\n",
+       "\n",
+       "    dx = dx - dx0;\n",
+       "    dy = dy - dy0;\n",
+       "\n",
+       "    var tx = tx0 + dx,\n",
+       "        ty = ty0 + dy;\n",
+       "\n",
+       "    set_plot_pan_zoom(root, tx, ty, root.data(\"scale\"));\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
+       "    var root = this.plotroot();\n",
+       "    root.data(\"dx\", 0);\n",
+       "    root.data(\"dy\", 0);\n",
+       "    init_pan_zoom(root);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.guide_background_drag_onend = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.guide_background_scroll = function(event) {\n",
+       "    if (event.shiftKey) {\n",
+       "        var root = this.plotroot();\n",
+       "        init_pan_zoom(root);\n",
+       "        var new_scale = root.data(\"scale\") * Math.pow(2, 0.002 * event.wheelDelta);\n",
+       "        new_scale = Math.max(\n",
+       "            root.data(\"min_scale\"),\n",
+       "            Math.min(root.data(\"max_scale\"), new_scale))\n",
+       "        update_plot_scale(root, new_scale);\n",
+       "        event.stopPropagation();\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_button_mouseover = function(event) {\n",
+       "    this.select(\".button_logo\")\n",
+       "         .animate({fill: this.data(\"mouseover_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_button_mouseout = function(event) {\n",
+       "     this.select(\".button_logo\")\n",
+       "         .animate({fill: this.data(\"mouseout_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_zoomout_click = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "    var min_scale = root.data(\"min_scale\"),\n",
+       "        scale = root.data(\"scale\");\n",
+       "    Snap.animate(\n",
+       "        scale,\n",
+       "        Math.max(min_scale, scale / 1.5),\n",
+       "        function (new_scale) {\n",
+       "            update_plot_scale(root, new_scale);\n",
+       "        },\n",
+       "        200);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_zoomin_click = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "    var max_scale = root.data(\"max_scale\"),\n",
+       "        scale = root.data(\"scale\");\n",
+       "\n",
+       "    Snap.animate(\n",
+       "        scale,\n",
+       "        Math.min(max_scale, scale * 1.5),\n",
+       "        function (new_scale) {\n",
+       "            update_plot_scale(root, new_scale);\n",
+       "        },\n",
+       "        200);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_track_click = function(event) {\n",
+       "    // TODO\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_mousedown = function(event) {\n",
+       "    this.animate({fill: this.data(\"mouseover_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_mouseup = function(event) {\n",
+       "    this.animate({fill: this.data(\"mouseout_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// compute the position in [0, 1] of the zoom slider thumb from the current scale\n",
+       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
+       "    if (scale >= 1.0) {\n",
+       "        return 0.5 + 0.5 * (Math.log(scale) / Math.log(max_scale));\n",
+       "    }\n",
+       "    else {\n",
+       "        return 0.5 * (Math.log(scale) - Math.log(min_scale)) / (0 - Math.log(min_scale));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "var update_plot_scale = function(root, new_scale) {\n",
+       "    var trans = scale_centered_translation(root, new_scale);\n",
+       "    set_plot_pan_zoom(root, trans.x, trans.y, new_scale);\n",
+       "\n",
+       "    root.selectAll(\".zoomslider_thumb\")\n",
+       "        .forEach(function (element, i) {\n",
+       "            var min_pos = element.data(\"min_pos\"),\n",
+       "                max_pos = element.data(\"max_pos\"),\n",
+       "                min_scale = root.data(\"min_scale\"),\n",
+       "                max_scale = root.data(\"max_scale\");\n",
+       "            var xmid = (min_pos + max_pos) / 2;\n",
+       "            var xpos = slider_position_from_scale(new_scale, min_scale, max_scale);\n",
+       "            element.transform(new Snap.Matrix().translate(\n",
+       "                Math.max(min_pos, Math.min(\n",
+       "                         max_pos, min_pos + (max_pos - min_pos) * xpos)) - xmid, 0));\n",
+       "    });\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_dragmove = function(dx, dy, x, y) {\n",
+       "    var root = this.plotroot();\n",
+       "    var min_pos = this.data(\"min_pos\"),\n",
+       "        max_pos = this.data(\"max_pos\"),\n",
+       "        min_scale = root.data(\"min_scale\"),\n",
+       "        max_scale = root.data(\"max_scale\"),\n",
+       "        old_scale = root.data(\"old_scale\");\n",
+       "\n",
+       "    var px_per_mm = root.data(\"px_per_mm\");\n",
+       "    dx /= px_per_mm;\n",
+       "    dy /= px_per_mm;\n",
+       "\n",
+       "    var xmid = (min_pos + max_pos) / 2;\n",
+       "    var xpos = slider_position_from_scale(old_scale, min_scale, max_scale) +\n",
+       "                   dx / (max_pos - min_pos);\n",
+       "\n",
+       "    // compute the new scale\n",
+       "    var new_scale;\n",
+       "    if (xpos >= 0.5) {\n",
+       "        new_scale = Math.exp(2.0 * (xpos - 0.5) * Math.log(max_scale));\n",
+       "    }\n",
+       "    else {\n",
+       "        new_scale = Math.exp(2.0 * xpos * (0 - Math.log(min_scale)) +\n",
+       "                        Math.log(min_scale));\n",
+       "    }\n",
+       "    new_scale = Math.min(max_scale, Math.max(min_scale, new_scale));\n",
+       "\n",
+       "    update_plot_scale(root, new_scale);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_dragstart = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "\n",
+       "    // keep track of what the scale was when we started dragging\n",
+       "    root.data(\"old_scale\", root.data(\"scale\"));\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_dragend = function(event) {\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var toggle_color_class = function(root, color_class, ison) {\n",
+       "    var guides = root.selectAll(\".guide.\" + color_class + \",.guide .\" + color_class);\n",
+       "    var geoms = root.selectAll(\".geometry.\" + color_class + \",.geometry .\" + color_class);\n",
+       "    if (ison) {\n",
+       "        guides.animate({opacity: 0.5}, 250);\n",
+       "        geoms.animate({opacity: 0.0}, 250);\n",
+       "    } else {\n",
+       "        guides.animate({opacity: 1.0}, 250);\n",
+       "        geoms.animate({opacity: 1.0}, 250);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.colorkey_swatch_click = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    var color_class = this.data(\"color_class\");\n",
+       "\n",
+       "    if (event.shiftKey) {\n",
+       "        root.selectAll(\".colorkey text\")\n",
+       "            .forEach(function (element) {\n",
+       "                var other_color_class = element.data(\"color_class\");\n",
+       "                if (other_color_class != color_class) {\n",
+       "                    toggle_color_class(root, other_color_class,\n",
+       "                                       element.attr(\"opacity\") == 1.0);\n",
+       "                }\n",
+       "            });\n",
+       "    } else {\n",
+       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "return Gadfly;\n",
+       "\n",
+       "}));\n",
+       "\n",
+       "\n",
+       "//@ sourceURL=gadfly.js\n",
+       "\n",
+       "(function (glob, factory) {\n",
+       "    // AMD support\n",
+       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
+       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
+       "            factory(Snap, Gadfly);\n",
+       "        });\n",
+       "      } else {\n",
+       "          factory(glob.Snap, glob.Gadfly);\n",
+       "      }\n",
+       "})(window, function (Snap, Gadfly) {\n",
+       "    var fig = Snap(\"#fig-f777c0cac6af429795586c89ca89cfbc\");\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-4\")\n",
+       "   .drag(function() {}, function() {}, function() {});\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-6\")\n",
+       "   .data(\"color_class\", \"color_Huber\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-7\")\n",
+       "   .data(\"color_class\", \"color_Prescient\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-8\")\n",
+       "   .data(\"color_class\", \"color_Least_squares\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-10\")\n",
+       "   .data(\"color_class\", \"color_Huber\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-11\")\n",
+       "   .data(\"color_class\", \"color_Prescient\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-12\")\n",
+       "   .data(\"color_class\", \"color_Least_squares\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-15\")\n",
+       "   .mouseenter(Gadfly.plot_mouseover)\n",
+       ".mouseleave(Gadfly.plot_mouseout)\n",
+       ".mousewheel(Gadfly.guide_background_scroll)\n",
+       ".drag(Gadfly.guide_background_drag_onmove,\n",
+       "      Gadfly.guide_background_drag_onstart,\n",
+       "      Gadfly.guide_background_drag_onend)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-19\")\n",
+       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-19\")\n",
+       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-173\")\n",
+       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-173\")\n",
+       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-337\")\n",
+       "   .data(\"mouseover_color\", \"#cd5c5c\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-337\")\n",
+       "   .data(\"mouseout_color\", \"#6a6a6a\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-337\")\n",
+       "   .click(Gadfly.zoomslider_zoomin_click)\n",
+       ".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
+       ".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-341\")\n",
+       "   .data(\"max_pos\", 100.21)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-341\")\n",
+       "   .data(\"min_pos\", 83.21)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-341\")\n",
+       "   .click(Gadfly.zoomslider_track_click);\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-343\")\n",
+       "   .data(\"max_pos\", 100.21)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-343\")\n",
+       "   .data(\"min_pos\", 83.21)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-343\")\n",
+       "   .data(\"mouseover_color\", \"#cd5c5c\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-343\")\n",
+       "   .data(\"mouseout_color\", \"#6a6a6a\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-343\")\n",
+       "   .drag(Gadfly.zoomslider_thumb_dragmove,\n",
+       "     Gadfly.zoomslider_thumb_dragstart,\n",
+       "     Gadfly.zoomslider_thumb_dragend)\n",
+       ".mousedown(Gadfly.zoomslider_thumb_mousedown)\n",
+       ".mouseup(Gadfly.zoomslider_thumb_mouseup)\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-345\")\n",
+       "   .data(\"mouseover_color\", \"#cd5c5c\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-345\")\n",
+       "   .data(\"mouseout_color\", \"#6a6a6a\")\n",
+       ";\n",
+       "fig.select(\"#fig-f777c0cac6af429795586c89ca89cfbc-element-345\")\n",
+       "   .click(Gadfly.zoomslider_zoomout_click)\n",
+       ".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
+       ".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
+       ";\n",
+       "    });\n",
+       "]]> </script>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "Plot(...)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "using Gadfly, DataFrames\n",
+    "df = DataFrame(x=p_vals, y=huber_data, label=\"Huber\");\n",
+    "df = vcat(df, DataFrame(x=p_vals, y=prescient_data, label=\"Prescient\"));\n",
+    "df = vcat(df, DataFrame(x=p_vals, y=lsq_data, label=\"Least squares\"));\n",
+    "plot(df, x=\"x\", y=\"y\", color=\"label\", Geom.line, Guide.XLabel(\"p\"), Guide.YLabel(\"Fit\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\"\n",
+       "     xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
+       "     xmlns:gadfly=\"http://www.gadflyjl.org/ns\"\n",
+       "     version=\"1.2\"\n",
+       "     width=\"141.42mm\" height=\"100mm\" viewBox=\"0 0 141.42 100\"\n",
+       "     stroke=\"none\"\n",
+       "     fill=\"#000000\"\n",
+       "     stroke-width=\"0.3\"\n",
+       "     font-size=\"3.88\"\n",
+       ">\n",
+       "<g class=\"plotroot xscalable yscalable\" id=\"fig-f3ddf19bab21455999aaf2897ff9a895-element-1\">\n",
+       "  <g font-size=\"3.88\" font-family=\"'PT Sans','Helvetica Neue','Helvetica',sans-serif\" fill=\"#564A55\" stroke=\"#000000\" stroke-opacity=\"0.000\" id=\"fig-f3ddf19bab21455999aaf2897ff9a895-element-2\">\n",
+       "    <text x=\"70.9\" y=\"88.39\" text-anchor=\"middle\" dy=\"0.6em\">p</text>\n",
+       "  </g>\n",
+       "  <g class=\"guide xlabels\" font-size=\"2.82\" font-family=\"'PT Sans Caption','Helvetica Neue','Helvetica',sans-serif\" fill=\"#6C606B\" id=\"fig-f3ddf19bab21455999aaf2897ff9a895-element-3\">\n",
+       "    <text x=\"22.31\" y=\"81.72\" text-anchor=\"middle\" dy=\"0.6em\">0.00</text>\n",
+       "    <text x=\"46.6\" y=\"81.72\" text-anchor=\"middle\" dy=\"0.6em\">0.02</text>\n",
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+       "return a};v.toString=function(){return\"Snap\\u2018s set\"};v.type=\"set\";a.set=function(){var a=new z;arguments.length&&a.push.apply(a,Array.prototype.slice.call(arguments,0));return a}});C.plugin(function(a,v,y,C){function A(a){var b=a[0];switch(b.toLowerCase()){case \"t\":return[b,0,0];case \"m\":return[b,1,0,0,1,0,0];case \"r\":return 4==a.length?[b,0,a[2],a[3] ]:[b,0];case \"s\":return 5==a.length?[b,1,1,a[3],a[4] ]:3==a.length?[b,1,1]:[b,1]}}function w(b,d,f){d=q(d).replace(/\\.{3}|\\u2026/g,b);b=a.parseTransformString(b)||\n",
+       "[];d=a.parseTransformString(d)||[];for(var k=Math.max(b.length,d.length),p=[],v=[],h=0,w,z,y,I;h<k;h++){y=b[h]||A(d[h]);I=d[h]||A(y);if(y[0]!=I[0]||\"r\"==y[0].toLowerCase()&&(y[2]!=I[2]||y[3]!=I[3])||\"s\"==y[0].toLowerCase()&&(y[3]!=I[3]||y[4]!=I[4])){b=a._.transform2matrix(b,f());d=a._.transform2matrix(d,f());p=[[\"m\",b.a,b.b,b.c,b.d,b.e,b.f] ];v=[[\"m\",d.a,d.b,d.c,d.d,d.e,d.f] ];break}p[h]=[];v[h]=[];w=0;for(z=Math.max(y.length,I.length);w<z;w++)w in y&&(p[h][w]=y[w]),w in I&&(v[h][w]=I[w])}return{from:u(p),\n",
+       "to:u(v),f:n(p)}}function z(a){return a}function d(a){return function(b){return+b.toFixed(3)+a}}function f(b){return a.rgb(b[0],b[1],b[2])}function n(a){var b=0,d,f,k,n,h,p,q=[];d=0;for(f=a.length;d<f;d++){h=\"[\";p=['\"'+a[d][0]+'\"'];k=1;for(n=a[d].length;k<n;k++)p[k]=\"val[\"+b++ +\"]\";h+=p+\"]\";q[d]=h}return Function(\"val\",\"return Snap.path.toString.call([\"+q+\"])\")}function u(a){for(var b=[],d=0,f=a.length;d<f;d++)for(var k=1,n=a[d].length;k<n;k++)b.push(a[d][k]);return b}var p={},b=/[a-z]+$/i,q=String;\n",
+       "p.stroke=p.fill=\"colour\";v.prototype.equal=function(a,b){return k(\"snap.util.equal\",this,a,b).firstDefined()};k.on(\"snap.util.equal\",function(e,k){var r,s;r=q(this.attr(e)||\"\");var x=this;if(r==+r&&k==+k)return{from:+r,to:+k,f:z};if(\"colour\"==p[e])return r=a.color(r),s=a.color(k),{from:[r.r,r.g,r.b,r.opacity],to:[s.r,s.g,s.b,s.opacity],f:f};if(\"transform\"==e||\"gradientTransform\"==e||\"patternTransform\"==e)return k instanceof a.Matrix&&(k=k.toTransformString()),a._.rgTransform.test(k)||(k=a._.svgTransform2string(k)),\n",
+       "w(r,k,function(){return x.getBBox(1)});if(\"d\"==e||\"path\"==e)return r=a.path.toCubic(r,k),{from:u(r[0]),to:u(r[1]),f:n(r[0])};if(\"points\"==e)return r=q(r).split(a._.separator),s=q(k).split(a._.separator),{from:r,to:s,f:function(a){return a}};aUnit=r.match(b);s=q(k).match(b);return aUnit&&aUnit==s?{from:parseFloat(r),to:parseFloat(k),f:d(aUnit)}:{from:this.asPX(e),to:this.asPX(e,k),f:z}})});C.plugin(function(a,v,y,C){var A=v.prototype,w=\"createTouch\"in C.doc;v=\"click dblclick mousedown mousemove mouseout mouseover mouseup touchstart touchmove touchend touchcancel\".split(\" \");\n",
+       "var z={mousedown:\"touchstart\",mousemove:\"touchmove\",mouseup:\"touchend\"},d=function(a,b){var d=\"y\"==a?\"scrollTop\":\"scrollLeft\",e=b&&b.node?b.node.ownerDocument:C.doc;return e[d in e.documentElement?\"documentElement\":\"body\"][d]},f=function(){this.returnValue=!1},n=function(){return this.originalEvent.preventDefault()},u=function(){this.cancelBubble=!0},p=function(){return this.originalEvent.stopPropagation()},b=function(){if(C.doc.addEventListener)return function(a,b,e,f){var k=w&&z[b]?z[b]:b,l=function(k){var l=\n",
+       "d(\"y\",f),q=d(\"x\",f);if(w&&z.hasOwnProperty(b))for(var r=0,u=k.targetTouches&&k.targetTouches.length;r<u;r++)if(k.targetTouches[r].target==a||a.contains(k.targetTouches[r].target)){u=k;k=k.targetTouches[r];k.originalEvent=u;k.preventDefault=n;k.stopPropagation=p;break}return e.call(f,k,k.clientX+q,k.clientY+l)};b!==k&&a.addEventListener(b,l,!1);a.addEventListener(k,l,!1);return function(){b!==k&&a.removeEventListener(b,l,!1);a.removeEventListener(k,l,!1);return!0}};if(C.doc.attachEvent)return function(a,\n",
+       "b,e,h){var k=function(a){a=a||h.node.ownerDocument.window.event;var b=d(\"y\",h),k=d(\"x\",h),k=a.clientX+k,b=a.clientY+b;a.preventDefault=a.preventDefault||f;a.stopPropagation=a.stopPropagation||u;return e.call(h,a,k,b)};a.attachEvent(\"on\"+b,k);return function(){a.detachEvent(\"on\"+b,k);return!0}}}(),q=[],e=function(a){for(var b=a.clientX,e=a.clientY,f=d(\"y\"),l=d(\"x\"),n,p=q.length;p--;){n=q[p];if(w)for(var r=a.touches&&a.touches.length,u;r--;){if(u=a.touches[r],u.identifier==n.el._drag.id||n.el.node.contains(u.target)){b=\n",
+       "u.clientX;e=u.clientY;(a.originalEvent?a.originalEvent:a).preventDefault();break}}else a.preventDefault();b+=l;e+=f;k(\"snap.drag.move.\"+n.el.id,n.move_scope||n.el,b-n.el._drag.x,e-n.el._drag.y,b,e,a)}},l=function(b){a.unmousemove(e).unmouseup(l);for(var d=q.length,f;d--;)f=q[d],f.el._drag={},k(\"snap.drag.end.\"+f.el.id,f.end_scope||f.start_scope||f.move_scope||f.el,b);q=[]};for(y=v.length;y--;)(function(d){a[d]=A[d]=function(e,f){a.is(e,\"function\")&&(this.events=this.events||[],this.events.push({name:d,\n",
+       "f:e,unbind:b(this.node||document,d,e,f||this)}));return this};a[\"un\"+d]=A[\"un\"+d]=function(a){for(var b=this.events||[],e=b.length;e--;)if(b[e].name==d&&(b[e].f==a||!a)){b[e].unbind();b.splice(e,1);!b.length&&delete this.events;break}return this}})(v[y]);A.hover=function(a,b,d,e){return this.mouseover(a,d).mouseout(b,e||d)};A.unhover=function(a,b){return this.unmouseover(a).unmouseout(b)};var r=[];A.drag=function(b,d,f,h,n,p){function u(r,v,w){(r.originalEvent||r).preventDefault();this._drag.x=v;\n",
+       "this._drag.y=w;this._drag.id=r.identifier;!q.length&&a.mousemove(e).mouseup(l);q.push({el:this,move_scope:h,start_scope:n,end_scope:p});d&&k.on(\"snap.drag.start.\"+this.id,d);b&&k.on(\"snap.drag.move.\"+this.id,b);f&&k.on(\"snap.drag.end.\"+this.id,f);k(\"snap.drag.start.\"+this.id,n||h||this,v,w,r)}if(!arguments.length){var v;return this.drag(function(a,b){this.attr({transform:v+(v?\"T\":\"t\")+[a,b]})},function(){v=this.transform().local})}this._drag={};r.push({el:this,start:u});this.mousedown(u);return this};\n",
+       "A.undrag=function(){for(var b=r.length;b--;)r[b].el==this&&(this.unmousedown(r[b].start),r.splice(b,1),k.unbind(\"snap.drag.*.\"+this.id));!r.length&&a.unmousemove(e).unmouseup(l);return this}});C.plugin(function(a,v,y,C){y=y.prototype;var A=/^\\s*url\\((.+)\\)/,w=String,z=a._.$;a.filter={};y.filter=function(d){var f=this;\"svg\"!=f.type&&(f=f.paper);d=a.parse(w(d));var k=a._.id(),u=z(\"filter\");z(u,{id:k,filterUnits:\"userSpaceOnUse\"});u.appendChild(d.node);f.defs.appendChild(u);return new v(u)};k.on(\"snap.util.getattr.filter\",\n",
+       "function(){k.stop();var d=z(this.node,\"filter\");if(d)return(d=w(d).match(A))&&a.select(d[1])});k.on(\"snap.util.attr.filter\",function(d){if(d instanceof v&&\"filter\"==d.type){k.stop();var f=d.node.id;f||(z(d.node,{id:d.id}),f=d.id);z(this.node,{filter:a.url(f)})}d&&\"none\"!=d||(k.stop(),this.node.removeAttribute(\"filter\"))});a.filter.blur=function(d,f){null==d&&(d=2);return a.format('<feGaussianBlur stdDeviation=\"{def}\"/>',{def:null==f?d:[d,f]})};a.filter.blur.toString=function(){return this()};a.filter.shadow=\n",
+       "function(d,f,k,u,p){\"string\"==typeof k&&(p=u=k,k=4);\"string\"!=typeof u&&(p=u,u=\"#000\");null==k&&(k=4);null==p&&(p=1);null==d&&(d=0,f=2);null==f&&(f=d);u=a.color(u||\"#000\");return a.format('<feGaussianBlur in=\"SourceAlpha\" stdDeviation=\"{blur}\"/><feOffset dx=\"{dx}\" dy=\"{dy}\" result=\"offsetblur\"/><feFlood flood-color=\"{color}\"/><feComposite in2=\"offsetblur\" operator=\"in\"/><feComponentTransfer><feFuncA type=\"linear\" slope=\"{opacity}\"/></feComponentTransfer><feMerge><feMergeNode/><feMergeNode in=\"SourceGraphic\"/></feMerge>',\n",
+       "{color:u,dx:d,dy:f,blur:k,opacity:p})};a.filter.shadow.toString=function(){return this()};a.filter.grayscale=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {b} {h} 0 0 0 0 0 1 0\"/>',{a:0.2126+0.7874*(1-d),b:0.7152-0.7152*(1-d),c:0.0722-0.0722*(1-d),d:0.2126-0.2126*(1-d),e:0.7152+0.2848*(1-d),f:0.0722-0.0722*(1-d),g:0.2126-0.2126*(1-d),h:0.0722+0.9278*(1-d)})};a.filter.grayscale.toString=function(){return this()};a.filter.sepia=\n",
+       "function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"matrix\" values=\"{a} {b} {c} 0 0 {d} {e} {f} 0 0 {g} {h} {i} 0 0 0 0 0 1 0\"/>',{a:0.393+0.607*(1-d),b:0.769-0.769*(1-d),c:0.189-0.189*(1-d),d:0.349-0.349*(1-d),e:0.686+0.314*(1-d),f:0.168-0.168*(1-d),g:0.272-0.272*(1-d),h:0.534-0.534*(1-d),i:0.131+0.869*(1-d)})};a.filter.sepia.toString=function(){return this()};a.filter.saturate=function(d){null==d&&(d=1);return a.format('<feColorMatrix type=\"saturate\" values=\"{amount}\"/>',{amount:1-\n",
+       "d})};a.filter.saturate.toString=function(){return this()};a.filter.hueRotate=function(d){return a.format('<feColorMatrix type=\"hueRotate\" values=\"{angle}\"/>',{angle:d||0})};a.filter.hueRotate.toString=function(){return this()};a.filter.invert=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncG type=\"table\" tableValues=\"{amount} {amount2}\"/><feFuncB type=\"table\" tableValues=\"{amount} {amount2}\"/></feComponentTransfer>',{amount:d,\n",
+       "amount2:1-d})};a.filter.invert.toString=function(){return this()};a.filter.brightness=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\"/><feFuncG type=\"linear\" slope=\"{amount}\"/><feFuncB type=\"linear\" slope=\"{amount}\"/></feComponentTransfer>',{amount:d})};a.filter.brightness.toString=function(){return this()};a.filter.contrast=function(d){null==d&&(d=1);return a.format('<feComponentTransfer><feFuncR type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncG type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/><feFuncB type=\"linear\" slope=\"{amount}\" intercept=\"{amount2}\"/></feComponentTransfer>',\n",
+       "{amount:d,amount2:0.5-d/2})};a.filter.contrast.toString=function(){return this()}});return C});\n",
+       "\n",
+       "]]> </script>\n",
+       "<script> <![CDATA[\n",
+       "\n",
+       "(function (glob, factory) {\n",
+       "    // AMD support\n",
+       "    if (typeof define === \"function\" && define.amd) {\n",
+       "        // Define as an anonymous module\n",
+       "        define(\"Gadfly\", [\"Snap.svg\"], function (Snap) {\n",
+       "            return factory(Snap);\n",
+       "        });\n",
+       "    } else {\n",
+       "        // Browser globals (glob is window)\n",
+       "        // Snap adds itself to window\n",
+       "        glob.Gadfly = factory(glob.Snap);\n",
+       "    }\n",
+       "}(this, function (Snap) {\n",
+       "\n",
+       "var Gadfly = {};\n",
+       "\n",
+       "// Get an x/y coordinate value in pixels\n",
+       "var xPX = function(fig, x) {\n",
+       "    var client_box = fig.node.getBoundingClientRect();\n",
+       "    return x * fig.node.viewBox.baseVal.width / client_box.width;\n",
+       "};\n",
+       "\n",
+       "var yPX = function(fig, y) {\n",
+       "    var client_box = fig.node.getBoundingClientRect();\n",
+       "    return y * fig.node.viewBox.baseVal.height / client_box.height;\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Snap.plugin(function (Snap, Element, Paper, global) {\n",
+       "    // Traverse upwards from a snap element to find and return the first\n",
+       "    // note with the \"plotroot\" class.\n",
+       "    Element.prototype.plotroot = function () {\n",
+       "        var element = this;\n",
+       "        while (!element.hasClass(\"plotroot\") && element.parent() != null) {\n",
+       "            element = element.parent();\n",
+       "        }\n",
+       "        return element;\n",
+       "    };\n",
+       "\n",
+       "    Element.prototype.svgroot = function () {\n",
+       "        var element = this;\n",
+       "        while (element.node.nodeName != \"svg\" && element.parent() != null) {\n",
+       "            element = element.parent();\n",
+       "        }\n",
+       "        return element;\n",
+       "    };\n",
+       "\n",
+       "    Element.prototype.plotbounds = function () {\n",
+       "        var root = this.plotroot()\n",
+       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
+       "        return {\n",
+       "            x0: bbox.x,\n",
+       "            x1: bbox.x + bbox.width,\n",
+       "            y0: bbox.y,\n",
+       "            y1: bbox.y + bbox.height\n",
+       "        };\n",
+       "    };\n",
+       "\n",
+       "    Element.prototype.plotcenter = function () {\n",
+       "        var root = this.plotroot()\n",
+       "        var bbox = root.select(\".guide.background\").node.getBBox();\n",
+       "        return {\n",
+       "            x: bbox.x + bbox.width / 2,\n",
+       "            y: bbox.y + bbox.height / 2\n",
+       "        };\n",
+       "    };\n",
+       "\n",
+       "    // Emulate IE style mouseenter/mouseleave events, since Microsoft always\n",
+       "    // does everything right.\n",
+       "    // See: http://www.dynamic-tools.net/toolbox/isMouseLeaveOrEnter/\n",
+       "    var events = [\"mouseenter\", \"mouseleave\"];\n",
+       "\n",
+       "    for (i in events) {\n",
+       "        (function (event_name) {\n",
+       "            var event_name = events[i];\n",
+       "            Element.prototype[event_name] = function (fn, scope) {\n",
+       "                if (Snap.is(fn, \"function\")) {\n",
+       "                    var fn2 = function (event) {\n",
+       "                        if (event.type != \"mouseover\" && event.type != \"mouseout\") {\n",
+       "                            return;\n",
+       "                        }\n",
+       "\n",
+       "                        var reltg = event.relatedTarget ? event.relatedTarget :\n",
+       "                            event.type == \"mouseout\" ? event.toElement : event.fromElement;\n",
+       "                        while (reltg && reltg != this.node) reltg = reltg.parentNode;\n",
+       "\n",
+       "                        if (reltg != this.node) {\n",
+       "                            return fn.apply(this, event);\n",
+       "                        }\n",
+       "                    };\n",
+       "\n",
+       "                    if (event_name == \"mouseenter\") {\n",
+       "                        this.mouseover(fn2, scope);\n",
+       "                    } else {\n",
+       "                        this.mouseout(fn2, scope);\n",
+       "                    }\n",
+       "                }\n",
+       "                return this;\n",
+       "            };\n",
+       "        })(events[i]);\n",
+       "    }\n",
+       "\n",
+       "\n",
+       "    Element.prototype.mousewheel = function (fn, scope) {\n",
+       "        if (Snap.is(fn, \"function\")) {\n",
+       "            var el = this;\n",
+       "            var fn2 = function (event) {\n",
+       "                fn.apply(el, [event]);\n",
+       "            };\n",
+       "        }\n",
+       "\n",
+       "        this.node.addEventListener(\n",
+       "            /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
+       "            fn2);\n",
+       "\n",
+       "        return this;\n",
+       "    };\n",
+       "\n",
+       "\n",
+       "    // Snap's attr function can be too slow for things like panning/zooming.\n",
+       "    // This is a function to directly update element attributes without going\n",
+       "    // through eve.\n",
+       "    Element.prototype.attribute = function(key, val) {\n",
+       "        if (val === undefined) {\n",
+       "            return this.node.getAttribute(key);\n",
+       "        } else {\n",
+       "            this.node.setAttribute(key, val);\n",
+       "            return this;\n",
+       "        }\n",
+       "    };\n",
+       "});\n",
+       "\n",
+       "\n",
+       "// When the plot is moused over, emphasize the grid lines.\n",
+       "Gadfly.plot_mouseover = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "\n",
+       "    var xgridlines = root.select(\".xgridlines\"),\n",
+       "        ygridlines = root.select(\".ygridlines\");\n",
+       "\n",
+       "    xgridlines.data(\"unfocused_strokedash\",\n",
+       "                    xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
+       "    ygridlines.data(\"unfocused_strokedash\",\n",
+       "                    ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
+       "\n",
+       "    // emphasize grid lines\n",
+       "    var destcolor = root.data(\"focused_xgrid_color\");\n",
+       "    xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    destcolor = root.data(\"focused_ygrid_color\");\n",
+       "    ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    // reveal zoom slider\n",
+       "    root.select(\".zoomslider\")\n",
+       "        .animate({opacity: 1.0}, 250);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Unemphasize grid lines on mouse out.\n",
+       "Gadfly.plot_mouseout = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    var xgridlines = root.select(\".xgridlines\"),\n",
+       "        ygridlines = root.select(\".ygridlines\");\n",
+       "\n",
+       "    var destcolor = root.data(\"unfocused_xgrid_color\");\n",
+       "\n",
+       "    xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    destcolor = root.data(\"unfocused_ygrid_color\");\n",
+       "    ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
+       "              .selectAll(\"path\")\n",
+       "              .animate({stroke: destcolor}, 250);\n",
+       "\n",
+       "    // hide zoom slider\n",
+       "    root.select(\".zoomslider\")\n",
+       "        .animate({opacity: 0.0}, 250);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var set_geometry_transform = function(root, tx, ty, scale) {\n",
+       "    var xscalable = root.hasClass(\"xscalable\"),\n",
+       "        yscalable = root.hasClass(\"yscalable\");\n",
+       "\n",
+       "    var old_scale = root.data(\"scale\");\n",
+       "\n",
+       "    var xscale = xscalable ? scale : 1.0,\n",
+       "        yscale = yscalable ? scale : 1.0;\n",
+       "\n",
+       "    tx = xscalable ? tx : 0.0;\n",
+       "    ty = yscalable ? ty : 0.0;\n",
+       "\n",
+       "    var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
+       "\n",
+       "    root.selectAll(\".geometry, image\")\n",
+       "        .forEach(function (element, i) {\n",
+       "            element.transform(t);\n",
+       "        });\n",
+       "\n",
+       "    bounds = root.plotbounds();\n",
+       "\n",
+       "    if (yscalable) {\n",
+       "        var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
+       "        root.selectAll(\".xfixed\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                element.transform(xfixed_t);\n",
+       "            });\n",
+       "\n",
+       "        root.select(\".ylabels\")\n",
+       "            .transform(xfixed_t)\n",
+       "            .selectAll(\"text\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var cx = element.asPX(\"x\"),\n",
+       "                        cy = element.asPX(\"y\");\n",
+       "                    var st = element.data(\"static_transform\");\n",
+       "                    unscale_t = new Snap.Matrix();\n",
+       "                    unscale_t.scale(1, 1/scale, cx, cy).add(st);\n",
+       "                    element.transform(unscale_t);\n",
+       "\n",
+       "                    var y = cy * scale + ty;\n",
+       "                    element.attr(\"visibility\",\n",
+       "                        bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
+       "                }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    if (xscalable) {\n",
+       "        var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
+       "        var xtrans = new Snap.Matrix().translate(tx, 0);\n",
+       "        root.selectAll(\".yfixed\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                element.transform(yfixed_t);\n",
+       "            });\n",
+       "\n",
+       "        root.select(\".xlabels\")\n",
+       "            .transform(yfixed_t)\n",
+       "            .selectAll(\"text\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var cx = element.asPX(\"x\"),\n",
+       "                        cy = element.asPX(\"y\");\n",
+       "                    var st = element.data(\"static_transform\");\n",
+       "                    unscale_t = new Snap.Matrix();\n",
+       "                    unscale_t.scale(1/scale, 1, cx, cy).add(st);\n",
+       "\n",
+       "                    element.transform(unscale_t);\n",
+       "\n",
+       "                    var x = cx * scale + tx;\n",
+       "                    element.attr(\"visibility\",\n",
+       "                        bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
+       "                    }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    // we must unscale anything that is scale invariance: widths, raiduses, etc.\n",
+       "    var size_attribs = [\"font-size\"];\n",
+       "    var unscaled_selection = \".geometry, .geometry *\";\n",
+       "    if (xscalable) {\n",
+       "        size_attribs.push(\"rx\");\n",
+       "        unscaled_selection += \", .xgridlines\";\n",
+       "    }\n",
+       "    if (yscalable) {\n",
+       "        size_attribs.push(\"ry\");\n",
+       "        unscaled_selection += \", .ygridlines\";\n",
+       "    }\n",
+       "\n",
+       "    root.selectAll(unscaled_selection)\n",
+       "        .forEach(function (element, i) {\n",
+       "            // circle need special help\n",
+       "            if (element.node.nodeName == \"circle\") {\n",
+       "                var cx = element.attribute(\"cx\"),\n",
+       "                    cy = element.attribute(\"cy\");\n",
+       "                unscale_t = new Snap.Matrix().scale(1/xscale, 1/yscale,\n",
+       "                                                        cx, cy);\n",
+       "                element.transform(unscale_t);\n",
+       "                return;\n",
+       "            }\n",
+       "\n",
+       "            for (i in size_attribs) {\n",
+       "                var key = size_attribs[i];\n",
+       "                var val = parseFloat(element.attribute(key));\n",
+       "                if (val !== undefined && val != 0 && !isNaN(val)) {\n",
+       "                    element.attribute(key, val * old_scale / scale);\n",
+       "                }\n",
+       "            }\n",
+       "        });\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Find the most appropriate tick scale and update label visibility.\n",
+       "var update_tickscale = function(root, scale, axis) {\n",
+       "    if (!root.hasClass(axis + \"scalable\")) return;\n",
+       "\n",
+       "    var tickscales = root.data(axis + \"tickscales\");\n",
+       "    var best_tickscale = 1.0;\n",
+       "    var best_tickscale_dist = Infinity;\n",
+       "    for (tickscale in tickscales) {\n",
+       "        var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
+       "        if (dist < best_tickscale_dist) {\n",
+       "            best_tickscale_dist = dist;\n",
+       "            best_tickscale = tickscale;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
+       "        root.data(axis + \"tickscale\", best_tickscale);\n",
+       "        var mark_inscale_gridlines = function (element, i) {\n",
+       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
+       "            element.attribute(\"gadfly:inscale\", inscale);\n",
+       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
+       "        };\n",
+       "\n",
+       "        var mark_inscale_labels = function (element, i) {\n",
+       "            var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
+       "            element.attribute(\"gadfly:inscale\", inscale);\n",
+       "            element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
+       "        };\n",
+       "\n",
+       "        root.select(\".\" + axis + \"gridlines\").selectAll(\"path\").forEach(mark_inscale_gridlines);\n",
+       "        root.select(\".\" + axis + \"labels\").selectAll(\"text\").forEach(mark_inscale_labels);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var set_plot_pan_zoom = function(root, tx, ty, scale) {\n",
+       "    var old_scale = root.data(\"scale\");\n",
+       "    var bounds = root.plotbounds();\n",
+       "\n",
+       "    var width = bounds.x1 - bounds.x0,\n",
+       "        height = bounds.y1 - bounds.y0;\n",
+       "\n",
+       "    // compute the viewport derived from tx, ty, and scale\n",
+       "    var x_min = -width * scale - (scale * width - width),\n",
+       "        x_max = width * scale,\n",
+       "        y_min = -height * scale - (scale * height - height),\n",
+       "        y_max = height * scale;\n",
+       "\n",
+       "    var x0 = bounds.x0 - scale * bounds.x0,\n",
+       "        y0 = bounds.y0 - scale * bounds.y0;\n",
+       "\n",
+       "    var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
+       "        ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
+       "\n",
+       "    tx += x0;\n",
+       "    ty += y0;\n",
+       "\n",
+       "    // when the scale change, we may need to alter which set of\n",
+       "    // ticks is being displayed\n",
+       "    if (scale != old_scale) {\n",
+       "        update_tickscale(root, scale, \"x\");\n",
+       "        update_tickscale(root, scale, \"y\");\n",
+       "    }\n",
+       "\n",
+       "    set_geometry_transform(root, tx, ty, scale);\n",
+       "\n",
+       "    root.data(\"scale\", scale);\n",
+       "    root.data(\"tx\", tx);\n",
+       "    root.data(\"ty\", ty);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var scale_centered_translation = function(root, scale) {\n",
+       "    var bounds = root.plotbounds();\n",
+       "\n",
+       "    var width = bounds.x1 - bounds.x0,\n",
+       "        height = bounds.y1 - bounds.y0;\n",
+       "\n",
+       "    var tx0 = root.data(\"tx\"),\n",
+       "        ty0 = root.data(\"ty\");\n",
+       "\n",
+       "    var scale0 = root.data(\"scale\");\n",
+       "\n",
+       "    // how off from center the current view is\n",
+       "    var xoff = tx0 - (bounds.x0 * (1 - scale0) + (width * (1 - scale0)) / 2),\n",
+       "        yoff = ty0 - (bounds.y0 * (1 - scale0) + (height * (1 - scale0)) / 2);\n",
+       "\n",
+       "    // rescale offsets\n",
+       "    xoff = xoff * scale / scale0;\n",
+       "    yoff = yoff * scale / scale0;\n",
+       "\n",
+       "    // adjust for the panel position being scaled\n",
+       "    var x_edge_adjust = bounds.x0 * (1 - scale),\n",
+       "        y_edge_adjust = bounds.y0 * (1 - scale);\n",
+       "\n",
+       "    return {\n",
+       "        x: xoff + x_edge_adjust + (width - width * scale) / 2,\n",
+       "        y: yoff + y_edge_adjust + (height - height * scale) / 2\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Initialize data for panning zooming if it isn't already.\n",
+       "var init_pan_zoom = function(root) {\n",
+       "    if (root.data(\"zoompan-ready\")) {\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    // The non-scaling-stroke trick. Rather than try to correct for the\n",
+       "    // stroke-width when zooming, we force it to a fixed value.\n",
+       "    var px_per_mm = root.node.getCTM().a;\n",
+       "\n",
+       "    // Drag events report deltas in pixels, which we'd like to convert to\n",
+       "    // millimeters.\n",
+       "    root.data(\"px_per_mm\", px_per_mm);\n",
+       "\n",
+       "    root.selectAll(\"path\")\n",
+       "        .forEach(function (element, i) {\n",
+       "        sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
+       "        if (sw > 0) {\n",
+       "            element.attribute(\"stroke-width\", sw);\n",
+       "            element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
+       "        }\n",
+       "    });\n",
+       "\n",
+       "    // Store ticks labels original tranformation\n",
+       "    root.selectAll(\".xlabels > text, .ylabels > text\")\n",
+       "        .forEach(function (element, i) {\n",
+       "            var lm = element.transform().localMatrix;\n",
+       "            element.data(\"static_transform\",\n",
+       "                new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
+       "        });\n",
+       "\n",
+       "    var xgridlines = root.select(\".xgridlines\");\n",
+       "    var ygridlines = root.select(\".ygridlines\");\n",
+       "    var xlabels = root.select(\".xlabels\");\n",
+       "    var ylabels = root.select(\".ylabels\");\n",
+       "\n",
+       "    if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
+       "    if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
+       "    if (root.data(\"scale\") === undefined) root.data(\"scale\", 1.0);\n",
+       "    if (root.data(\"xtickscales\") === undefined) {\n",
+       "\n",
+       "        // index all the tick scales that are listed\n",
+       "        var xtickscales = {};\n",
+       "        var ytickscales = {};\n",
+       "        var add_x_tick_scales = function (element, i) {\n",
+       "            xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
+       "        };\n",
+       "        var add_y_tick_scales = function (element, i) {\n",
+       "            ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
+       "        };\n",
+       "\n",
+       "        if (xgridlines) xgridlines.selectAll(\"path\").forEach(add_x_tick_scales);\n",
+       "        if (ygridlines) ygridlines.selectAll(\"path\").forEach(add_y_tick_scales);\n",
+       "        if (xlabels) xlabels.selectAll(\"text\").forEach(add_x_tick_scales);\n",
+       "        if (ylabels) ylabels.selectAll(\"text\").forEach(add_y_tick_scales);\n",
+       "\n",
+       "        root.data(\"xtickscales\", xtickscales);\n",
+       "        root.data(\"ytickscales\", ytickscales);\n",
+       "        root.data(\"xtickscale\", 1.0);\n",
+       "    }\n",
+       "\n",
+       "    var min_scale = 1.0, max_scale = 1.0;\n",
+       "    for (scale in xtickscales) {\n",
+       "        min_scale = Math.min(min_scale, scale);\n",
+       "        max_scale = Math.max(max_scale, scale);\n",
+       "    }\n",
+       "    for (scale in ytickscales) {\n",
+       "        min_scale = Math.min(min_scale, scale);\n",
+       "        max_scale = Math.max(max_scale, scale);\n",
+       "    }\n",
+       "    root.data(\"min_scale\", min_scale);\n",
+       "    root.data(\"max_scale\", max_scale);\n",
+       "\n",
+       "    // store the original positions of labels\n",
+       "    if (xlabels) {\n",
+       "        xlabels.selectAll(\"text\")\n",
+       "               .forEach(function (element, i) {\n",
+       "                   element.data(\"x\", element.asPX(\"x\"));\n",
+       "               });\n",
+       "    }\n",
+       "\n",
+       "    if (ylabels) {\n",
+       "        ylabels.selectAll(\"text\")\n",
+       "               .forEach(function (element, i) {\n",
+       "                   element.data(\"y\", element.asPX(\"y\"));\n",
+       "               });\n",
+       "    }\n",
+       "\n",
+       "    // mark grid lines and ticks as in or out of scale.\n",
+       "    var mark_inscale = function (element, i) {\n",
+       "        element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
+       "    };\n",
+       "\n",
+       "    if (xgridlines) xgridlines.selectAll(\"path\").forEach(mark_inscale);\n",
+       "    if (ygridlines) ygridlines.selectAll(\"path\").forEach(mark_inscale);\n",
+       "    if (xlabels) xlabels.selectAll(\"text\").forEach(mark_inscale);\n",
+       "    if (ylabels) ylabels.selectAll(\"text\").forEach(mark_inscale);\n",
+       "\n",
+       "    // figure out the upper ond lower bounds on panning using the maximum\n",
+       "    // and minum grid lines\n",
+       "    var bounds = root.plotbounds();\n",
+       "    var pan_bounds = {\n",
+       "        x0: 0.0,\n",
+       "        y0: 0.0,\n",
+       "        x1: 0.0,\n",
+       "        y1: 0.0\n",
+       "    };\n",
+       "\n",
+       "    if (xgridlines) {\n",
+       "        xgridlines\n",
+       "            .selectAll(\"path\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var bbox = element.node.getBBox();\n",
+       "                    if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
+       "                        pan_bounds.x0 = bounds.x1 - bbox.x;\n",
+       "                    }\n",
+       "                    if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
+       "                        pan_bounds.x1 = bounds.x0 - bbox.x;\n",
+       "                    }\n",
+       "                    element.attr(\"visibility\", \"visible\");\n",
+       "                }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    if (ygridlines) {\n",
+       "        ygridlines\n",
+       "            .selectAll(\"path\")\n",
+       "            .forEach(function (element, i) {\n",
+       "                if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
+       "                    var bbox = element.node.getBBox();\n",
+       "                    if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
+       "                        pan_bounds.y0 = bounds.y1 - bbox.y;\n",
+       "                    }\n",
+       "                    if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
+       "                        pan_bounds.y1 = bounds.y0 - bbox.y;\n",
+       "                    }\n",
+       "                    element.attr(\"visibility\", \"visible\");\n",
+       "                }\n",
+       "            });\n",
+       "    }\n",
+       "\n",
+       "    // nudge these values a little\n",
+       "    pan_bounds.x0 -= 5;\n",
+       "    pan_bounds.x1 += 5;\n",
+       "    pan_bounds.y0 -= 5;\n",
+       "    pan_bounds.y1 += 5;\n",
+       "    root.data(\"pan_bounds\", pan_bounds);\n",
+       "\n",
+       "    root.data(\"zoompan-ready\", true)\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// Panning\n",
+       "Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
+       "    var root = this.plotroot();\n",
+       "    var px_per_mm = root.data(\"px_per_mm\");\n",
+       "    dx /= px_per_mm;\n",
+       "    dy /= px_per_mm;\n",
+       "\n",
+       "    var tx0 = root.data(\"tx\"),\n",
+       "        ty0 = root.data(\"ty\");\n",
+       "\n",
+       "    var dx0 = root.data(\"dx\"),\n",
+       "        dy0 = root.data(\"dy\");\n",
+       "\n",
+       "    root.data(\"dx\", dx);\n",
+       "    root.data(\"dy\", dy);\n",
+       "\n",
+       "    dx = dx - dx0;\n",
+       "    dy = dy - dy0;\n",
+       "\n",
+       "    var tx = tx0 + dx,\n",
+       "        ty = ty0 + dy;\n",
+       "\n",
+       "    set_plot_pan_zoom(root, tx, ty, root.data(\"scale\"));\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
+       "    var root = this.plotroot();\n",
+       "    root.data(\"dx\", 0);\n",
+       "    root.data(\"dy\", 0);\n",
+       "    init_pan_zoom(root);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.guide_background_drag_onend = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.guide_background_scroll = function(event) {\n",
+       "    if (event.shiftKey) {\n",
+       "        var root = this.plotroot();\n",
+       "        init_pan_zoom(root);\n",
+       "        var new_scale = root.data(\"scale\") * Math.pow(2, 0.002 * event.wheelDelta);\n",
+       "        new_scale = Math.max(\n",
+       "            root.data(\"min_scale\"),\n",
+       "            Math.min(root.data(\"max_scale\"), new_scale))\n",
+       "        update_plot_scale(root, new_scale);\n",
+       "        event.stopPropagation();\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_button_mouseover = function(event) {\n",
+       "    this.select(\".button_logo\")\n",
+       "         .animate({fill: this.data(\"mouseover_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_button_mouseout = function(event) {\n",
+       "     this.select(\".button_logo\")\n",
+       "         .animate({fill: this.data(\"mouseout_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_zoomout_click = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "    var min_scale = root.data(\"min_scale\"),\n",
+       "        scale = root.data(\"scale\");\n",
+       "    Snap.animate(\n",
+       "        scale,\n",
+       "        Math.max(min_scale, scale / 1.5),\n",
+       "        function (new_scale) {\n",
+       "            update_plot_scale(root, new_scale);\n",
+       "        },\n",
+       "        200);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_zoomin_click = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "    var max_scale = root.data(\"max_scale\"),\n",
+       "        scale = root.data(\"scale\");\n",
+       "\n",
+       "    Snap.animate(\n",
+       "        scale,\n",
+       "        Math.min(max_scale, scale * 1.5),\n",
+       "        function (new_scale) {\n",
+       "            update_plot_scale(root, new_scale);\n",
+       "        },\n",
+       "        200);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_track_click = function(event) {\n",
+       "    // TODO\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_mousedown = function(event) {\n",
+       "    this.animate({fill: this.data(\"mouseover_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_mouseup = function(event) {\n",
+       "    this.animate({fill: this.data(\"mouseout_color\")}, 100);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "// compute the position in [0, 1] of the zoom slider thumb from the current scale\n",
+       "var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
+       "    if (scale >= 1.0) {\n",
+       "        return 0.5 + 0.5 * (Math.log(scale) / Math.log(max_scale));\n",
+       "    }\n",
+       "    else {\n",
+       "        return 0.5 * (Math.log(scale) - Math.log(min_scale)) / (0 - Math.log(min_scale));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "var update_plot_scale = function(root, new_scale) {\n",
+       "    var trans = scale_centered_translation(root, new_scale);\n",
+       "    set_plot_pan_zoom(root, trans.x, trans.y, new_scale);\n",
+       "\n",
+       "    root.selectAll(\".zoomslider_thumb\")\n",
+       "        .forEach(function (element, i) {\n",
+       "            var min_pos = element.data(\"min_pos\"),\n",
+       "                max_pos = element.data(\"max_pos\"),\n",
+       "                min_scale = root.data(\"min_scale\"),\n",
+       "                max_scale = root.data(\"max_scale\");\n",
+       "            var xmid = (min_pos + max_pos) / 2;\n",
+       "            var xpos = slider_position_from_scale(new_scale, min_scale, max_scale);\n",
+       "            element.transform(new Snap.Matrix().translate(\n",
+       "                Math.max(min_pos, Math.min(\n",
+       "                         max_pos, min_pos + (max_pos - min_pos) * xpos)) - xmid, 0));\n",
+       "    });\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_dragmove = function(dx, dy, x, y) {\n",
+       "    var root = this.plotroot();\n",
+       "    var min_pos = this.data(\"min_pos\"),\n",
+       "        max_pos = this.data(\"max_pos\"),\n",
+       "        min_scale = root.data(\"min_scale\"),\n",
+       "        max_scale = root.data(\"max_scale\"),\n",
+       "        old_scale = root.data(\"old_scale\");\n",
+       "\n",
+       "    var px_per_mm = root.data(\"px_per_mm\");\n",
+       "    dx /= px_per_mm;\n",
+       "    dy /= px_per_mm;\n",
+       "\n",
+       "    var xmid = (min_pos + max_pos) / 2;\n",
+       "    var xpos = slider_position_from_scale(old_scale, min_scale, max_scale) +\n",
+       "                   dx / (max_pos - min_pos);\n",
+       "\n",
+       "    // compute the new scale\n",
+       "    var new_scale;\n",
+       "    if (xpos >= 0.5) {\n",
+       "        new_scale = Math.exp(2.0 * (xpos - 0.5) * Math.log(max_scale));\n",
+       "    }\n",
+       "    else {\n",
+       "        new_scale = Math.exp(2.0 * xpos * (0 - Math.log(min_scale)) +\n",
+       "                        Math.log(min_scale));\n",
+       "    }\n",
+       "    new_scale = Math.min(max_scale, Math.max(min_scale, new_scale));\n",
+       "\n",
+       "    update_plot_scale(root, new_scale);\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_dragstart = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    init_pan_zoom(root);\n",
+       "\n",
+       "    // keep track of what the scale was when we started dragging\n",
+       "    root.data(\"old_scale\", root.data(\"scale\"));\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.zoomslider_thumb_dragend = function(event) {\n",
+       "};\n",
+       "\n",
+       "\n",
+       "var toggle_color_class = function(root, color_class, ison) {\n",
+       "    var guides = root.selectAll(\".guide.\" + color_class + \",.guide .\" + color_class);\n",
+       "    var geoms = root.selectAll(\".geometry.\" + color_class + \",.geometry .\" + color_class);\n",
+       "    if (ison) {\n",
+       "        guides.animate({opacity: 0.5}, 250);\n",
+       "        geoms.animate({opacity: 0.0}, 250);\n",
+       "    } else {\n",
+       "        guides.animate({opacity: 1.0}, 250);\n",
+       "        geoms.animate({opacity: 1.0}, 250);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "Gadfly.colorkey_swatch_click = function(event) {\n",
+       "    var root = this.plotroot();\n",
+       "    var color_class = this.data(\"color_class\");\n",
+       "\n",
+       "    if (event.shiftKey) {\n",
+       "        root.selectAll(\".colorkey text\")\n",
+       "            .forEach(function (element) {\n",
+       "                var other_color_class = element.data(\"color_class\");\n",
+       "                if (other_color_class != color_class) {\n",
+       "                    toggle_color_class(root, other_color_class,\n",
+       "                                       element.attr(\"opacity\") == 1.0);\n",
+       "                }\n",
+       "            });\n",
+       "    } else {\n",
+       "        toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "\n",
+       "return Gadfly;\n",
+       "\n",
+       "}));\n",
+       "\n",
+       "\n",
+       "//@ sourceURL=gadfly.js\n",
+       "\n",
+       "(function (glob, factory) {\n",
+       "    // AMD support\n",
+       "      if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
+       "        require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
+       "            factory(Snap, Gadfly);\n",
+       "        });\n",
+       "      } else {\n",
+       "          factory(glob.Snap, glob.Gadfly);\n",
+       "      }\n",
+       "})(window, function (Snap, Gadfly) {\n",
+       "    var fig = Snap(\"#fig-3bc47d04c73a411d9581708f99dc2d33\");\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-4\")\n",
+       "   .drag(function() {}, function() {}, function() {});\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-6\")\n",
+       "   .data(\"color_class\", \"color_Huber\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-7\")\n",
+       "   .data(\"color_class\", \"color_Prescient\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-9\")\n",
+       "   .data(\"color_class\", \"color_Huber\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-10\")\n",
+       "   .data(\"color_class\", \"color_Prescient\")\n",
+       ".click(Gadfly.colorkey_swatch_click)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-13\")\n",
+       "   .mouseenter(Gadfly.plot_mouseover)\n",
+       ".mouseleave(Gadfly.plot_mouseout)\n",
+       ".mousewheel(Gadfly.guide_background_scroll)\n",
+       ".drag(Gadfly.guide_background_drag_onmove,\n",
+       "      Gadfly.guide_background_drag_onstart,\n",
+       "      Gadfly.guide_background_drag_onend)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-17\")\n",
+       "   .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-17\")\n",
+       "   .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-150\")\n",
+       "   .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-150\")\n",
+       "   .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-275\")\n",
+       "   .data(\"mouseover_color\", \"#cd5c5c\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-275\")\n",
+       "   .data(\"mouseout_color\", \"#6a6a6a\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-275\")\n",
+       "   .click(Gadfly.zoomslider_zoomin_click)\n",
+       ".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
+       ".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-279\")\n",
+       "   .data(\"max_pos\", 105.49)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-279\")\n",
+       "   .data(\"min_pos\", 88.49)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-279\")\n",
+       "   .click(Gadfly.zoomslider_track_click);\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-281\")\n",
+       "   .data(\"max_pos\", 105.49)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-281\")\n",
+       "   .data(\"min_pos\", 88.49)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-281\")\n",
+       "   .data(\"mouseover_color\", \"#cd5c5c\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-281\")\n",
+       "   .data(\"mouseout_color\", \"#6a6a6a\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-281\")\n",
+       "   .drag(Gadfly.zoomslider_thumb_dragmove,\n",
+       "     Gadfly.zoomslider_thumb_dragstart,\n",
+       "     Gadfly.zoomslider_thumb_dragend)\n",
+       ".mousedown(Gadfly.zoomslider_thumb_mousedown)\n",
+       ".mouseup(Gadfly.zoomslider_thumb_mouseup)\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-283\")\n",
+       "   .data(\"mouseover_color\", \"#cd5c5c\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-283\")\n",
+       "   .data(\"mouseout_color\", \"#6a6a6a\")\n",
+       ";\n",
+       "fig.select(\"#fig-3bc47d04c73a411d9581708f99dc2d33-element-283\")\n",
+       "   .click(Gadfly.zoomslider_zoomout_click)\n",
+       ".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
+       ".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
+       ";\n",
+       "    });\n",
+       "]]> </script>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "Plot(...)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Plot the relative reconstruction error for Huber and prescient regression,\n",
+    "# zooming in on smaller values of p.\n",
+    "indices = find(p_vals .<= 0.08);\n",
+    "df = DataFrame(x=p_vals[indices], y=huber_data[indices], label=\"Huber\");\n",
+    "df = vcat(df, DataFrame(x=p_vals[indices], y=prescient_data[indices], label=\"Prescient\"));\n",
+    "plot(df, x=\"x\", y=\"y\", color=\"label\", Geom.line, Guide.XLabel(\"p\"), Guide.YLabel(\"Fit\"))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 0.3.9",
+   "language": "julia",
+   "name": "julia-0.3"
+  },
+  "language_info": {
+   "name": "julia",
+   "version": "0.3.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}